From c42bb7b4ff05a7e05ce46c873d22c09ab311ac39 Mon Sep 17 00:00:00 2001 From: arnab39 Date: Mon, 19 Feb 2024 20:17:48 -0500 Subject: [PATCH] fixed the bug in the discrete optimization code --- equiadapt/common/basecanonicalization.py | 3 +- .../canonicalization/continuous_group.py | 19 +- .../images/canonicalization/discrete_group.py | 11 +- .../test_continuous_canonicalization.ipynb | 506 ++++++++++-- .../test_discrete_canonicalization.ipynb | 733 +++++++++++++----- 5 files changed, 1010 insertions(+), 262 deletions(-) diff --git a/equiadapt/common/basecanonicalization.py b/equiadapt/common/basecanonicalization.py index 8a0351c..b22154e 100644 --- a/equiadapt/common/basecanonicalization.py +++ b/equiadapt/common/basecanonicalization.py @@ -177,7 +177,8 @@ def get_prior_regularization_loss(self): def get_identity_metric(self): group_elements_rep = self.canonicalization_info_dict['group_element_matrix_representation'] - identity_element = torch.eye(group_elements_rep.shape[-1]).to(self.device) + identity_element = torch.eye(group_elements_rep.shape[-1]).repeat( + group_elements_rep.shape[0], 1, 1).to(self.device) return 1.0 - torch.nn.functional.mse_loss(group_elements_rep, identity_element).mean() diff --git a/equiadapt/images/canonicalization/continuous_group.py b/equiadapt/images/canonicalization/continuous_group.py index 1c5c070..f1c0a49 100644 --- a/equiadapt/images/canonicalization/continuous_group.py +++ b/equiadapt/images/canonicalization/continuous_group.py @@ -15,8 +15,10 @@ def __init__(self, ): super().__init__(canonicalization_network) + assert len(in_shape) == 3, 'Input shape should be in the format (channels, height, width)' + # pad and crop the input image if it is not rotated MNIST - is_grayscale = in_shape[0] == 1 + is_grayscale = (in_shape[0] == 1) self.pad = torch.nn.Identity() if is_grayscale else transforms.Pad( math.ceil(in_shape[-1] * 0.5), padding_mode='edge' ) @@ -25,6 +27,7 @@ def __init__(self, math.ceil(in_shape[-2] * canonicalization_hyperparams.input_crop_ratio), math.ceil(in_shape[-1] * canonicalization_hyperparams.input_crop_ratio) )) + self.resize_canonization = torch.nn.Identity() if is_grayscale else transforms.Resize(size=canonicalization_hyperparams.resize_shape) self.group_info_dict = {} def get_groupelement(self, x: torch.Tensor): @@ -40,6 +43,15 @@ def get_groupelement(self, x: torch.Tensor): """ raise NotImplementedError('get_groupelement method is not implemented') + def transformations_before_canonicalization_network_forward(self, x: torch.Tensor): + """ + This method takes an image as input and + returns the pre-canonicalized image + """ + x = self.crop_canonization(x) + x = self.resize_canonization(x) + return x + def get_group_from_out_vectors(self, out_vectors: torch.Tensor): """ This method takes the output of the canonicalization network and @@ -100,6 +112,7 @@ def canonicalize(self, x: torch.Tensor): group_element_dict = self.get_groupelement(x) rotation_matrices = group_element_dict['rotation'] + rotation_matrices[:, [0, 1], [1, 0]] *= -1 if 'reflection' in group_element_dict: reflect_indicator = group_element_dict['reflection'] @@ -179,6 +192,8 @@ def get_groupelement(self, x: torch.Tensor): group_element_dict = {} + x = self.transformations_before_canonicalization_network_forward(x) + # convert the group activations to one hot encoding of group element # this conversion is differentiable and will be used to select the group element out_vectors = self.canonicalization_network(x) @@ -282,6 +297,8 @@ def get_groupelement(self, x: torch.Tensor): x_all = torch.cat([x, x_augmented], dim=0) # size (batch_size * 2, in_channels, height, width) + x_all = self.transformations_before_canonicalization_network_forward(x_all) + out_vectors_all = self.canonicalization_network(x_all) # size (batch_size * 2, out_vector_size) out_vectors_all = out_vectors_all.reshape(2 * batch_size, -1, 2) # size (batch_size * 2, num_vectors, 2) diff --git a/equiadapt/images/canonicalization/discrete_group.py b/equiadapt/images/canonicalization/discrete_group.py index dd10c9f..231b961 100644 --- a/equiadapt/images/canonicalization/discrete_group.py +++ b/equiadapt/images/canonicalization/discrete_group.py @@ -13,11 +13,14 @@ def __init__(self, in_shape: tuple ): super().__init__(canonicalization_network) + self.beta = canonicalization_hyperparams.beta + assert len(in_shape) == 3, 'Input shape should be in the format (channels, height, width)' + # DEfine all the image transformations here which are used during canonicalization # pad and crop the input image if it is not rotated MNIST - is_grayscale = in_shape[0] == 1 + is_grayscale = (in_shape[0] == 1) self.pad = torch.nn.Identity() if is_grayscale else transforms.Pad( math.ceil(in_shape[-2] * 0.4), padding_mode='edge' @@ -28,7 +31,7 @@ def __init__(self, math.ceil(in_shape[-1] * canonicalization_hyperparams.input_crop_ratio) )) - self.resize_canonization = torch.nn.Identity() if is_grayscale or canonicalization_hyperparams.resize_shape == in_shape[-1] else transforms.Resize(size=canonicalization_hyperparams.resize_shape) + self.resize_canonization = torch.nn.Identity() if is_grayscale else transforms.Resize(size=canonicalization_hyperparams.resize_shape) def groupactivations_to_groupelement(self, group_activations: torch.Tensor): """ @@ -203,7 +206,7 @@ def rotate_and_maybe_reflect(self, x: torch.Tensor, degrees: torch.Tensor, refle x_augmented_list = [] for degree in degrees: x_rot = self.pad(x) - x_rot = K.geometry.rotate(x_rot, degree) + x_rot = K.geometry.rotate(x_rot, -degree) if reflect: x_rot = K.geometry.hflip(x_rot) x_rot = self.crop(x_rot) @@ -245,7 +248,7 @@ def get_optimization_specific_loss(self): vectors = vectors.reshape(self.num_group, -1, self.out_vector_size).permute((1, 0, 2)) # (batch_size, group_size, vector_out_size) distances = vectors @ vectors.permute((0, 2, 1)) mask = 1.0 - torch.eye(self.num_group).to(self.device) # (group_size, group_size) - return torch.abs(distances * mask).sum() + return torch.abs(distances * mask).mean() \ No newline at end of file diff --git a/tutorials/images/test_continuous_canonicalization.ipynb b/tutorials/images/test_continuous_canonicalization.ipynb index 166c314..6b16362 100644 --- a/tutorials/images/test_continuous_canonicalization.ipynb +++ b/tutorials/images/test_continuous_canonicalization.ipynb @@ -31,7 +31,7 @@ "from equiadapt.images.canonicalization_networks import ESCNNSteerableNetwork\n", "import matplotlib.pyplot as plt\n", "import torchvision.transforms.functional as F\n", - "import numpy as np" + "from tqdm import tqdm" ] }, { @@ -49,29 +49,61 @@ "outputs": [], "source": [ "# Load the CIFAR10 dataset\n", - "transform = transforms.Compose([transforms.ToTensor()])\n", + "train_transform = transforms.Compose([\n", + " transforms.RandomCrop(32, padding=4),\n", + " transforms.Resize(64),\n", + "\n", + " transforms.RandomHorizontalFlip(),\n", + " transforms.RandomRotation(5),\n", + "\n", + " transforms.ToTensor(),\n", + " transforms.Normalize((0.4914, 0.4822, 0.4465), (0.247, 0.243, 0.261)),\n", + " ])\n", + "\n", + "test_transform = transforms.Compose([\n", + " transforms.Resize(64),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize((0.4914, 0.4822, 0.4465), (0.247, 0.243, 0.261)),\n", + " ])\n", + "\n", + "# to visualize the original images\n", + "invert_normalize = transforms.Compose([\n", + " transforms.Normalize(mean=(-0.4914/0.247, -0.4822/0.243, -0.4465/0.261), \n", + " std=(1/0.247, 1/0.243, 1/0.261)),\n", + " ])\n", "\n", "data_path = '/home/mila/a/arnab.mondal/scratch/equiadapt/image/data/cifar10'\n", - "cifar10 = datasets.CIFAR10(root=data_path, train=True, download=False, transform=transform)\n", - "data_loader = torch.utils.data.DataLoader(cifar10, batch_size=1, shuffle=True)\n", - "\n" + "train_dataset = datasets.CIFAR10(root=data_path, train=True, download=False, transform=train_transform)\n", + "test_dataset = datasets.CIFAR10(root=data_path, train=False, download=False, transform=test_transform)\n", + "train_loader = torch.utils.data.DataLoader(train_dataset, batch_size=512, shuffle=True)\n", + "test_loader = torch.utils.data.DataLoader(test_dataset, batch_size=1, shuffle=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Get the device\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Visulize the original images." + "Visualize the original images." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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Fd+xiWIvPH16pFJkavK5HZl3q2HhplVNuY70yjtstyJK3FijhrdNvLVzRbQ/3qifxUxggIEJJxHDkgJySWf5SBwATruRYPPdUDiUXMi1JvThlIRC+JZOK9UDmVDXc5Fc83lghuW07AnRv7D1pB0HSmZylWpfUNMExkESA3DLhlwgIrgF4NBLeDcSq73FaPweaZNziWIfhfoiAFEd6BrJY3GA7uxUhyLaHsIxg01WDhMfw/+I7BqQ5UCRCe6amDI1pFDFULDaJjCx0w62FgNgOOCodNNyuZRGWRbhcgj5z2WoCcQVRTcatJ2QacZL7YVUkWbWl6pEfqXICAJhfYLJ/zemtJwPaaFvDWp9CEohhS8tywLZD85NWwyflh3Azi1OTeRxCco7sQ0CslrTWPYRrcbRaWNOasPkQcD24aK96vLFC0nuHDt06PTk5MzcsTpkopUxNHMfxOONHH0mzgegcGdmJpc8MXrhJQYkdbzUSkofrNtEy93Qn/EBZ8jzhCvMIz+lxkCsEpBnCOFyxkVTUE3yZl/kIR/W5wYTht2fwXpVi+djD1erJ7JMS75+GMQQl10EKM5F43lBn63GsY3p+fTz6yVoceafpcg0BmUok13ME7vMW+qMlP7N1z8RF0XRQ0w1HQkC0pqKZScQUkEkj+BBYkhfbhrhg3ui2s/eoB5AS1sSMl/DC/PJnhMVDGEY80ntkh2249HbgQ8F689TyiYxMZVdO70/mRDzQrR41GGaxIQIcSNx+QJeQMORwDeNdZ1GoJyFmwMTD1RCnJj0/iIEBZULC1hZQXSb/EYn6kmWJPMl6CTdr3TtdQHbohBAUCEJDbp6JcOVSDPqJljLhYzwJ0kNIegpJi7oU26HvIRRtC3i97522t4gv98ntie+rh4AM2k1qkVMccQiIHMjAfK4oaIl7J8UQdUo1tIbLWmq+TymHa/5hEZKebo250T0TiGTQboe2Phzbkwk/PcwbOp54/BJGjDNumOaGcYhI2AFGMHna5H4Ap/7oHY/4I7bW40g3tF4iZqcYxRlZ6bNFGYHr+TxZp7PyHRspX6eS7lHXaV0m4DGC9NwrgxfgSX0/Mu16fGfnJNS51HZaU5eR4+SEK5zyMI/X/7xUU8md7smjf57u2ZmhcgYaJN22EPrjO8StOwnWRB4+BO7Ww20PhekNs8ZmDbAZE/hAiVTRWkAkqdInxu6wJObzpsXqpquR0CKuyFrSDSBijIluhcWZwjTcg7zrLsP6xDaL5BXJ5h10DjnyFhobOAiZATFPwRk0fPfc6JFULMUppSbVvDKSkTJtVP69gNaFYk5ZOnWpdKCsmkViHklTgGqB1BVBPSDUKexzz6abZULbD/RLUrpl0IF6gS7QDbpmll0j/2QRE2KHhAw+9qxMzFhhPmZsYil49KFPnJ5xWUDqh2uIDKuX0HVaEk1ofFRijk9/dTvyBgvJ1npuu4hHWlbXaCI/TY3SOqIWNEGRWZ57FpKQjmNRfG6CtEoSm0yH8hqITQvkxD0C+0cWaCTBhiUARgA6A+ARYwxXaGjzYQrGNXKKi8Y1yxAcz7qLowbjUR7h9N/4TioFLXGOmGRwriJz7elWWlqlqY7zWgZh/ViLAee+HDboQCBMsuJSTz/LzBMd2W+df/sy/E3mjs5WZdzHuAfDdIwAf6zrMBYCw1IWnQidlHFfg883jqPs4Zsfb6yQmMvhKg2LgGAWlSEjYAzffrgoufvOrpG/HLocpnlsApVIMiGkdhzaKdwFEWYxlJhPbiKQbprPAFSIXEywUpOyPlChKYkDNMgMfgqxDnfr7Ax6ioFnpn7Wp0eNiUjN+CF2S3WoCLUapa6RO8mCKGnGRDxGxE7Q64ciEbLMOd1bz/BqVFiexJJRMWojaB9x4nC/fLxSEuWTXJeMrUqgToyEYZEDbj5Zl0OqTh61R68BHYpm3uDzvT79PPIvcz+9Og34DRaSEU9E4sgstIAmx9m74iaPtD9y+OSRoMqkU3oxDKpKJqiGH68qWXPNjAuspYx5BKNiEaTbRJTiOh9V082Lz01/tgBVHr02vMDjxg/xHhtsbsSDIH+cUpILVrMQS9GlggoLimllNWdZVwyhLDdKb2jvyJaRtwXxMvz4ACYkkS8bTRMsYsMBRkzKT5YhVJUpJJwRrrMFSTfVSaQMn1QZKYIu6ZKuMoVE6nClBhp1tix5jqdPxnHI5gEAkHJxWOkJ5HwYLMkwv+GJGJLIUnx/z98P90OnazM19dBomkmyWSzlU5hgKKmzJcoNmqZ78FvkZAFOEsJEZvJ93A/QRuVIvgWt/CQMeXhe0hQQTj9M3xEOXOIUi4jOKr+iCxSluEdvhLKgpUbXFdVTEM6xeU4uz9x1J8vt062MPEiizbHR5QA4fsngXOYKIyeu1xSSpLkECpUuUtVDOIarNJTLI0TzWJ65YlOIjicPiJ1kCefjaxS5v7FCUusltK93xDRgVWy22ol67hVVodZAcGbnjJOb1kSiUYkMDeTTTMlYzJMrNCwJySiOADwhUrEjtkk1Fgk2HqVSppaSaC0izOiS/Bqk8p1CNZwGGW5A+BKR4CRdmq54V6AislDKlbo8oSyV9e4uXaob2ncalfVyj8kDdX2g9I7uLZOaTKg7mZEZSwSNJhKjkXBt+6kYbdJgIqHrmgoi1bv1c+smPz6ncATpkkBCCkhdU0guJdjamWWPqxtxUgqvhYU/Z6DieqOMIsolorWT9EQGR05qtDhKYentrKq+yV585Vf+Gh+BfUuWbhhiw5Ik6pMuRzQTKLNGQPSkgB2iVP7QZNNivKRIZhA7VP0MsA/dP6zII9ZsEucQDu5Qvi4pvJxvKJICyxCmKXbHxTyOmqeWnsk8hvUsaS0qpa7RkAGnIGhd5+9kQEA6FmCahJPfLgxLOVzcM5xrNoPACX6MlkLjeo/mFfn95fG6HIH1QZSMTP6ofAxlJUUffdeRExvrd9y6l9ywjBeH4BylP/Gkp6Z0F14jJHlzhWRZVihRK9K703tJjdKPbG/PxRkQoXKYY398+lg94HCXODwbP1wfcsHN5HA1Tm7H+IMjNxXumZbcaMOHHmp0ICsJ83rCteFIC4cLGNys+PPJ70+/WxAKKpWiC0VXiq6orqiGZYmGWIa74aZ0E3oP69Ut1vJYEkl36STELzmDj386rIPMf5/b9ngIQQ3XrYjgpkjx2Xwim8ZQL0rNMuB6CS+gXtLdSpAjNnq6r5kARvK+M+7zSYGd7+MQsPnop5/PyubVjjdWSOqygIbpxA2VklB7qNZBWBw+ZkSQaU046edHilqOx3FMF+nku3rGtT7yK6NWZCQwfe6LYZ1UdZa1DqdEGLCjJoVDj+rAGR94ZIuHdj9t4QiSU4CIst0QlIVSVrQ8FhKRgtNwOuYFG4JisY7n8mMf1zDXapAWh0P1+DiA4fGTMRd7LGUJmCEUgmYMEyiUqIeQSAhJWcJ61DWEYwqJnoSkx/X0JuEuEemXx3GJTEDB5xIOofCJgJ6V4WtJCG+ykJQCxWOj2fChODS6WFYYBkcnXKrROuhYvMH8PWeBRz36OVr2UU46kolGNDgYvbEmPys0/HTfGHkLZgA/QvlDS8/0WTwmLUI0pExzr4Ul6WmhfD438gCzAV0ZfbdKIlNJWnSjtc62tThvjW3rtM1oLer2hxs12poc5bCDGZefnXmdaMB4CND8FjLCrIM35hNyIiBpl4gX3IlkXyZxl0C1tA50K5J+owOjjPLm6e4ebtUAU8atO8CvhM6n+3gCVI67zPGCVxeUN1ZIntytGMYOeBSZ4y2YpmYNekF6tOC0HkFfabHooWiio2PbB4Qc9HhSSKbzmvbXUrvYrHWHviedfO/JzepYzyTnbEoRKTVNKsgQhLiJaUVccS9MrJ5I7GkFwaI9qzhaOqL7RPCC71UoolStVF1YyspSryzLHbVcUF0AZd86Bty/uPH84Z7nzx549v4D97cHXjzfuH9obM2wpuEyjlJXkehmePJRRKJYKYRUcbPQ7jZsTgptyc1/2qgDORnxlplgnhQbjURwXZOBsAjlQrpbkv19A4lzlyBluiBbNscTj3siWVlq82KmJY5bcAQch+FOdoOMa3v1440VklIiE24l68NnTuFgmdqppQ0I0mUGp564qg/NOZsdnAQFhss/N8h8f+Olx/Stzb+pMppalfE5j63JkTlON2p0hHl0xg3V4crpyZJk7mUgZu5ELY07rXX2/Tjb3tOK2KyT8akoxtcYGjaFYGy8TP5B7js9vt8sLYbJsj0H1YMHFmzSk4UQZnfIyTLO/sLn7ixz3UwOJvKxlMeFwIyLDoE4C4G/9LOc3NpXO95YIXnr7kL3ziYOfeeFhl/au+MtqCrSe2i43sOv7UHDIOsyQHJzDw7XaeMOIwIn60JSvePR2vHz7H53wuAP+JPjJD43EiOaN3v8PIiSZAlvaL+Sm6MWD56WwlKhiHCpC6uuXK93XK5X1ssVLRGkm8G2dbo79+1G652vP3+fZ/fPeffZ+zx7/56H7cb9i53b1oIoOhXFaSOdAzfhEVqneiRkRx0KnshRuk/j+kct/BS4uWySWj4KrcrC7L6iNYQlq8tg0Nldgvd1ovLE5rdH+Zhwd/ORjO1eRiTTSs4cig/F8GrHGyskl0uJ2gfr7KVQJAr+E/YI7WlDmSraBdGkTCd/B3J9znDfzLjCCOLPCMjMHI/TX7IiQ7Oele+EVMaHyOPTBTyatDH95xF7kFV34xzVdtG3uNbKUhaWZWGpK7XWbN1ZMBdajz7IDw8be9+5f/HAi/sH7u9vPDxs3PaNfWvsW89WPQfpReZePmo35vfSAb7FRUYP8WNjjes+rl+mYM3Eq/t0R48AIuKP0Z3+TMuX9B5GrDcu6ugHcAjAY3BBjutnfPYhqGMjjCSjE5Wkr3q8sULy9LLSrCPW6WtlXQp4Z5MEOsww7zNLbipIcbTU1D5HkCZnV2eiODAQkFj/ww0b1ljypowct53Cc+FktU8uWnzgwVlyPzoYHqFk+vQ6fHtm1V2tSlVhvVSqKnfrhevyhLvLHZe7K+tyQVSjCG3f6ebsrfH+i/fZ9p33nr3Pey+e8/z+Off3D+z7zr616PwifhizIeBzY/nhOg29nN4SQiTnRmjvmcXPilstR4HTRO3y27proJJ43Beml3i4TbmpbYAvfhRzYVk52vKx+1EP5MHdCot+ers8Djd6WJBz8d2HQEg+9vTK3htVHOk7768VdWMr2STOOm3fAdAm05/V4eNqZSAvUzXmMo6uKrNP00S7ZKJb4oP16nHTOJJnj1xj8xxYE33MZ22KxGdOMmLuznEjVeQorFpiky1VWWvMXLm7riyl8NaTpzy9vM1luePpk7eoZQFVujvbttH6jW3f+L/f/X+4bRu/+P57vP/iOfe3B569/4zWOw9tC4UzCIWSLs60HJlFz9znKO4yDz6XGLSeQT2ZeS9RR64i1CppSabEnVCzg4U2G8KNYrThjXJSWhYVlJjgu2TfgeOMPlsn76DARCtTFQ1W5mjdCiMZykRHj4bo3/x4Y4VkqZFRbqVQc6JTn607mRsTjgUeSeQxcgCJDiGjVsOmw3BYmYGxD7RrBvZHVAvI4YYM0372aYcLNm5V8smiV70+siCP/+hUgTfKbqtSS6HWaFm61MqyLNm6tGRRWHSTaT2C823fuW07t21j2za2bWffG613eu8zvzMpN4+u9gCn5/MnWHdCrEIiQzDq8vPlj9bzA4cwm2cfrx8u0+HezU0/rPyMBWX2GzhGVBy3yB+5z35ynU8xCaeYZIAzr5EreWOF5O3rlWad4o7vO0+uFxR4WCveK1uPgNUlFZNDEWVNYt+yrKCKU3FRzITmghqY2DS7NjaPjUeSWKXB33qUjRzadDpuB7Xedc7aKGVFtMRnUzAT9lEPnjsgemtFF8aazQ4ua+HJtbAshbeePGFdKm8/ecqTy1ssJUYqiBT23tl342HbuH/YuG03fvHdd7ltN957/oxn9y/YWuPhtkVThmzLNLhMI58kCD5GTDEEwmcAPhv8yVm0hkgMa2snBTO1xSlmyDdw5qpNrWLJKxgxn3iSDyP+81sIRLtFw462Of12gn6RqOlKPpr3tBaSUibO5NsNd3gIy4eBlrLWiprQamWthaUWeg2rUhISne5CHiqSv4vXiCqGZt8sUIucwCOEMAPM4a/KdMGm8c56j9gacr7JJyM/opXgk0U3l7AiZfrLw0f2KWzxqGlJagnXZamVda0sNQL2dV0oEpYEF3YzrMO+N27bxkOet9vGbdvZthZN/UYfsFFe8Ohby7EOj+KD02vOayWH/j/WfJgBOAfFg2rj402cwxw5DILdSN6KcNB9hvvawZvP2nnbMy5piW5J3B23476F8PhRZyFZ+5Of88h4vLoheXOF5FpXuhu+GPu68eRyRR3urxfcoh9u3+PytYTQPLleeOvJHaUuLNcrqNJc6B5Vq9Ji4Etrg4dlh2XuWV8x6LljtqEPhtOp9n2KDwydrFJYklB4uVwodcEouGvkKXqD7tGN0np2Dmkg6dercFkrb92FULz15ClrXXhyveN6WUNdemymh9uNbes8v3/g2YsX3LadF/cRm9z2aMHUJhs3r1eYo+ICvtXcvzPPDvhcj6FtR9wWcVlubg8as+2Oi+EjT8Jp7yU9RzJSjxAtXbygEMTr5eQyEwnjEA7HHhx6WpCMR/o25CykthSnF8VqvK90oHZmx4rsryX+kkb4MLhbd/UyhaStO08uFxTnxWXFesN7Z19itHWpwQJ+cnflrSdPKLWy3N2BCLduNMupuWKZpY8GE3EjM8DLzud0Ilj1s504UJ2xwH5adCE2X4w9WLheLtRlxTzqtDft3N9adi3sRN8sA49JWDFnRLgslad3d1zWJd2thbv1ylrXbKYX0OX97cb9w8azF/e89+wF+77z/OGBvbUUkmzB5Ic2j2Sezt5ZJXEMG4VIo6hFcj18WFjSnZSjpj1r/s09BS1QxuGQxrIkUDFynmg0aBA5sbXH+o/AOjqq+GbBrrjv0UlziwZ63aC1A3gQFXpxWlHUxmd5BKxTSDLmm5bzEezySscbKyTYqFuIgHaplW6VdV1obaHvO+tScTw69amyVGWphVILS4nV6emDqhy1EHK6+bNgKOHGETBK4lLzdfP0w82T4WLJ4erlYy0hIN2F0kdX8yOjPjrCV4VahKUoay1clspa41xKCapL+vu9Bwdr2yMOud3Cxdp7Y2+d1uOcI7mTjzYz0MONNEL7nzeLTy8pXM9ZYcgxSXcwr2fJi5/ilbQIM+2d62TJURObKOEJaJyWbDC6bQffI5Fru2cP4egOGbyzsOhBpMyBPYP82Ahkc4yqOMVSMTQ1LZkMQX+1440VEts6UmOC1VoqT++uLFVp2421KFWAvseCJTL01t2Ft+4uaC3UdQliXmBB9O6U7Gouecbw9fR1k6dFoif6yN8mXJ3h7mrEETiDl0uVwqqBSl2XmGXYnRgwZEYtB6oiOEuFS428yNPLwvVSePvuysef3LEsC0+vlyB5ZkK178bDfeO2Nd57/32evXjg2YsH3nv2gtaNh+1G78bed1pvOXwzgtZBkJxdKeVwV0bvgNzRqdllIk7WUlB2OVrFNhgsw8egVZQBJPrNsCQRuydHbDAjZfDbcl2yTNi2HNewG/3F6PyYQkN2xRfBslhLR8eckoawONINijFnu0PUJmn6BsKHZPRC76iOoFeopWAWkGhfKutSWbK95UhkBVQsjCm7Tia7GMrrkUmIVT3NtjisyikzPYQEjk2ePoIMVqwMS3EQHaPTStZD6Ok6cj8Wic7ntcR1L6XEmRakqlJEc+6JYT3yQm1vkSCcZ0sLk50uz9WBaUlcAgKccYamNdCxDAdmdcAScliScwFWD0sbN+kl1tdMEo4AfZiulKYRf+S/w4XNNe5DWEIIvSUtKOlB1iyVXrIWeri+ZlE2YfBo3JwM7h55PZL3d8RCH4bA/f33nrNel4gdzHhyuXKpFbHG7bKwFBDb8GxaIAJPLsrdIlmfEZNNtDekNWRvsDWkOeyGNEd2hz2siedcxLEJDOeor4raz/FZrmPqUuyLKkIVYSmSFCSnzKIpKGJUdbw4RRUvhctFeOtJYV2Ub3t6x9218vGnVz52d6Fo4ZKm6sXDAw8Pxov7na+/+8Bta7z77ru8/+LGi4eNZy9uMdex9zn+wXzMS4nJUsGxEiQBD1XBltFkgYk8yUj2DVeoC569kvtDZrz3YOIOlgEndy74WAXPMgAROebLxCuAjIPmh6R2H8Kyx2lN6PeHgFhP9m+JWFIRZiML7VFvRhgptWjcoUEsi++eRNkhSb5/CAL3h/uHw69VZ60LXgpuO0sVvG/stxWzpM7jXBZlSXIeEqxY9Y70FmTIFgiTNIfmY3DUhBrdPGLpUWg1osp5o0fQEtoVCdRHScsgUCWERBLaDUGKVqU2M87KZVHuLguXpfDkuvLkuvD0snK3LvleSQtpO9vDzsP9xotnz3nYGs+fv+DF/Y37W+PhYcPdafOaD9rFAavG5umS4/Q0NumcuTpcpGEWILW7zBamsXFDQMI19Ue1NbNxgx8/H2D3cU0xSCit18nVUzQMTwNv0e3ftmM8hpvPyb4oWA5zyqqJyJWNwF3S2g8Ws0h8tp7ipf7qQqLf/CXH8RM/8RN83/d9H2+//Tbf+Z3fye/+3b+bn//5n3/0moeHBz7/+c/zHd/xHbz11lt87nOf42tf+9rrfAwAL+5f8HC7Z9tu7Ps+N91SK9d15e564endHU/v7njr7spbd1eeXFauS+VSC4vCIkT3EDfERmeDhu87vjds37F9x1vDWjumXI0mz9noOTK9ltleQ9wQj2IixSlC1pZnft076g31TsGoCpelcrcuPLlceHp3zeu+4+ndlSeXC9d1ZakZqBMNw3trbLeNh4d7Hh7uuc/zdrux3SK7Pl2ulp3355l+/mQ1cwTdJgeR0+Q4h1CM3r7tfPqh5XdPlyg1f5P4uUt0cjSZnS7CXcqZLXsM8LE950lunX4z7GYx+uJEPxmf5UORZSPuCYedjgM4GKafDKiOQPJRfpGjBOBVjteyJH/+z/95Pv/5z/N93/d9tNb4A3/gD/BP/9P/NH/tr/01nj59CsCP/uiP8mf/7J/lT/2pP8XHP/5xvvCFL/B7fs/v4S/+xb/4Oh/Fu++/S2dnWQLRWteAee/WBbzkJtwz57ADxuW6crmsmIf70XAWN3brlNaQbUea4be8YTfoW45Y3qM8OKoRU61mUCJZoSR0AoiPlqHqSsVYcKo4i8RIhmINMadICcaugl1WzInOLkV4ci1829srS1U+9nTlsijXtUYsZR7xR+vc37/g2bMXPHu+8f57z8KSPLvnxW3ntnVuW8+tMUwonIl88e+Ii1xTALLaEI1Y45zvm7rdmQiTNac/eDbAjpxFmLl0s0atR5btnoLAzHRbonNxTaOUODL1BSEtJxrCkEJp2yA0nr5LCRhO0s07U8bi9GRlJowXFzitqSBHX75XPF5LSH7mZ37m0b//s//sP+M7v/M7+cpXvsI//o//47z77rv8yT/5J/npn/5pfufv/J0A/NRP/RTf+73fy1/6S3+J3/E7fscrf9a239j3CmT1oXVkjCBQZamVy7JGvOABxazLwlJLBLoWgV6R0PjiuXjd8N5mYGjtCExHi04/+8n44TCTyBiezN5ggwVDK6gmMfewR6O3UxfCtRYcoS7BGriuhcu6BGxdKrXEdxtJzr0H92pvLc+dvTVab/TewtLYmD04sFuYYfS4ZDlDvfLo5xEPTC9r5FVG9nxaG14K3ONzZgGgnN7vVKsj482nC+iP3utsFVyCjDit38hbnQzE+H4iB1gySa0qGQeRvLMTMcbPQjRW4dcIAn733XcB+PZv/3YAvvKVr7DvO5/5zGfma77ne76H3/SbfhM/+7M/+1pC8v+893+zc+OyrjxpV9YlciV3l5WlKPVy5clacjFabNYSdQptb7zggV0aL0RoOLfeKPtG2zr9eTy2m7NvjnvBbCH0UNSMD06GpCWRtCRKpzgsGNWFlcYFYXVYbEelU3YQa5TlQikFqZW3n7yFlMLlemVZFq4X5WNPCqUIl8UiZmHjdruxt8azZ8/Ztp2vP3vG15+/4MWLjWf392x7j4z7rdGaY1vAVKPYSWYr9WNDqAcbuVAoUo/nRFJL2yPhGBC5NcO2HLJ684TKwwWS/CwRoSQfrLjG+wYhi0kRyUCaPqYep7JPty+EPNsT9cy4D3qKTUAqNn8NlndZFV2igcRyTQZ4jdEL7g13OyGOTpGBemZ1568Fd8vM+JEf+RF+4Ad+gN/yW34LAF/96ldZ15Vv+7Zve/TaT3ziE3z1q1/9hu9zu9243W7z3++99x4A99s9yxajzmpRWmszsSZEMVKRgohTJCYckY+7QysKXamEI6Ke+HnveNuxvScePzZJgvsJTcZMDk1NPCyGpdWI94u2czGNqmAR+zjZUA/Uo5m3qnBZF0pduV6vrJcLlyVcLlWouiMSOY69G60FJ+u27cHJ2jZu+87WdvbWpyWJBhfjbhsSRfeEGj80ZQhFpEejTWqmSoeWPzFwBzw+cxczrjnG5I2MewzQiUx8BN4yYXE4MvYDCX4Et3fCPRuzJaOBbGIjx2cOTpgcemvmP7REk7syBo/W+BJj7sxwv0bR1pi8q0G7fuW9/isWks9//vP81b/6V/mf/qf/6Vf6FkCAAT/2Yz/2gecf2o1lW2Lomgh3z16wLgtq0JeVdVGuSwyYKTUWJFi4BuqsWpEC17rQ6s62VK5LAXMuGuzRRgT1Edu1xOBHAkEONERDKwqNIi3gXlVWhUtxrgXWCtfRaK1Eq85aC8taKXXher1S6srlcmW5rCw1su0ilhPljId958XtgW3fePfFPdu+8+zhgRfbxv02hCRyItbHnHgSzRldJod8HM56NG1LdzP9e08VPeepT18+LQkD5eNgzY7znIAcyoVhebMsGWH0AD6DZnFkDsMsK+icGNuX7z+Ef3z4ePsUBDnPlM+RdSLxvJCz3U9d6PHHNUCPa+C/+fErEpIvfOEL/Hf/3X/HX/gLf4Hf+Bt/43z+k5/8JNu28fWvf/2RNfna177GJz/5yW/4Xl/84hd555135r/fe+89PvWpT3HfNsr2EPwtg6teWOtCMaWvDpeVi9ToTF40Jh6JotIRdbpWtMBdrfRlYVsad7UizVkTDt3EKN6DxJg3fvbJEjn5+tkKRxuFThVhVVhVuRa4Zvb8Sc710+xnuywlakHWhbvLlbqsrNcrdV0p6ixqOJ2tRyOHh9vOsxcP3PYb7754wbbvvP/wwPPbjdsWvKy2h6WxFmgbGR+4Bk1/7oTctBGgnwSi52jttDpmR15luFtDxx4TwZjUndnkT4Sj+8soKBPGWAimoOSmHJSclxK5gVgpZjYRqPgsS2pSBiRCVJ6mkJRTS6IpJCXwYRvCPGIzOb3HKch/1eO1hMTd+eEf/mH+9J/+0/y5P/fn+O7v/u5Hv/9tv+23sSwLX/7yl/nc5z4HwM///M/zN/7G3+DTn/70N3zPy+XC5XL54GdJVCDu3SjSefGwsatRWeibQ/MYMVAU9Zo0c0cKYKMVj7PUhcvSuS6Nu8sCDtd1wbqz77AXo3tClYQb6UQwPBRmZK1BpKMawXlVpRZYCqxVWatwWXIuyBJs4LouLEsNwuWg+MdCYt3Ybce9c9s3Wt+4v228uIVr9bDvbNvO1ju72WT1Goc7dK65D76MZU16EjEzvW9pIUw1WiJlrBWCY1nvfbzXo447oXrDSuRm919ui02BiJ/FH7s6sUkPVGH8v49KKh+XEn7aGJ19bjQxzxL9DEJG/aWdfwAZg2E81+2DaMAve7yWkHz+85/np3/6p/lv/pv/hrfffnvGGR//+Me5u7vj4x//OL/v9/0+3nnnHb7927+dj33sY/zwD/8wn/70p18raAfopXDLTPLtduPhPaOgvL/euOjC20/uePH2W6xL4eNvX1mXwpM74XqNVVt0pdTC23dPuZSFRSrqyv3Dxn4z7pZKlRvqsHfnxRZTsrZTp0ZLMqOOHlsCtaQFWQrXxXnrqnzsrnB3Xfj421dKqdTL0+jPuz6hrE+i0+JlQTQmT3mLeo9tv6db49nDe2ztxrsP7/L1+69z23feffGMvTXuHzoPrdO6sbtnu1JPan8EuhOxyqZ3o37Gh2Vxx6KDXxRJSUyFCufEZwPMAVJpZhnHRlcNa41FgtW1p5UasFE6VHMDS3aGz2sxRcyiHFiglZTjEaO4gLWw4tMKGNCCPVEkXKmFaGZXFV09fl4cqSmUDPcshCAMUyYd3SJW9Mj427eqfPeP//E/DsA/8U/8E4+e/6mf+in+5X/5Xwbgj/yRP4Kq8rnPfY7b7cZnP/tZ/tgf+2Ov8zFAWBKD6SL4tlNcqX3D1Fi08LDseHe2tYE7ay3YAnNyLYORG5yotVZ6NS610JbKuuysNexvTcKbSgTnQ2PP4M+TzCjR/eZg7+ZZNaxFMpF1jm8rkxqBkFysaHTXWqP1Pcpv2wjUG1uLc289ae9OTwZAZK99ukeT0SypjYclEWH06h3BvQ/IeEiDzCKA6aKFF3+CT0XmVIYjeB5wU94ryLoQmc89Couyj9acC0N6a1Pz+8muHM+dQ57DenBMBx40/PG6U/BzWKjx+MHzVY/Xdre+2XG9XvnSl77El770pdd56w8cfTjG7tA6ft8QE5o4ixRac+jCulbcGutS2DdluymqwbIFp/cd7x3FuVSFtfL2k5VFA32qAre9U8qebFrYWmzMFgqTNfY5T6/K06tytxY+/uTKZS28dbfy9K5ydyk8WaNeo5b0n9UQWga+DwE1h/JnbxsP+wv23ni+veCh3Xi2PfDs9sDWGs8fNvbe2TaPoqPN2PeeXSwHI8CTbChJDx8OdwbMucEVx03pI9cjgo1+QJIuT/KbRORIDo56DH9pk5KKY1iSalEqXWyGKZb9jWejzCGYE1k4hAUC1mV8TlpF1QIK5SLoCnot1CcxtatcFVk0m2nEvfaTS3XSHVMxySyXiPV71eON5W5ZaitP/73dLOaM4CwUxJVFK5e9sKizLvGc9yiDvazpkgeMgjjUonhVnlwqhdDmuLFs0aJn7+Grj1kXe97PtQpFhbu1BInyUnhyXbishbtLUOMvS2HNriFljCNJ7oe70G0D0cmW6G1j65ETeWgbD/vGw77zsO1Rn56NHPasyLMWDN/zbHRGwg3Semh+Zl54bk4DRCN5CkMgPAP9XGcdBMCh4lNLnT25FJIDPE03JzDxBAVt/s1hpVLNjzhlWqz58Y8slECilsFWKFdBl5hhUq81yIqrZucXjlgk+WtnpsHLDG6ztK7fKkvya3mcgI5ABXMxijlO59YbD/uNbspSO8su9A63jazyy7rxzMzGYJqO9x6bmYLbQhHnsnYcp3VjqYVtN1onhQbWJaj3bz+pvP2kcF0Lbz0NcuLdZeWyVpYa2lxoWLsBDdeOa8O10K3houwE8bh5o8tG145px0pUTs78miXrto16ipiJHkLSE/0Jd3TmPU5I0BGHh6s4Z3cMd2vGFBmUJ62fQQ/JwDkUfbJ6ix+uKCevrQAlCISWbuXohh9jILJWZFDuR7O+FL6ozgx6yugaqQXKGoF6vVN0FcpFKU9KWLxstB2bf7CeB/FyMFPCjMX9T3qRhiLsHwZLEmFVIk4i7BNZMYqBtAf0vlMV9hYxwlo6izaqCteF1P7Rv6oWzTZFwlurwkV5clH2tnDbOneXwt6NFw/GbXd6V/YWr1+X4FS9/bTysacL6yp821uVpcLbT5S7NSxNoePe2bcWuRcKHcVVsXXBRdmK0lS4Cezq7Bh7bTQ6rTidPHuwX/vWabeObUZ7SCHZgoyJhQFxGYk9mE78hKrSTRaZbYxdJDZMJtVGzGAU1DWvIP9YiOC5RmeXQYMf1mW4ZGQH+jZyS0NKT4nBfpqpOGDj0aCvZo/jyHsUtArrXcyarHeFclF0VcrTkuhzMLPb1ti3PftzBSG1J6s7gyVMhJ717q7hEvb2LQrcfy0Pn7dp0K1hhHbjtMzSdo9uGY0ofhj1HibCIpLJMaVoDZrCollrkC4GzmUtlB4DTFWd1jUoJaKsS6Gocr1ULpfKZRHWpbDUgIBzKFdc3YAbbVx79t6ySE66l8jf+yAaJmdp/sdRHJVI1pH1Hlo5odF0JyR8mxn+nuHN6e4k52x0rDxi3OOnYTXORwjVafVPRKgZNOvpHF1S/PHde+zd5OcN90sG90pmA73IgZRMGpaYhLWEEB1kgQ+WJp8bDh6LcHzT1weA32Ah6RY3xTLw8hFApq8dcCCnxs3hhhk75k7bHRdh847vBVkK1WNS7bIu1KJcKiCFrQlLFVp3HnZhb9C90vqCSHDGiipP7wpP75SlwlvXaG59qZ2lDBUZGrgM0l4WF8XohYwViLYeLkIXpavTxekaAb1lJV7fPeopbkZ/6FHOegtL4ul2iYNaWtiTa3RAPMOaDLQrN6zI0Uxx5h5yk458CMzIYcjFjCFGfLJkTJCxwewPjs9yXBc/xQNJSZl3+fSZNa6jrJJDfpT1rSWmYT2pYUmWCNjB6dlxpu3tcLFarl+PWvgJtokkHJ6x2iB1veLxxgqJpS95+NkyIcOpeYqgo0H2zOaOLiFJN+nxXqaBhiFB9KtK1EZrEN+MEMxSldaFbpVmKyLBOFYNZOvJVVlKxDFFnaVEvcgo/7XU2BFCPwpRj1NI5CkhWPEs6zr1uR0VkqMeY9S3jLoKmw5RCkN+hp/W7OXDH0OtBxIs8/E8gfh4n9OGGhtvwK+jLrmkEKan5yMO4mUN7tMTG0bgDBWPUQxhSUJYylKoa4meB0Mgd4v1TaX5aGTGkQXOPTO/6DFxQj4EQkLPSrJs71NyEVeN+u8n18rHngaU+9YKVZzCRvEtiIXWUDe0OWJOFYs2gKLZySe6qpRSkKLoXbhBT3yhU3BfML+EUGXXksviGesYawkfPQqtogGcSwzkkSXcqY7SJWKSti5Ylu6ihd2JYNsNtxwS1GQWONluQb7cfHYPoflMIEbC7aCCPN7Po1XP+UlJpZCNE2pBJBAkLSU3Zz4nJSn/DhbTxGYxVUTlCDLbE0V1WwIkWUtPC9ewW8RPj1zKl/engGe5tUm6pRrzFilEIvGUHxkcNRjCwSOeWUoBIxEqGmXFkq2nSimgH4aYpBuSpDchWphqNnBbS+Gtpxe+7eN3rFX42F2QDSsblR2xBtsNutGeP9C3Peo9rMegnzbo5QuFhVoLd+sSrUnLXfpxK86VY068UKVRtSFE5aFAMIutgxiu4VItOeDDtGKlYlrYlxUTwaTgolQD6Q4obi1h3aj669s4ozjMdw/6+D6EhLkuY7PIhH3lFJY8VtUiimQ/4VJqkDFrDSHJLLyc/iN5c/GZCbsJiRClkBQNt6vKrLlyB9ceicsm+By13acVATklIAOmVhFcegqKhYCUxwISFVMw4p2Q48czLUcqNKDuEGRdKlpLtJ+qp9mVr3C8uUIy+UmkNYkFzVgvOpIkubHW6JKySGURj+LBmPgDmyKmYVXShRv9r2LUtaEyEoBBfxiD1adCIty5kpYDHM0S3kHcm8Gpjj9SxtCRg3wYiYYBsYbmMyyn87odJ+eS2tH2c+LDJFfr5MLB4dX5lBLGqsn0aVJgsmJJRE80FM1306O1ayJEIxiWAQLMgJs5tcrTVTKPTvxiipUYixFzY9I6DZ9n5EwegQARL4z6rfn1xvKNrL0m/f/EAhA5tTTydMdLWE6pJazJEJJfi3qSb/VhzUAtKvxG7XQA/gjRWb5WZVmUy3XhsgjXolxLBWvIpnhv3DBaJQSm7UEpKdG9JFr5BIv0co2CLV2Cjh1uwVCdSSG3HfE9Aoa+I96ZRdiQAhVuC1JoutB1xUXxfOxe6B6jE5qTbYA6vQm9Ldhes86lhKu1leho2CUsSRIbxYlNKaEVPWegTEtyRB658RSyACw2TVgQzW71yBi7x+FWZZwVvcg0kg8iUyYlFYsukdwbfB13pyyKdUcskha+S7iJGtc9+3INoV0yHqkSu7KCF8eK4cWjbLfGvQKPOYwKJZEwd+b044mYFaUuIRjL3ZrE00DIdHn1xltvrJCMdjUepRwzGHzJ8ZxKe9SVlKpIT7xfC31RvCmIRXGQjj5dnj+PborxcykjDxDJvcOkAKRrlbXuktV3o8fT2EBjRomMuYY5AsIIi2E52GZ0ZPGXLAnTosijk+xMf7SzyuKidLMi/8FJUMbx2IqMa5uB+iieGu+V7+HI/Iz5PvP9Tm+bfj8lyIcTopbo06slrl+LHLhCmokJGoz3yHv5iNk70DvxWYGpj/hg4+9jTcYwIc3pWVo0FUL+XAtjSOqrHG+ukDTH1NKKOGxBMNxEoHfuL8Lzh9DKT3bDJKDZSy5Wrdn9sK+si4Tm36MoaykRYC8LlMUp1VDdER0g+4650j2Xx8OyiLWIdzDUGo5TJEpGp7QSwolUTAqNwmaFF72yu/DMCi+scG/wYMrWjL151ohseL8EhNlWvGk2kCa6jLShINKr8txQxCYUAup8REBMISADdikl6+6TkKYl3azM2p+gKMm2omJZ1DV6IZ/cINcoT5AlajzqNeYgWC9hUYjTdmNH4r7u8Z3OwlvWyKSXi6KXcIlMHUaMIgIl575LNv8zZ7/tbJcSbp6VsF6j33EtlEvA/uuTlbqm9VyUfnv1rf/GCon13BBZ80yL7PuugrixbcrDFrDHQxNEC80VU02mbgnL0ResgHRBGghGkRbWowqlGKV0RBs6esjScJNsJs20XpJdEDQr+VIXRmJyONaimBayoJfmhd0LD03ZTFNANATEC3sPikTvSrcV60vGIAt0wXvmRrrgPYQ4RCBikikyI0mRDbAPfz6txmgAcBaYPB9nBccNcGLOozEGkcpZOjLwFmEG1mVRlkuZHqq7I60j3eilI82xanRxbFBi0h0slxJafs3Z7lUC8RIJug6hjGo21VMJIVnWSDQikUWPwqz4XqVW6mVBq7LcRfHbsCTC/sp78Y0VkqHN3AkvJ4NBs+hx28zYe0cb3FpD1HnoyqUXeuZM1H22s1GfVexEnxOfW2LApTPhN+BESyjVDiERa1n0lnUKkmxaj5vqQPOYqX5z5cE7N4OHXthM2Aw2F3ZXzEvmR2oq6IrIEm6F1HwsEUgTrIEz/2Bq4vPmHZZkBsPD7Rsu1gAUZArZeLfZwWQY1FHq68c6CdNgHqhTjdigLHGKyBQSWxSrgng+SmRNJakynoBBXUrWiWTcUYg6kcyHzfhnjCzPe1CWtC4KrStqjtRR1q3RMKIMqksISKklFc6rHW+wkIw2P8ykoOPsPTbiw955se00Opcb7B4LIUVZFHpxihOazALZKs5swa+cKS4euYrETiVj1J4loGMsgOSg0+HqxE50VDT3VrT1vMlGo3Dv8MLhZpX30t167vDgwi7KRjTVDq1aEL2gcslewpfsUt8RemhO0dnSaFiSU2DAQKiYLXZGcq6mb17C3Uo3a2zSESeYecQg3aExE5qPmLWJPk36yCLURaiZKb/clSkkOMjekF2j9GELd6h5WJO4EbGh65M14sk1QQA1vPaZWJQaBVc1+6+N+Gx9Ulm3GoNTNbpWSkLTWiIJqaWw3GXFaArJayDAb7CQTO04AnTJ2EByQ0YhUndnN0MMtg63Fu1EiyVrqnWkdYoZ1Y5uJ0Wi9FszQ2w+Ctqc0dxtxCKjRmGq1Xy9AF0syaZCp9NRNmk0nM2UzZXNYbfOhtDcR3PDWe8ReZi0Gkn0Uw3XcbALGDEHEKtwBNoTAj2hRQPmnVCt6PE44am0gHCy3PHlhps5ZpwEvWR4cAdsO5kPOYE3urhLogvDw4scSmzuYR2YIELkbULLD94WIlhx5sjxKfQZh+VHlBIWA8LdE/NJ2hwz4h+NwT7Rb171eGOFRDOT5HORsrpOla7CjnJvTmuG3HYWCwr6s1t0U7wSDR7KrSN7dFm8EDSjty/RM/i6KhdXSlQmHTf5FI94umw42Mg6j1hpSAtC98ZmMWrhfRd2hHtWXrCyy8ozhSZLsoDje1mNfIisHkOArivL3YoILJcl3LlLxVuJINY0qwxTXPKaJTfaLJuNrhjhe6siS1qSWmemXTIOMR80F6I3sh1WZAz/8GEWNFwrXUEHx+oirFdhuUb/q/WSGNjwAipYTQJqltkGlSwAhUCdCpenF8paIyZZw3VtGpJQr0pNt6qskVQOuNtZnxbubKF3Q9dMKpKuYVFKjfUpa9SkaCJw0j4EQgJH9w8XZ3SfHpynDrNJdO096k2IibQF50ZH7RCSVYQGUWqrFfOYaVE6obUm5SJu4Fm7DtM+YVg7uSEWfKvmcDNo7rwwuDnci3GP0dS5X3a6Ck17QMtCJs0kfGi3cAWWgrd87D2q8GoE5TY04OgwOY3GoWED+cmYI+nJZ1Rrwr4T6h3fg0hYZgI3hnQagz1M8uMGLf4RW3e295GjUrDHfdPi2WI1rEpYF5nInNRAsupaAn1aBVkVl4DaXXxaC82kZQhJHGVR6qUgPaj+3Q5BOfh9ETvptCoR37zq8cYKyQhYZ/oh6Qijj20WxuIOW3e6gA+Hx43NQkj0IYTkgtBEWEv0zDJjTpoC6F0yoxwaeXhehzuSxT1jIlOibz171TZ3Wnd2nN08GtZLlCF3BGQnsPsGpcWmrVG1KEswgf3i2CWmBNs1LI62wuYF250mNenyo1jicB1KrbnpIkClaPD4VZEl6+zrGMh6QMSR+T+5lJlADLAiE4FiCXVETimqEA83JpgPzMeh5V1CaLSAZ3CfCfvJFdPMhC/XSr3UKGO4RMPYLLwNK1CHZcyYSONz6lpZbKH0oLGYOS0nfSEa8ZgqZS2zH5qWABFe9XhzhQSdCA+Z/AOyRDQ24E6gXnRDMZp3btZRM0pvEbC/MGQzLiJsolyqcFHFOhTNUQ3A0qNdp+qY+x7PD5eLgXZZImyjkKgFR2k3YzOj4eyewlJSWFRw2RIR2tGyxDSu2nGU0j3cyovDXbyeB6UvSu2VVSp9g6Y160uOnEXECOFKiUQNhpQhJDU21JIFL0VTgx4NIEZsF+zpcCt9tCM9Wi0iRHfMLCqE4hmLDOFIgdC0JCkopUCtkZTsq4TLKjHGTWuZnKrLk4V6WZA1iqvMO+IB/ZZlsCE0KfU6x0ZUKqtmDfuqkTvpUeo88GkRzQA+CZ5Fsaa86vFGCwmnDLCMYp5h8gMDPP03+HeZIR7YflbvFYmOjSrC3qFqVMr1HvvJByjgQfGId8//zzaccAjP8MdCEw8vOGnyEuMYoqNKuBxePBollI6XjmqnlAau9JI6sxp9iQnBfQ0LJFehWIkBmh6WxBqYDRgUEKXUpJbUISSSdR6SAiLHuonnIB1mzsVPj4d1CcGR+eyATQ9Q5WWi4PjNwFzOBVVaAiUpLjN+KktQ4gctfrhfgtPzO44Uj2gSE0MzpNJRilckR9+Zx5gHyYZ86ScGMDB4XCpzxMWrHG+wkFREavjLCl6y00UZ5j7o1ybpqiSA75mBbuIEw9agDXa5c+nG09pxi3LfVWPnXLswOxtS5nXE9ohxC+Y9qwrJCVye2HRo2yIxceuuSMxHqbAuEbi2644VYN3wqtHkrkbCoRNvcXty49p3+qXxBLBd2K+V9uDYXmn3BetRfGWp7cmYSkqdfKVZVFQzpktOkw/cgRBEw6PoywwTpzFaKUURmSWN37MJNT7mFjKL4c6Du6eiGP2ARWaOQlQG857iEQPqEg38tFYub6e7VRVZg7oTvbrynkvkP7xEOa7WJGcWWNf4TnWMeGid3rMAPLOqWhYGyVRUkwn+ascbKyScLMno4gfEYiVHaWjCEV+H8TjyBi42RzAXj+C6SFiPnpZkTqkdmWofevOcbc/fI0fOwE92zMdfxPWUDG69ABWsOFoPa0LpiBqqIVw9R5l5jZHcHUcuYCpUU5oUrGYM1p0mEoVYRvYCFkRDSMJi6CyEQuI6Mkea4FzY28jnxdoGcJd8qywCG3NZzlnG0ZSHKRh5+Ok8lQBPXpUntGsQmfzY6KMkt+SjLGlJPC2Jh0IMRSAMJwFJaj4698jE89N6nROhkmRQZIAbr74T33AhyS8Nwy/gEVU6feJAPqAsERySs0mCBtGDTZpxRPdAoFoGeHs3tGVPq6SAj5FqlvkS6z0o7a1hLWBRay2f66FtITB9oEoJakwRrAheBY/ZQ8iaHQfVKCW0WdeIdTaETQrWhL1eYvLsbZnjD9pDVCa2h2yWPYzYEJKkeEyqf7pXJp69AIyWAfreo9Br32PsdevGTYXeHe3GbqlsPSx3NC7P/MwEAvOHQaW3BDTyd5Koi5TghekyvOVwm7QW6qVSagmYd013a0kCaPK/RgXnmJ4bgEN6XaOICiAFv2gowrBcQ2BP7lWWSbzq8eYKySwoyAUfdHURJGsTovQ2NqMmeqKLRD6BwNqpJTKxbtmJhJmEbBZthEq3mckX7enbcjB1s4WPtWhJ5Nbx1hPt6imUeRs0FtVVqCp4CR4SC0kEDCEZjGPwECRzdoRdCtaFVhJl2pjd4/stoNp2b2lJIgAWgrvGzL7HxViCHZ34/s0DYDAztj0Ah612tr3TmlEsB5NuCq0jEsDIaFYR65+PeZse7TWPazZ5TKCJTi4+WQ4kvb8shXopKSxZopvrpa64lHD5AMMSmfPjg2X0OdNHGXRTQ/UoyPLhCWQceZyvdry5QpIaKjyes0sTX24IR6lCXYK6UNcIBOeIaTVsKbAapRHZdkmcPMtJx7zz1rIXrXjM/vAQpoB7UyDajvc9VObojxPNeSM+TM06wILovBP/lfSFSynRBURKzGmXpMV7QNRNY956r4GeHfPTBdtSW995ziaJ5yObfnRkhHSvJNykZjGZd7fO1htmxm1rdDO2rXHbO/veKQitGX0LKs/WIsC3tB4mI00S33QS7J3MH0VNfqztAfeGYEjwsfLmzRzJIjP/MfIXMdks60PSBSbjnGDPpwYja46Gq5uCEuxsErQOslGqwCkwr1N19eYKyVycI2mHHE0WqgqXJRb5eo1ufvVaqGsE67ZGbbU8NHacugeiVYSsPgSX6Ci/d+P+ZhQVbltopz5g3hQiz3Yc0huSVHn8qFBUPRJe2kMYqwkLiopyrRVdKutlydELC7Uu4VNnB5WemnxYiNjpJYTXJMbMmsTcQ5Msbw6fSgcX64RXdcKF3NseAtEat32jm3F/u9F65+Fh57bt3G477y6Vfe9UM56rcL9BkG1gF8Ek0MGANqIysLhGYZyFxWvS06DldWQziKGdRIDB0l0KesleA2u4WZr1J5oFXu6xLmMy1YCpRWJ9okJRp5DEY+RXDEckyKYjvzWNiH0oWMAyVNCEW0cUNkYiHxWyidMPmFGI0lEPF8yKoDYSXUwYdLS5MYn5IBEjRmDXM2YZbVY9CY5YJNaKec418Ux5go4NMch9CcSVwOpQog9Y1RjdsOiYPBUWJa4lXUXT+LpWQxBcQ0j8EBbQEBQE1ZpCksvnISTmzt4q3Yyl7dRNaRauVO89ZrpoCPK2dYo2LutC28NF23pDXXCirmNkvItq9B2QwcodVJGT9z9d0LSwmcgUPZJ6JXMXmrDsOF3jno0tYGmWRiwy0OzCJDSPUCwsmErwuETmPR9ww6inf9XjzRWSXHQ/mcn4XqkKkmQ33a4i1EVZ1hL+ZyHo0E8qBUM3KGJUHx5uECMfdihd6H2GoQAnIRnulsfYAusITk0LskhMWSxFWBfP5ghRdizVKc2pxVnNqe7cOawIVZRLKYgUSlkRLQeCFrYyr2aBHDwnhMCIlXgcz0vEJDNHROZdfAhJuFZ723MWSsxdbL1z/7Bxu2083HaePnnOtjXW5cKz5w+8eHjg7sU9zToPdgubcgFWqNfC3fWCLtFFf45km6UpMmM0kJnTkAHflqj3WC4LWgqXNea4DIXnJnROLAe1LHuQRBBDQFctrJpdXkqinqrB6vbo/ese4x6SzI0ZbB8O7pacThiA6xFw+eQgycmahB8bqJgL9KUga3CjZJdg+iZHaQTvZuH3z2Ubv0t367GQhOXohJB4uNosVSmjEVvPS+jRzkjNqQ7VY8svwCKR+ddMBKrWFA7NoGmZjyJLCsSS2rqeBCToO5obZYTVNvIc7mythVXYQ0h671zWldY767Jxu2xcHjbcJQYH3Vpel0b+xBraoHvHV8cXp6yFtUZeo+aAomN4D4fLNbliZG4jOzMm6zfGVOTYiqKTsInEkNLwrjzoMhyhRJUhJMqanXRKCqY7oPJYSOQQEFfQ+iGISQbHaGa4IT2u0Qkw6CGSeY6AbXXGLVIBEZaLUnLEm3RFe6A7LQtGeu8xd2S4CekyBQdouGQ5Lu00oqx6bOldo+1UoFEx5KeWiCtqNfoak7p8a6HlV5t9dYsFDaZSUZnDAMN31zWFZE16TkF1je/hEcOIlPi7dLdGYzkybzByOEtOs7r0zjXjk+u2Yb3n4NKIS9brM7a9UZYrz5/f8/zhnqfP7tgtxkPs1uilY6Wjq7I8rdEw7iLIwoHaJzgyBGQSL9OSlJqlurVQlyyvrUuAGolYjvp/1PCuEwlxi0C8DktSF9ZlRUWoNZtwJwXZRy7LoQ+SakL7D2yvvBffWCGBXOAsG/VMUrkFzykqFInSUCNpCQUnGjkUDahYr4prDRjTGuzQb4ZZp+0NthaxQyNVVcAx3Qa6lVNnPSnzlrmQ1PsXjTjjskRir1YoGpNxa+m0pVFcsYcoCWZtSIm6lrqGP79KRWWFsiBlBSlovQRmrGsmCmsIiUhYFNEpPMiwJJlRPmziTAGGjBvdOubG3lpCwTt7i9FzH/tYTNd66623eXF/z/P7F7z37D32vvPe/fsx2FS26LlcBb0SgcDi0zsMZgSZyGTWxohEHDPcrVFDUpfojrksa3KrojQ34o+RJAwEUdyRHh5EzL1X1nXhsq6hbGrJ+OTIg3gG+IMpMahHL/TGqx5vsJDEcZ5ZMYK4eQx4cYZzAwWVZKtmIF8UzwCeWaGbaqUHnDiExO3QYt2OzTVGNmMDUkzFmcirYrQSV9l7xCKWja5tjFu24z2OloMw6scnlKslBaOAVkSXLMYaFiR+N4q0BD0y7tlLC47Fklwoc0MH1UNDSNCSTNkSZQat8eS25ZdyzBtb3+jSWHtl98JODTj3EovgizNMsatPFxhlAgMimvkMmUTDUjSqBVVZatafZwDuwzPwA08Xy44pCLUUigpLXbmUNcZslHLqqza4W3HYjPcCXPAPg7v16EjIQpI+zYhOMkSZWDx5bxOOFRyxGPpiYvQexUs3TfZr69itRdZ686NOZNCy/Cwk+Zg9r9KbY1dhlYCjvQtLhVoNM6Euxr4aKp12a6iDXRpWW8wk6RY3M6VfpaIlLIfWu9zAlxASiZ8RRSVjEo0TkXTXksAXZX/T/XrksaYb1nvOZGk7zTqt7VyfvKC3xt3dHbfbA/cPL3j24i1a23n//n22trHbxmZbCFC1sO4lrLuLzyz/qB5U1WjKIQFTC0k21Ph3ySKwutQkHqZou0ei1qN3lwzo1yIpWbMT5bIsLOsQkkTbtB8QRlZI2oTGAReet4dX3n5vsJCkjZhBiTA7psu0K+c4fuK7qVBRMlFFWpOiSfZL9CfjDrpjWZVnjWx8fRaSAy72jEnCkkh0fsz8wd7id70fdSYjwRb0c896kHGOpBhTUCQtwRAASasSNfAVSSHhbEkmd2tYouFyJVdpYrHjs4IW4+5hoaxFubAbvTZ637OHLiCdve24dPa+sPXKZiUEoiTJVC2FJC0JTJ5VyXJkQR4Jy2hUXpKYWZZRMZkNOtyj8GoKSSinqPEfVkOpdQkrlDFJWJJQPiexeKRIHaHVD0FzOjPLjG18O82dP/MimTUP7VPDrEudN6BkA+dC5De0V2QtSSGJSvfmMWbB9qR89KSAjCSiH9cyhSVjkpLG2zXGxvUeeZC2wN0WcdHWnL05Wo29daQIe9tZ+o72nb3vQeHoDdcKbplSEGYbElkC4Uq3CxTXQLtGyZ1nfOKjlSqDovK43CCO0Pii4e7p/JzKVQSzHrHWZeVuv3B3t9B746237ujW2PtGsz3Io9mnzJKRjcCYnjUtyYiXTuCCamzwaV1EEh6O65N0Dzy6fzwSElJIRhPzulRKXbIQc4Dg2VXz1EnbgsU6A/nozvlqxxsrJN36ZGpGMH4OBLPpgPjUno8eMxaJMgpDDfpa8KVk+1SN6UcWtSXWoG1BzrM94wgf3RVzVDVDSJiZjIgJPeBFM4pE+9JbixinteSGtSgr1ia03mi9oTmm2kSovQUz2C0y2SLRP1iPDTwERgY8THCbRlGRS83HSFB6BgWSWfjHoTzh52dGWqVnzCO492RKL/S+cne3YNbZ9rsAO2yn247jk/YSHfXPQgKj9FrnvQm3iwFXZ3m25usY5MURGJJAiUfSVlI5Yc4oUR5IWak1k4nDUm6h+dxw20NIegvrnYhfl1e3JK9BGP7g8e//+/8+IsKP/MiPzOceHh74/Oc/z3d8x3fw1ltv8bnPfY6vfe1rv4J3P+jZzIVnRObzPJ6Lv5qZ3xNWL3q8bmD2iGRSXx7XSAy2sJH10hFnJ48xWw3J6efIp7T8uU86V46VHvC0hTYbsxu7dXpvWP5s1idHzSdCISfhL4lkDRTr2GgzSk4Xy0ezuVPSIrI7Z/FO9DA3cCifknFCpdaFuqysy8q6XrherlwvV+4ud9xd77i7PuHJ5Xw+5cn6hCfrU56sT7lbn/BkfcLd+oS75Ql3yx3XGo939S7/fY2z3HEpVy71yqVc4ucyfj7OtVy41Hg8n0tZWXSl6sqiC1XGWanUmEczT6Ui1NfY+r9iS/JzP/dz/Cf/yX/CP/AP/AOPnv/RH/1R/uyf/bP8qT/1p/j4xz/OF77wBX7P7/k9/MW/+Bdf7wOkT+0ydMz0QgYZTk8Ck1pz/rmM2CTFpgYNm3GWnGWogknQwq3npNv9gE2dI1PrSZ0PdEtmSNwBUWdpjquxd2fvKTzdqF3ovaHd6ftO2ytabuz7DXenthuoUvoeuR8FTt3fAt063C1J8pmkuxWdR04u1uzIOCjkclrFkZCNuO4Y3JP1727UAu4VtwWzBTB6v+LkLJUsMhvI4iCfRp3HiBvjc8MJ1QQX0v0jBR05VlFP7+U2PwtnJnHn23Pk0WYvMTnqX7xVnB33hrmCRSfILDPD6SzyLRaSZ8+e8Xt/7+/lP/1P/1P+0B/6Q/P5d999lz/5J/8kP/3TP83v/J2/E4Cf+qmf4nu/93v5S3/pL/E7fsfvePUPiSjt+Gf+nzxWkMe9/4aHzykEJ+VM2uaTkB25fPe0YX78exRijc2VWwKQLEM6UR58IEjMRKiP52xYihG4DwuSLOPMdp3HJz+ePnXKg8znxiOPretYmJfwjbkQL1HeD9M73DTFic13lCfHZtPBaJjvmWyI4W6N9xMQP4REBm84XcJp5U67/yiT1qyU8MDs5ShqO765TGv62J1My+oatStEtWT8WgJyP0N+3+T4Fblbn//85/ln/pl/hs985jOPnv/KV77Cvu+Pnv+e7/keftNv+k387M/+7Gt9hpaO1jilGlRDauLxeZ7a3zJGqlnWTnTrMdbAenQMJDuqKFENtyq6Rh1DWctsZDZrwTVx9cmc04Rky+xtFaWyOvmHNuj3kDGNTRfLetSeWDbGtrbR93v6/kDfHuJx39J37iltMAiQRes8I/A9Bb8pSGenSzhVFpJ1vn46B9feTtqAYbkz+J95mrRisiB6QfWC6h21PJnnWp6y6FNWecoiT1nkCQtPqTyhcKX4FfUL6itiK9gS5E0rj87BbH40ciMb+Wcz/3zM55tEv7DzOV6ffSx8tIHKHNgYm/2qx2tbkv/yv/wv+St/5a/wcz/3cx/43Ve/+lXWdeXbvu3bHj3/iU98gq9+9avf8P1utxu325H9fO+99wCQOQIBTvjudLNkaJ/8fWJNU4ubx+96PmeJ6rgwRwToaDqQnT+kD20Y1uORlTq7cgzzNLSfnIQ1ruawQke2PjyJKNyy3rAeHCnrDe8NtxZWZQasZ40pL8Ufp9jiFGMc6wVjZXj8FDPBlNr/5H3N9xzx0HyHkXvB8+eoMBzxn5w+62xBj8889TI7AsjzCxhWINjVEl3tTz7vgB8m23jck/7S17MUDJd8PO7FcCseXds3OV5LSP7m3/yb/Jv/5r/J//g//o9cr9fX+dNf8viJn/gJfuzHfuyDF3bJKkOYXxLhA/PzJACTrHDKmz47lucx0rgasUj0erLZpUN3Z3QU8WStZinLvHXHIcczAzmawnKcNigt7idrEoziGP2WgiIFs9HYwY/9+9JmPVyUOH0Kxcnd+iWPk6CcBcRTvUg+L4cjeXyfkZbTR5t6Ci1y1lVjWWbsFh959jtPV5SfH+5uAjTeMxYxbBS4TYbCYwczQBklmgnATDRPF7YzGqaPpuezgO9bJSRf+cpX+IVf+AX+4X/4H57P9d75C3/hL/BH/+gf5X/4H/4Htm3j61//+iNr8rWvfY1PfvKT3/A9v/jFL/LOO+/Mf7/33nt86lOf4nIXG3j4+WZhBZKZEemD+rLQ5IJL3pyp2clRZVlDvRZK92yrGZ3ppYbmCtQrrZE81jjy+P94pLHl6EZiI0R0S5fPY7SCZtVja1gp2N7oaMweKS0z+mHFRsA72b7J+GVs2HlFZ2F5+fCXHg+2wszD+/k1xwDQ8cxAxAYH6mjxlAH4+HyXFA5yM9t8Fx9t+i3zFCOqGwE6TnQoG7mR6B/gbZtCEiMgQhfG52ehVSJy8eSwZA0nrHIwoQ/rfCZ+vurxWkLyT/1T/xT/6//6vz567od+6If4nu/5Hn7/7//9fOpTn2JZFr785S/zuc99DoCf//mf52/8jb/Bpz/96W/4npfLhcvl8sELW6LMdWS6W1KmD2SLxz9POsRAbEYcm+7ADNazGfWpm98YTTCUdzSHPhcwQdr3FI+h/Rj/emS9zjciAnJNP5iEgvPMmz4t5TFU5DhfRimmMMwvyOG+nB6Hspzu1GE5xjXGS3PDyLAup03M8Xpg9tiS07WEJZX5mfO1s4mHT1fLk+8+BANsImXxaOFyBu3hKJV2i4QiMFp/zQbhI9gY3xVCQDIGm6DDyYr4a/pbryUkb7/9Nr/lt/yWR889ffqU7/iO75jP/77f9/t45513+PZv/3Y+9rGP8cM//MN8+tOffj1kC3j741dkKVGD3o3bHpOlvERsUS5CuWbzhws5ty8szewqOLLzwtygoNRr1GW0S6etHd09mjV0OSwPfhriM7zlQbALQiOEQMnZYqUm9nNOpDltD7ds3xu1FKQYvcXfRs4lRsINq8GsFYmfswaPDwhRuoYytQR5XcyNMBE+8WNDjet3m4Li+buAOc5aPw8BONA1z599LEBaG5chhAli0FMRZNW579Mdip8tEpTe8b5jtmcSaksBGRWhPr3qEQ/JpOsMpQGjycD49BCKdrJcAe686vGrnnH/I3/kj6CqfO5zn+N2u/HZz36WP/bH/thrv896KcgSDZClQyO0sWUFa9CZ5KW8ycmSKIyJSKoSFApVtHgiVHagVJm9HYt8eO0v++f5f/kakZc2UOYIDgj45bhkWJIj/hgQ8+lNGHHIB4WCl34+PtwfWZm8UJEjhzG+0RSe+PDHEO8hGDa7NfphQfxYn3N04PNnHlmU8bphzo41GRu1Y7l5zfaAwy2abbh16NusBiXpMkcAH4KpGt0bR5d6IKj1Mqz9jBJP3/OwpK9y/L8Wkj/35/7co39fr1e+9KUv8aUvfen/1ftenyzIWjKjHZVN5jZ5QmWFeoFSiREAJQhu5SULIiXh0aJY1WCR1oIv8Sg1G1cXjQIfGUt65D7OrosOYZjRah4nC9Sdo69XC9dvb7HB9u7U7hRLl2Rm1M/096ElzwJxXMyUqSOyOHB/OV/Q2BDx9xGw9vkYrtVZQIYlsbmJQhkAks3LH0fvp+deEuaT+zbbECUFRSzaxoq8/Dfjm46/DUESa5DluNiwgCmg1nLtMohHJm1/DCQlv9URk30L3a1fy+P6pCJrNDBoXfGauQfts4lyuThaYsrSaC80+3CVIEXO5gM5+YhKxDrdT7O9o6G0jyYMRExiL63l0EkCJ8uRR3ocRvb1SrrK3g1R2LuCxDyVQV0JBy4EREf+I0t6DzSLR/70VNPTSuRLhqc1LvBRwDS+iGWMlAkEhj8/NK4d8dTpi7kT8dxwo2bM8zJ5MhzRR6slc0VD0zvxmCDJWaYPU31cDxl4M5Cq3kZ4la5eQaQFyDE8AuDoCjHukz2+rtc43lghqaPlZbaQXzV7ZCX6pNUpiyMlqgHHAJ5pQQh3aATxj2Pi0DqSQzZHADpbgZJpuHSbjjUd+Zl8j/k58//i1lo2vU4qfkmKiojTXehO8KuSCq8lEBoZk3AHcsPoM3ZoZWaO/4gLYi+OjT3V8XHh/pKrMzeeM7NuZ5fs0XvlZvZwD49x3OeFeewOnuVm8HJjKFM0csBjHJt5BGTuFqPBpedbeygsy5JnC+9Bjt/O78VQa4PVO7pJ+uki5p1hWrhfU3frW3Vc7irlbsHcWd1ZbImQS3LyUnGkRmucWoPvtBanpgXRkp7yWTgyVyK1RGy3VKRWKD26BWIYkl0e4/ThVQ1Xa8Q6+SgjDtEB/wrNolXorcGyxXtcdsMcbh0WU1YqUi7ocqUsV+p6pS4rpZTsBJIh0mj4aylYfu6sXo446OyeZRIw/jc2RNJgerbFtj199JGiHmF2bLvYjwd9xEcZ9fjOET0fAvNSmDTpNA5hMS0oIu44MVohgvclAve+RWzSb1hbcWt0l+SKjYpCiUIsDhBA8orx0fUxBcSIBcxrnECgvxS6vcLxxgrJ7HySvnXxABWjK7pEcFY82SI2c4VzczGU+4E+AakY5Vi1U+/cyJGM5JkfvjxjDxxv/ig1cVLezpHXOVuUYAWPisfc1HqKQUZdxQlAkOlyHK5QsKKzcV/ynMZrfQQQj1LeJ83pJ4EZbtfLvnp+oaEcfCgaP/IrPiycn3acP1ql45iLlG6YOHjJEl3JXr0RgE83UJOdoCUeM3M82c2P3CWfwnJYmNMrXrrEsTyPULtvcryxQlJWZbmWuH3JSwoFEfAkEkSeqAqMxyLH+AM9PIX56IVoLFE1pjcsOURmabAUZLfgbmVvXs9+suO2vOyynXfDdLOAvcVdqnv0+3Wc257lQF3pXjCpUFa0rpS6ZteQISiEL24dpAFb+N4w60TiRSdVPi/Oj+dHoJ/uVaBHiSZ51lvMAYlnX11nzCO5mWcpcMZ54b4lfWawlrFjwRnrMwQn3bYpYiXgZ402M2YhJEahU3DZg6ojLa1J5lhUM7wwHu3zGXfMCChvzNkNHA7b6x1vrJBMyghE50AdMYOAHIYWRoVETLtSlDFOYGoQfFoQFw/Y13hEVBzTocaQF/SUTOTlhZUZkwytNfIqkolPIZCsvUXL072HFxQxSWwSiZb4EZNkzfYYK0FqefesChNwOlEsFTT/OHq4RG7xAcPajCt3T2qGHY+TrnEwB2ev5Yw1BmgwRuRFPiUEwU3So/M09PGZkp/vKRzHmsmx/mScmJA+rvn3Ev8ucc3mguoS2z5LmGMMnqY1Eg7g5HGs4tPVlPk7OTYD/ppS8sYKCZlRR5LlWsLf1LNhdQfPhsk+WE2WNyQXbGxm9ZhnocH2FTvmY5wnLeki0dU8N8I5GR3vO8pMTw0WPBrcxTAhoTUHdWoR9gQTminFlG4Fp4YLkV1KxtDP2FWp9b0xW5mm2wiEhh+JxdGVm0GHPpPZzpakn4Qjfx5TdT1qLPKLTPdkuCYvkwqHiXYDJMbZSd6w8PbSqo3Y4LHvxfHE2eIMmNiZ3cbFiVoZJ7hHbbqmsfCdQZPRURvykmU/C89Uq2M/vMbxxgqJ1NisZMOA7LjAqFR0k4ysNTexzEYB436Oe+DpHokCNd5bidl8usbQyXqJKVJljebN7o5suVv6ecOc/TimGzAkRnFuFrR8lRzoI8LWIu5oXulUnAUpS7TzqSWKwrJ81l2T3JdmSizcLs8LoTIyqiJBe4mvOCxKOQmIE1OqgvJhw90a1A8/AvehfFRz0+ZaDgIn4sxeSsQ9ELGMGfL1s/gi79cjyso59zMEaKBTIdgzJFNBdM3YLfqOoT1jl84gNY4ygUNAXo42XvYDXt/hemOF5PD/07UZETkDr5fE3aPvbmzhs6Y665LT+xE3YFgVLRpCk6OgtSafK+nzswLL4Cwj09An5GgjmIUc25AtvbLU95iilbDt/C5jg8/IJzV8T5QmBUOHn5A+uZ6sB85BNxkXmJI7A3abuZYRS8xCr0fxyOE+xZrG9UwBZIAGGZM8WvPzQr+0YAQq5kN7yXGPPnDvX/r3ObF6vp8f5D77Sz+/LBy/3Kf80scbKyRBV5JZxaqZOZ/ujvjssi7D0XR/xDQdyzAyCz40VIl6tbIW6rWwbAuXp9G7aXto4KBlx5plcwiLpnJZTuxwdAJyn32EzcOSuGT8v0fLIS1Cs0LxilFxiVNKjI4OhM1xCS5TjEK7IR6Ba2RAlRgVpeGmecx9FjpCiWYJkhwvKWcpTupHUD7CghwVkRGPBAP3yEMMHpgR89TTtUPyvbMLvneO2SgJF3vJIH2QRlOwReKaBQ5G6lhNTkJ8Zut+g0MePRzv8Q1f7PnaEWP5aQZQ/0Z/8A2PN1dIhraZrpIkapU4vWvmENKk22Hao8hqaGaO8C0D98AfyYExY2ZfdFKpS6EtBd17Tos1vMkElI69d1iNqJ3wqbgHsjbm+3QLWOGgnR8b6Iy+na1IjGgerqMz69Ulurd7dg3BRiBbJhr1CHGAUxwyMthnKxLBvOSnn7X9sW4nCzDe9+UikhG8jfzEUFwS1yfTzp4tzXEcVu70fo9e8NKPcnrNBwTkUJEjfsRHTJKv/zAkE018MBcYlLtxk4Z7otPlsEROLJrAoXOxB+ZxFhRJPFmXQrk4tTnXty6UWum3cC1EJWZ07KFprWV+gnFD8zqzjakQ3eOjci90cavQTDIvkiZxdjuJzRPeSTQncBrmW1iG6C4BFNzLI0siRAsg8Y6UDlJQG4Fu51EDCD8CdzvFJNFeZyBcIzGXNRunfJF6WoFJthydW4KxHG5Und9JMhaRqQj09O/zc4meDUuS9R7Wd7xvYfFsD2TPj5rcCTYMgYeMmU625ZHwxjnJqOPnD4MlGXXrkeU9fOYBkRbJxmZuYf7dcNMcgjM6iqdblJptYv6DLFpDSJYOl7eu1KVPIcFhu2+0ovQ26NYnAcl6acu2qPhJSAhr0no0resWHC2nHBvk6OfJ6OJh3jAbG8oQFPNEq0xB9mAy05FSwTvqISSunn+XQa4DQ1nMPlZtWpVZv+HGoKYco9MyGvHMi+R7yUlIQKKFrAgincFanpT9TI4io6mETApQfP9DkXm6yTCEZM98zkGpD7cwOVzz5+GaHftGpgeSQmMgYhNw+GCx2Tc/3lwhmYG3J3AympORCvLYtNPVAaZ0cLLCZ1dhuG9yuFtanbrG9NrlWrFm7FtnuUYf4b73AA4yOR1eniUPxeaCj801mnHPXl5+XNbZXRu5ilHKK57zCdFEiXSiXdG+NNxMclBneDcRO2i6cZLK5RFSMZqynYTksCDHHPqA8cb1MeHc0NOjZDjjhpmPknxMIZmdUSzh93OmPGMSLYM6MZUPs8x21Pq3tBaD3Diu22atTjSz8GNvjFBeD8RL9LQvcqyGiIeFesXjzRUSiVs4clZuFnvyBHJLIjcyRrONLvC5Qb+x63kkJnUp2fKmwNtC36MOvSwLUpTejZ6xSds73jym3nanbz1LiuPvon9wtOPEojiomc/zjHSZxWCg1nbaLrT9gb04pjteoiBMc+S0ezRUzdG9iCjqLWDRsiDWYiNqT629xCZMrlXIa3KyrB/uFrnpZosR5+jqGBtpamVkCt2osw+06XHnzCEkgjAaeT9ys0YL/mFJp2IjlQ0hID2FpN8iPuuZfe87vUWtibUtBCfHYaQfFTI4xj2M3KqQbXM9Q13H2odh9MLUaCODe1iLERcYh6BMROQbBnzOjJDne8tsPKIl4hOQQLx2p14qyyU6nddLzCM0jdjHNAQSc6R5Jv0YIQDpjU0hnef4PuM0yyYQaUmA2cYoNXls5ERmlMhJ9JLhr6LSQBQbbpDK8DFhQrW5PpZNFoj8iKf1iGTi6apHUHzKb8z3SkEI6xYCOCzJECBPu3N2rWKn5nODKp8fM/3icY3TlRq0/seMgdGq6RASm7c1sJuSLhxHVWb2LR6gg38YYhI4XK4gBx54lfjo5ufZJ3ZMto8KthHoO8SGzr8bdAlG8U8RWEBFWaxgzbmaUNeGLqHt+t5Z71b63ml7DwvSjO3FTu+OPNvgodH3/FxzbAuL0jwKr5plQ4je6W2n7Rv7rXK7fwFWeVgBW1i0YjWbf2eX+Bnwo9n7SlHrOVMkGm8H3b5xdJ6P2zobsqWbMVjAYMmBswkaBFplc11nHCxjMx8CM4J4nSMesiHEcLfG74Yl0QzqxxjtEZtMASQ8AucQZO9pSaIhhLeN3jbatmHW6dtDWEWLVrEyLaBQa6GUoOMXSxcxs/iSSqB9KCxJbu3hT5rDmHY7M8AnIZERoJ6SYwl8YXp62xGTkAnFmk+toMXx5oGapYm2ZmjREJItzr530AjoWzfGNOneerAl0sxHx5TRfHtowE5vjdZ29u2GitFuJUY7lwq9nkYSnGgmUkAHf0oC2TqNTxiPkqRI4XC3OFmuqNF4LCSDxTAq+cKvP26Dc9T6D+mRWTCWwjGua9S9cwTuWP5+BPOmJ3rJuMZh8cIyePacjcGiGUv1WDvvsX6WAb71GDd9MMBjAKuOFreJIMqpk7z1D4GQTJwoF3DQP8SG2YxYBBxxO2ZX+LjZ+bIUlEFvCkWSQjaSXdm8HRXKJeehe8QfvUXGu7dDSNreoSh9jznw1D3na4C35Ck3i97DJdC5bp3WlX1v7PvOditsDzfEO7eLIN6wUvEaQlLLktSMQcnQrN8P6yLWY6ycO0hQyqMyr580O4+FxHtsODxiEiw1bDIyx2wRyDIVmWs2Gx46jEIqOAmGSFqucyvTsBoTHva0PJqCM98jwyE8BSTRkax5iWB+zzNh7Px3bzu93RAibSACSiRbXcNNDFntHGXEjvUPycxEzyy6xWw2wGPs9ClADt88NESGGOmTSQjLQMPGXRZm95+jDVG6ELkByuJBeKyKdWN50rBuKSARzC/Pt0C91sryYmO/3ymLYLuxiWNbj1EGoTjZrVM6PGwb9w+wVOfFM6VvlVUadqkstbIulTLGo6midTTLLtHyVTQUhVSktHCztKAWgbuOGhXmnufIYg8hGZ1EPMe3xTrMfKUf4MZU9GMTn0K+kZmXE5I2ftZBu5muVo6SyKB+xDBjdJ346YNsWJQWYEy/4X07nY3ebljfaPuNtt+nC54ul1W81xh1XTMJrSNwzw417UMgJLPm7PCs0uSH3z+RLcbtCTQmEr4zepkQ42N69LjTB919lkOUuFlag/xIFyrRXC4K6MNCLNlQYt36lEnbO7027FYnD1DwSHN4jIhrvbPvndYabW8Ucdqu7BLfSd1x1UR7Mwge6K9E3OHSM9cjmERbUMsJV7gjao/K77FznmRYklFoxSEkgyg4mywzqWH44fqOPzlT0sWP+xVa/bAyISTCaGYXLNMRl6RkTiEZKMeAfyOPMxC5kc9hdmhs0zqKR6WqdcdyAcb8E092+KCLf0gCd8VmUzfJCbiZUc+bPmKTcW9NYlFGkxuIzemjLntom7QYKoHDiMbtG9QTqTo7RLpD6ctwlePsxvU+rMv140/Y73e2FxsPv/iCtjVerIX9fkO2huwNRNh6NEx7/gLENsRXniydy1LQfuG6FtZauKQluV4ulKIslyjr1VIpS2Ta6T38e12Q1kJb95baWucaaBYmyWz8FvwtGLQNx/UUTJdYAK016lXSyjpnukisvc1/wwm6m3dv0EEGewHRHOgTLmSMiMtgHgKKP8LJk6AYbht4A9+AG0IDv4FtWHtB257jo6sKDn3Bc1Y8S0DBWh/nMq3tr7wT31ghGYHiCBptTsINF2qCL+MUGCzgs3WJ0cQ+VF+6IZ7aJZ4M39lDG46u8iIU0te34zrcBeuG1kDDIEeSFYVmtNtOe76GDcvEmxAdVMScvTW2zdhuwnYriBW2B1CL9kbaO1YKFfCS3eMJt1OlJJQpEcSX+LaS0zxjA5as5HQGpCsTUg1/fuzEsAQlqh59ZOslyhDwEJAZ6w5BseF7HZD7o95LJ2SMjJM88yrpZikdcz1yLETs4FnuMIPRCe1H3iQE5SBlRsKxYT1yJtiOEOPpegIepprudXS/mdPT/EMgJEhJnzc6bFhWsgUPymf8AEkozIU4xp/FBo4wmhmwx8+SVsgzp5UbJm+ukMIyBG4k0tJFUHN0sRi4U5R+bdQ16rbbbcf3jf1a6C8K/bkGXaU13KHh7GbcWuP+tmGmXKvhTbFasFqiw2OPTo/BkGyUukQMphmTaEFKjqXQDORHZWPmV8wDGs2pqemiDCEhFIXWQNU8E5Gi4a6RCcmxqUaTiBMdxAaIMlgHBwQ2H8ekMZCwWkjCswkRD/6XJdo1mjgwBMSxFuhWbzv79oD1xn670dvGdnvgdv8Q362HkIQLVrCq4CUsCBoxiuf9/FBk3ImZgANKtdQ03ROOnCKSykuEPvhFw6p4WpJ4QyZr2yNICdEI9MlPN3XkBoKVEZVvjmQFYdDQ/Rq9fetSsK3TLoVaoD3seNvZr5V9VfZB4roP8KHhbObcWuPh5lhXLtKwqnkWlqJo3+mlRHfC3rG6BIqn+VypUJO7NciOszYFos5mByxJgunjk5tj+Kh1Bc8s/UgKapAdxzr6tEqHkITrm7SQkadynyDKWRCH62WDNpMw94RaPK3XeDxnYiFgX7OAznOGy357oLed7eGB28ND5Mf6Fn9oFXrJMeUlksVSEBdcJSYw9w+BkEzo6dzsIFd8VOJ5ohkkOzcgy8xODwFIl210NJOXFZ4cLvU4Jm9sZpl57N/BrC2RGpYiBgJVwFnvloh9zJBmsEfHeOkxPDSg19HEzmgtLEzBqG6IFVoRsE6vhRatRei1IGrpz6cV1IQr7PjucdE9YE73CaXGBm7xJUbTvsnM9YBNxTI+8Kks4v0GybMzemWN7P3gXYkfwpS+MiP/Mu9d4OS45f11xV3wnoTKHLoThiTe4zyuou073jvb1uj7znbr7LeRfAyV2DSnGOP0nlasH8xmmayEVzveXCEhM32p0Vwqnq1m0KRIj/BTs/ZBwi0L0vwIMIflmXuBwST2QVok/Wtg0BSdUcdNMmxlJOoZ5EgpUKTAIugCpTi2V4qG27W/dWF/eqHfdrZffIG3hm479J2uzs0s+ooBfY8aMivCooq0SlWF1rDtRl0WvO9oKVS7Q5cFlgX1lqjWjiSzNgrBGn17YPTZJRtLCEGtkezoFxaoAzUmibnm68rh/pDWInbsFBJaYzIdMlel6SbJ1EQDboYBufXpEsocPdJ2ScKE0DM7Oz6y9+DLmXkWwnW2h3t6a9zu73l4Hpn5GZPsRr8UljVqjmpVqjjqOqn/9A8FupUaYHCukpGK6ElADpdrBOI+tZ8cStUHe/WsHMfvR43I40/3zPLHP+KlOqAXOT53+NsTSRGolxq/3zpco9Fzv9Rs8BH1Hi59drzqZucJZjHXpBHxTmv0ErFGIDKG9+VwG+yg0s85IG5Yb0EG9GxI54O6YYk0EXGI1RAUFxiFXgNpCs3D4HjFex/u1oRoB+OBMzNiOLoJ4ZKLLGP9cuJxIoZDSHqH3iTfNkGbPkoSUkjMwpK0xr4FpD5mmAjQFouWtx2sKyZBQHU7rBMv3e9f7niDhWS4W1nNN7eoT/cpXd2TK3Ryjwa+NRIkfmSgNTeBDjarnwUqXmM8zjKjDp2YFR5eQgpOEvwq6KpIgeXpkoG8UIrSby00494oDxXdNqp3xEMDmjc6nebRO9hN2MSwLlQBJfIBRZ3SK1qUUWMhjMA9oOY5Bnvfud3fz4DXrB8xmQh6WQMutmjFJLUgxaOtUhZygRz1WzNQGIJhMT8k53cHNQg0RyRgZ6Hq887NOyPzTzGD7SEsSNth3+K5ffO0Mp4GzNNoGfu203tnvz1we9iI/muGqrOLcIdycYfFqS6UxpxtiQrt1Q3Jmysks2ECMEjzQ0hi9oQcAnISlKkAPxBEZAyRqFiSJ5hZRg+B+kDycvypwRjAM2L7VLTxzkp0eBGlXipeLDr+ILTasC2qHIOOJRTbkRYbyFqPDUMQIhHoWQnZilKSmNerght9r4y6EVPSzYr6jd47Zsa+bdzuXwRToG2RWxrrVJRihpSSzS8EoaKWBEWLhOThbh13ZDTaHjXzA30Ti0E7OhK9/QQWzL7DB3eK9Hh6cFK53Yf3tm+wbdCbc7uFBWn7IUzxVs6+7/Ru7PvGvjVEohFgKSDV8GKYCkt2ZtqjMWRMPi/RpONVjzdXSHKTWgbeR3CdgXtqRHkkJCkafmScw8xLilxSFMgRMIlchTuVWZMUliE0U8hyU45A1Hx8bDZ2M0N60j/EQ2NVQdZCQVieXvFmgbRcKrVtLBsUa5Td0S5Ib1l+HAIjZDL0RA0PTZrUegVp4YIGHCvsrdFaZ992Xjx/wLrlhupHsF4U7SClsNSBAhllV6ijdHhUG8b3zwQ/QbIa1YFZGNVjFwfU3aeQyAjuMzczXLLRKM5MaDFVgYcUktsD3B6c1pz750bvzrYFuOFpedyd1mMUQ+s7rTdUYbkIasQwJlPMlMWV7srq4ZJadpjZbJrIb3q80UIy4PdRQDUbJwOB0OgMVwQmuiKDYzKAFYb1CAEpOd55TEtyPAeBMj4oBMQSNUsFaNkIO5pJDFUUCa6BZs1iJxVYC0UqZXWW5QLmlIcruu2U/YH1vqB9Z7kXtG3IBv7Q6Rg9tcSg2KsKvYUlsX0LN2tQM0TootGQe9vZtsZ223n/3ef0Zty2ndZCSFwUqlKeXNClsGIsYmir0aXfCpTG7ICS8VDRYXlHOUKnW1gobxvsLdC7LYJ52dPKWMtMOJOAOkZrWxdaCzfr/jnsm3D/wrh/YWyb8f7XG3szbg/x7z7cM5izuKzEWYpyeVqpVdgucFuFJ02RXllVUas0Uy6m9K7cf1gsCRx0iJEdP7tPk+nK8bT4cLby9RlzTFQqHeLZ0Gz4TPkpnCzJfGMfv5Ppg0W3Emck1vyE6gw3UUSPpOQSSrhYz0G/ndIr0hxpOTi0l3i9j+7rzGYw53t6QNQZzErUrhiwt87eOtseZ2vGLR8ZpEWH0iwaPvSg+mi3cMFMZheaCGHGSo4EbQboU7Eczbclg2csFUaektpO0x3QLPs9hETYdtgbbLtx20IoHrZG252HW2fbIpHc0guMKtVcGw1wuyTnpInSpNC00CRoOg2lozRXKkL3c/3EL3+8uULCaQbTGcMlrcLgKUHMJCGCaB1CEUzHuIEa2zZa/Mo09/N46Z/zyZe0jQR0E5slS13DSc7ElA/ELaVPM4lVNEuFhbJWSmuUrbAshvSdUg3ZK7JI0E3c0qcnhq+UnMhVCpQgMrpEfqH3qFm53zvNnBf3O/db4/aw896zndaMh63Tuk9ETKpTiqFduNw6662hAnXvqDvay9EK1qIisljkZYZZNz/m5o7qwUhg9iin7i1d0JbJTA93FCaNprewHr3B8+fCvsH9C+P5M2PfjHefbbTdeLgZ+x5ra0PTLZquY4FLoa6KPrlga2F7csft7oJeCw+XFSvKQ3LULKHnB/8QJBNHySk83qszo54wInI0uxGJ9qXxQgsoYxQFpS064hj5RnJwuoDxeS+9IgXl4Cqlxsw/EXE86JL5BpLCHDXrRYheX2KorUgTpC2oGvQKSzZJGJ8xmnnnwKE5dVZy0FCCCftuQXfZOw+3zm3r3G9RFPawR529q0wGdWmg6liLwa2lO7UbqkLJEgT1JMM7AR6clmIwIc48x8nMnqUMp5KG6T/nH7vSG2x7dJR52GHf4X5zHnZj2zr3WZpw252tpVcw4qpRw1IErYVeC7Yu2FLoyxJnLbSyRHNADQtTgOLC/lLfr1/ueGOFhJNpl7QAYRlIkx2xhUiYWRFybm24RXOibNY7h5BYel+DJn6YkEGtngNy1LN96jiCNDgyucP1kNmIgBSc2OAvswEsa1ZMk5pBBV+RrqhckV2za6UHLNv2GA8xRsRpQZesMblcg5ZiUWaze+f51th257174/mDcdvgvb3QTbl5tHtAFM/m3EVXRJSNyuKF4spiiprmv2vEbx7CLT1Xq3sExh7Vh7FWZc4TknS1xD0Eu+d6mh1gTMvcSIdbg9acFy3mSt5354VBQ7hXpRWhXcCWVC5r1ImUJ2u0pn26ok8X6lq5vn2lLIX16R3lbo3ZmNeKqdCL03SGsezf2H34hscbKyTnSamaQfrYg3h0xCgygspAX4qEkIwCKjAsUQ5GV4BEqfxkIc7acAQuA9bFD29MZZQZJUcpmb2zicF8n/yjybwYTADBSkUJF5DSwCpSG9LT3aqkkDTUnUKhiFK0UErWv68XtFTabrTd2Fx4fnvg/mZ8/YXz/r1za8KzvdLc2dBoiR39YpGiFIn3emChZsf7SwrJ1SuVinqhevbwGvdjNDnuymiKrWqh0ZEYIZ0z16Vk90sJi9cthvbsnkNXO9w3pzd4kZbkocODQXO4LzkIfNyTtVKfrpSqXN6+UNZKfftCffuKLpXr23eUWrhcs7wgO5a7QPNO8aHc7LWE5NWjlzz+1t/6W/xL/9K/xHd8x3dwd3fH3//3//38L//L/3LacM4f/IN/kO/6ru/i7u6Oz3zmM/z1v/7XX/djMvwY/r9PS6sy5iIOCJfpfkj+7ngMOvac+5GhQvjTNhNvowPHufXn2Yodn51ej8Tnl/z8SdUbCDHD9WAG9OCz4Z6JZGIr5ox4KXHWGADptUYsUmt005+xyEs/a9DcDaF5nLvB7qEpmypdK71Uel2wWrFlmedwSXopdC100XmOaS8dpRPk0Z5wan/0fCBrXeM0VboWrMT7xmOlawTS8RiB9T6DbI0gW5VeDqIna4VLQS4VuVbKXZ5PFsqThfpkod6Ns1IulXJZ0LWia4w4HzEdWmKtJWrz7TW2/mtZkl/8xV/kB37gB/gn/8l/kv/+v//v+bv/7r+bv/7X/zq/7tf9uvma//A//A/5j/6j/4j//D//z/nu7/5u/t1/99/ls5/9LH/tr/01rtfra3yaRXY7Dz+AemBs1LAyJblbRcOqgGU9tcc8EBuN4iKGGC1pBhU75DADfrcoXx3ZFAnXLhApjfefSE1QPBidWQYsme03gzGbPYA9OpLkyBHUNTaRC+iK9mz2RvjutkfjbKOEa6MFz1p3lpjNbd6j9l7hwZQXXXhuyjNTdlHu10JHaLWGm7dW9FKRqviTEpbrTrE1WilRVkpRVBdcF1QLNYui3Psj6xu3YjnqWrKoqmalpGjS/EvHS+R/dhpmzs06uxt7dR5q1BveL8Hp2iTcIjOQi6EOZQkm73qp3L29UpbC5e0LNS1LfetKqZXl7oqWwlJWSlkiEs3mepYk027hzvZHpZu//PFaQvIf/Af/AZ/61Kf4qZ/6qfncd3/3dx8b2Z2f/Mmf5N/5d/4d/tl/9p8F4L/4L/4LPvGJT/Bn/syf4V/8F//FV/6sWY/MY+AXRpDO4ynE8g0gXo9AnTOREbKAK+BTT6EYMK+4JsfrWEQdQMFAx+BAsPJDI7no8/qGq+iDr8SwJnJAmANS0OhjNaoDo3lFSbJiUnKymcKwPmHSInFpU6tz0u4SGl0EX2rUciwFXxeoiq8FatSAeyWEUBWTEto2ywMsfU6fj6NHvxzwetLrASxbxUiOtiNi9OjPUo7H3pWuTleja1DQzPNaHGbtjBM9m6tSroVyrZSlUK81ZslcalCAaonxflnOMGe6j/qUyU61uZaveryWkPy3/+1/y2c/+1n+uX/un+PP//k/z2/4Db+Bf/1f/9f5V/6VfwWA//P//D/56le/ymc+85n5Nx//+Mf5/u//fn72Z3/29YREPbV2PpGoyASBJYgqs9UmydLV+QrCXZKkZSvWkyzec/RAD4siLmgmAQsFRXGFopqIVLhXtUSth6QwTUsEoaWSfdES9ZkFX1iOY47NZYGlpuWIjS2J54tGhl7UKebsKFt2Idl1xCcV0YoVwZbIddhSsW74NWIgtFDWS2yY6xpdWC4L5W4NWsxdwLxldXTxCILvouRVlgWpC3OEd36HDNpCYEQjT5IzKslJX5Z19qoJaBSDGiXXTXrEJmJYMWzxAEg6lEWQlrmkflKJAnURShGWVbl7EoH7+mQJwVkLeo32QaVkfX+Oiwg9exYGIertHflWCcn/8X/8H/zxP/7Heeedd/gDf+AP8HM/93P8G//Gv8G6rvzgD/4gX/3qVwH4xCc+8ejvPvGJT8zfvXzcbjdut6MH0nvvvQdkFa36vDEMhZzHgVbJ0W8pufCPmL4j+45MtLb3yGJbJtLEYTTheWyNjjioqFKLRtUgPktqvWetCEDGNOaBloVOT2uQG908ym3btDo+LcoQFJOg4Ls4O0J0O4pYgfT7TRXLUSFWyvTjPfND1IpeL5FjeXKFpaLXlfr0EsJxKVFnVSxqVIpQVk1IdQl3qRwad9Lw86rNhK6dmZ1kuJvpbmVjC0oAG96NztEO1tRmDwixqEGnh/tcA0vPrqhCXSKsWBZhvUSF4bJGNxspJYYwKTmWfATnnWHT530dsavC64TjryUkZsZv/+2/nT/8h/8wAP/QP/QP8Vf/6l/lP/6P/2N+8Ad/8HXeah4/8RM/wY/92I994PmQ9nC0Xs5VHJHJYzfseMZPJzwieE0pCFM80x0jJyOOZQPqaFHi01uKJGYIUyxxNlIoWfNCuGol/2Zyn0agLoO35NMTIDu3WwqIy6hOz97HLknDODfTjuA95j4Kujh1XakuVG3UXWFZsGv0NPZrxZcarso1WreWSwlwQ6NpW+AA0bRhVGc+4jTkJou4ylHx7OBPWpb4yYaADAWXbVBNBSsayGINYEQkcjFmiVDa4bCKkIObhiWBWoV6ieRxWaJ4SkoWUSXQkw41k6Y92BDj3o9dot8iIfmu7/oufvNv/s2Pnvve7/1e/uv/+r8G4JOf/CQAX/va1/iu7/qu+Zqvfe1r/Nbf+lu/4Xt+8Ytf5J133pn/fu+99/jUpz4V7tTRFYCZRBx5kGFdZmfzkUk/NNswQh8QjrQFEZfEC3smvEQywC4ZLEO4DyTMrFEVqSIRWNeC4jkyYYQ2g6QYW8wICMwZ8HNchuVmiA6HzFgAEboEsLDnTVICBYpcR4W6ouIUdapWlqc769JYW+PSOmUp+N0lNubdFV8K5bpSn1wPqyGStSTBTj5yliVhi/gPOS1jrmAYrCiKMyFqdogYCQjKbcZ5kxRKQMEOUDzi/hq6SHtqjSGgAqUOIQmBKcVZlxCukgJ0WIv8rFmmTIImnu9bgqk9iDblW0Rw/IEf+AF+/ud//tFz//v//r/z9/w9fw8QQfwnP/lJvvzlL0+heO+99/if/+f/mX/tX/vXvuF7Xi4XLpfLB54f01in4p17/7As50VKvJX0gk7B8qN3ZTKSJAuQRjLklCwZsO0xT/CwNPk2DGrLKH8Vjao3Jw0QE0QO10GGIyCZrsn/0rV4JMDi02lIZZj8rbGJRrO33GQGdV2oCFXj9FooNXIivQrMeZBD+yaT2mTUQR0uybySQ0GP76sc16oSA4rk5OQci3goKyCrRpkesJS8ExmoDzY2J4Wn0ac8mNOJessYejpoFmdi2+C7kcDMyI2dpXzsg5NV+WbHawnJj/7oj/KP/qP/KH/4D/9h/vl//p/nL//lv8yf+BN/gj/xJ/5EfLQIP/IjP8If+kN/iL/v7/v7JgT863/9r+d3/+7f/TofRQS2Nt2csYlHE7QDYzqsiiODITIDmKMSLSkrCrWuqBjdC0KDbtFX1kc/KQ8mroZGst7TWhTM7dgoOX9RpAa7tZbwymUafWZluYS7NBjNj5uxZZtWVbJP0Nx05h7s17Q8JorUBV1XFoLNzKXzMSmse1Qtld64CVCgq9DWSi9KWYSyDGsxLLDPMvRikTAtPcvcPIZhi+SelDHWLjEISrqA2Zd+UPoJBBEGUvX4nkiO7dYKWCaJbcRth1s0ACotMnpuz552HOLArIKcsWF8sE930I+590MZ1W+Ru/V93/d9/Ok//af54he/yI//+I/z3d/93fzkT/4kv/f3/t75mn/r3/q3eP78Of/qv/qv8vWvf51/7B/7x/iZn/mZ18yRcOjRk6E4GL4vHX4s3FT4aerPjdVEElLMEQWuoZHMsotIxibm4Dpg4pFklHz/kRTMuGTwHHxsFwYympDB0T/EPEtW4+UpSZ533k87YOT1B0qWQjN+p4qUGuRJrSxqXO4cXzrXVtizc/x90nCsCgxtrFO+J7oGpFCk6nFHLUELD8pmGZA6Yck6TnYEi440rjExPJkHj1px5XvGfU0hHUFZkSxL0HSPxqvk8JITtZzlLSnVj7u4+DS5MelsWBXNOqC4MdMal2+RJQH4Xb/rd/G7ftfv+iV/LyL8+I//OD/+4z/+um/9yxzpR027+pIfCoxa7MOK+ownjr/JJKHoFBKfbtdL7kG6Wy+fL33ZqZmiE6FNAUEO4Zg+/OGDZUwbQuozUD6+1Xhf59h401Ub7lapUBeqGks3rHSWIixdaG4Ub7h49Jsa8cbYdNO9OmK+6WKlgpEEIEY8NpTAKKHWsaaPqjvHKfO6h/I6PJ4UgLwf4Z1p3kM51uC0zI+fG/dqUPXHP0+LS1RrzqnB5z+dgf6rHW8sd+vw6s///uA3E06be0KU5/8//nwE/6olYEnx6Igoeiz7MNV+3IAPCMq5YjFHCMj55stJC3IYDCfNgvmMMaKs9qTh8jzJ09SXQ1CixWlBakWWhVqMFcCMy65sXenWqZk0jZk5PrVxWJJhXcc6PlLS81QfjGAmMDFiqykkp/9GCfRB+D3uwkGaOMUd45NP7pafhA78yH3JGaI/VND8hJGzOs2ySQ4Eky+kpxvziscbJyRjUbcX2/E9cpf8kvEIL33nEY+c3vO82btF98W+N7x1+r6z34I6MUfLlWDZFVW0K1YsoPcW5Mpay2QEHxHE4S3NkINRSXfEF9ElxLPZiOF7C0rs1uC2R6vTW0O7IaNTSIGl77QGl8uGe4HNkSUIg/fbxs2M+7Zz642bNba+s+NsScbtLajxR6Uhs3g86YoA9FKSnhJcKpWotY82QLkRu3Hbt+hc0veY0+LG1nuucY9xGScenOYCuVgmaLOmHkmW8BEnPMJJ8uYWlWgOc1p3chQD7pA5L0kBXgiWeBNlrYqpU/9/7dxfaFJtHAfw7xzqilJnEmmmsWIbbOXFmCIxGyRFd6suBnWdrDnYWkR0Ze1G2G10PW+CLaGIugu3CYUSW0TISlIGGvMPu9iouaHor4v37cB5tzrVNs952+8DgjvnEb6Hxy8e3TlPwz/XqG2sl0Xvt59poF8ZVUefP3/GsWPH5I7B9ohsNgur1frTMYorSa1Ww9LSEogINpsN2WwWOp1O7li77vv/h/h464OI8OXLF1gsln+XXP0xxZ1uqVQqWK1W4fIUnU63J9403/Hx1o9er/+lcb99Pwljew2XhDEJii2JVqtFIBDY8pKVvxEfr3Ip7os7Y0qj2E8SxpSCS8KYBC4JYxK4JIxJUGRJHj58iOPHj6OpqQkulwtv3ryRO9KOCAaD6O7uxsGDB3H48GH09fVtuomtt7dXdKdlQ0MDBgYGZEq8Pffu3dt0LO3t7cL+jY0N+P1+HDp0CAcOHMCVK1dQKBRkTLw1xZVkamoKo6OjCAQCePv2LRwOBy5cuIBisSh3tG2LRqPw+/2Ix+N4+fIlKpUKzp8/j7W1NdG469evI5fLCY/x8XGZEm9fR0eH6FhevXol7Lt58yaeP3+OcDiMaDSKpaUlXL58Wca0P0AK43Q6ye/3C39Xq1WyWCwUDAZlTLU7isUiAaBoNCpsO3v2LA0PD8sXagcFAgFyOBxb7ltZWSG1Wk3hcFjY9uHDBwJAsVisTgl/jaI+ScrlMubn50XrdqlUKni9XsRiMRmT7Y7V1VUAgNFoFG1/9OgRTCYTOjs7cffuXZRKJTni7YhPnz7BYrGgpaUF165dQyaTAQDMz8+jUqmI5rq9vR02m01xc62oCxyXl5dRrVa3XLfr48ePMqXaHbVaDSMjIzhz5gw6OzuF7VevXoXdbofFYsH79+9x584dJJNJPHnyRMa0f8blciEUCqGtrQ25XA73799HT08PEokE8vk8NBoNDAaD6DU/W6NNLooqyV7i9/uRSCRE5+gA4PP5hOenTp2C2WzGuXPnkE6nceLEiXrH3JaLFy8Kz0+fPg2XywW73Y7Hjx9j3759Mib7PYo63TKZTGhsbNz0C0ehUBDW9PobDA0N4cWLF5iZmZG84cflcgEAUqlUPaLtKoPBgNbWVqRSKRw5cgTlchkrKyuiMUqca0WVRKPRoKurC5FIRNhWq9UQiUTgdrtlTLYziAhDQ0N4+vQppqenRYuN/8i7d+8AQLTY3//V169fkU6nYTab0dXVBbVaLZrrZDKJTCajvLmW+5eD/5qcnCStVkuhUIgWFhbI5/ORwWCgfD4vd7Rtu3HjBun1epqdnaVcLic8SqUSERGlUikaGxujubk5WlxcpGfPnlFLSwt5PB6Zk/+ZW7du0ezsLC0uLtLr16/J6/WSyWSiYrFIREQDAwNks9loenqa5ubmyO12k9vtljn1ZoorCRHRgwcPyGazkUajIafTSfF4XO5IOwLYtAgKAaCJiQkiIspkMuTxeMhoNJJWq6WTJ0/S7du3aXV1Vd7gf6i/v5/MZjNpNBo6evQo9ff3UyqVEvavr6/T4OAgNTc30/79++nSpUuUy+VkTLw1vlSeMQmK+k7CmBJxSRiTwCVhTAKXhDEJXBLGJHBJGJPAJWFMApeEMQlcEsYkcEkYk8AlYUwCl4QxCd8AOxXhoCdPZvQAAAAASUVORK5CYII=", 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" ] @@ -81,9 +113,10 @@ } ], "source": [ - "sample_data = next(iter(data_loader))\n", - "# Visualize the original image\n", - "sample_image = sample_data[0].squeeze().permute(1, 2, 0).numpy()\n", + "sample_data = next(iter(test_loader))\n", + "\n", + "# Visualize the original image that is sample to test canonicalization\n", + "sample_image = invert_normalize(sample_data[0][0]).permute(1, 2, 0).numpy()\n", "\n", "plt.figure(figsize=(2, 2))\n", "plt.imshow(sample_image)\n", @@ -109,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -117,7 +150,7 @@ "# number of random rotations\n", "k = 4\n", "# Original tensor image from the DataLoader\n", - "sample_image_tensor = sample_data[0] # Assuming the first item is your image tensor\n", + "sample_image_tensor = sample_data[0][0] # Assuming the first item is your image tensor\n", "\n", "# Define an empty list to store the transformed tensor images\n", "transformed_sample_images = []\n", @@ -157,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -186,7 +219,7 @@ " # Loop through all the images and their corresponding axes\n", " for i, (img_tensor, ax) in enumerate(zip(image_tensors, axes)):\n", " # Convert the tensor for visualization\n", - " img_np = img_tensor.squeeze().permute(1, 2, 0).numpy()\n", + " img_np = invert_normalize(img_tensor.squeeze()).permute(1, 2, 0).numpy()\n", " \n", " # Plot the image\n", " ax.imshow(img_np)\n", @@ -214,12 +247,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -233,6 +266,35 @@ "plot_image_tensors(transformed_sample_images)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Function to plot canonicalized images" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def get_and_plot_canonicalized_images(transformed_sample_images, canonicalizer): \n", + " # Set the canonicalizer to evaluation mode\n", + " canonicalizer.eval()\n", + " \n", + " # Get canonicalized images for all transformed images\n", + " with torch.no_grad():\n", + " canonicalized_images = []\n", + " for im in transformed_sample_images:\n", + " im = im.unsqueeze(0).to(device)\n", + " canonicalized_image = canonicalizer.canonicalize(im)\n", + " canonicalized_images.append(canonicalized_image.detach().cpu())\n", + "\n", + " # Visualizing all the canonicalized images\n", + " plot_image_tensors(canonicalized_images)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -242,28 +304,24 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Image shape: torch.Size([3, 32, 32])\n" + "Image shape: torch.Size([3, 64, 64])\n" ] } ], "source": [ - "from equiadapt.images.canonicalization.continuous_group import SteerableImageCanonicalization\n", - "\n", - "# Get the device\n", - "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", - "\n", "# Define the hyperparameters for the canonicalization network\n", "class CanonicalizationHyperparams:\n", " def __init__(self):\n", " self.group_type = 'rotation'\n", - " self.input_crop_ratio = 0.5\n", + " self.input_crop_ratio = 0.9\n", + " self.resize_shape = 64 # The shape of the image after resizing\n", "\n", "# Create an instance of the hyperparameters\n", "canonicalization_hyperparams = CanonicalizationHyperparams()\n", @@ -280,7 +338,10 @@ "# This vector is used to get a rotation matrix in a differentiable manner \n", "canonicalization_network = ESCNNSteerableNetwork(\n", " in_shape = image_shape,\n", - " out_channels=16, kernel_size= 9, num_layers = 2).to(device)\n", + " out_channels=16, \n", + " kernel_size= 7, \n", + " num_layers = 2\n", + ").to(device)\n", "\n", "\n", "# Create a steerable canonicalization object\n", @@ -300,72 +361,405 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "CenterCrop(size=(32, 32))" + "
" ] }, - "execution_count": 8, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "canonicalizer.crop" + "# Get canonicalized images for all transformed images\n", + "get_and_plot_canonicalized_images(transformed_sample_images, canonicalizer)" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 11, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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", 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"stream", + "text": [ + "Epoch 11/20, Loss: 60.6954: 100%|██████████| 98/98 [00:44<00:00, 2.22it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 11/20, Average Loss: 60.6954, Identity Metric: 0.3930\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 12/20, Loss: 61.7512: 100%|██████████| 98/98 [00:43<00:00, 2.23it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 12/20, Average Loss: 61.7512, Identity Metric: 0.3825\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 13/20, Loss: 59.5616: 100%|██████████| 98/98 [00:44<00:00, 2.21it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 13/20, Average Loss: 59.5616, Identity Metric: 0.4044\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 14/20, Loss: 60.7983: 100%|██████████| 98/98 [00:43<00:00, 2.23it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 14/20, Average Loss: 60.7983, Identity Metric: 0.3920\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 15/20, Loss: 59.1476: 100%|██████████| 98/98 [00:43<00:00, 2.23it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 15/20, Average Loss: 59.1476, Identity Metric: 0.4085\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 16/20, Loss: 60.3493: 100%|██████████| 98/98 [00:44<00:00, 2.21it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 16/20, Average Loss: 60.3493, Identity Metric: 0.3965\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 17/20, Loss: 59.0851: 100%|██████████| 98/98 [00:43<00:00, 2.24it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 17/20, Average Loss: 59.0851, Identity Metric: 0.4091\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 18/20, Loss: 58.4084: 100%|██████████| 98/98 [00:43<00:00, 2.23it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 18/20, Average Loss: 58.4084, Identity Metric: 0.4159\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 19/20, Loss: 58.4359: 100%|██████████| 98/98 [00:43<00:00, 2.25it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 19/20, Average Loss: 58.4359, Identity Metric: 0.4156\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 20/20, Loss: 58.1972: 100%|██████████| 98/98 [00:43<00:00, 2.23it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 20/20, Average Loss: 58.1972, Identity Metric: 0.4180\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] } ], "source": [ - "# Get canonicalized images for all transformed images\n", - "canonicalized_images = []\n", - "for im in transformed_sample_images:\n", - " im = im.to(device)\n", - " canonicalized_image = canonicalizer.canonicalize(im)\n", - " canonicalized_images.append(canonicalized_image.detach().cpu())\n", - "\n", - "# Visualizing all the canonicalized images\n", - "plot_image_tensors(canonicalized_images)\n", - " " + "# Train the canonicalization network using prior regularization\n", + "\n", + "# Define the optimizer\n", + "optimizer = torch.optim.Adam(canonicalization_network.parameters(), lr=0.002)\n", + "\n", + "# Set the canonicalizer to training mode\n", + "canonicalizer.train()\n", + "\n", + "# Set a weight for the prior regularization loss\n", + "prior_regularization_weight = 100\n", + "\n", + "# Define the training loop\n", + "num_epochs = 20\n", + "for epoch in range(num_epochs):\n", + " # Initialize tqdm with an initial description\n", + " train_loader_tqdm = tqdm(train_loader, desc=f\"Epoch {epoch+1}/{num_epochs}\")\n", + "\n", + " identity_metric = 0\n", + " total_loss = 0 # To track the total loss for averaging\n", + " \n", + " for image, _ in train_loader_tqdm:\n", + " # Zero the gradients\n", + " optimizer.zero_grad()\n", + " \n", + " image = image.to(device)\n", + " canonicalized_image = canonicalizer.canonicalize(image)\n", + " \n", + " # Get the prior regularization loss\n", + " loss = prior_regularization_weight * canonicalizer.get_prior_regularization_loss()\n", + " \n", + " # Backpropagate the gradients\n", + " loss.backward()\n", + " \n", + " # Optimize\n", + " optimizer.step()\n", + " \n", + " # Update the running average of identity metric\n", + " identity_metric += canonicalizer.get_identity_metric()\n", + "\n", + " # Update total loss for averaging\n", + " total_loss += loss.item()\n", + "\n", + " # Update tqdm description with current loss (average loss per batch)\n", + " train_loader_tqdm.set_description(f\"Epoch {epoch+1}/{num_epochs}, Loss: {total_loss/(train_loader_tqdm.n + 1):.4f}\")\n", + " \n", + " # Calculate and print the average loss and identity metric over the epoch\n", + " avg_loss = total_loss / len(train_loader)\n", + " identity_metric /= len(train_loader)\n", + " print(f\"Epoch {epoch+1}/{num_epochs}, Average Loss: {avg_loss:.4f}, Identity Metric: {identity_metric:.4f}\") " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Canonicalize all the transformed images and visualize them after prior regularization.\n", + "\n", + "The canonicalization network is able to generate the canonical orientation which are in the training data distribution." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { + "image/png": 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", "text/plain": [ - "tensor([[[-0.1230, 0.9924],\n", - " [-0.9924, -0.1230]]], device='cuda:0', grad_fn=)" + "
" ] }, - "execution_count": 10, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "canonicalizer.canonicalization_info_dict['group_element']['rotation']" + "# Visualize the canonicalized images after training the canonicalization network using prior regularization\n", + "get_and_plot_canonicalized_images(transformed_sample_images, canonicalizer)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Check canonicalization using the optimization based method for continuous groups" ] } ], diff --git a/tutorials/images/test_discrete_canonicalization.ipynb b/tutorials/images/test_discrete_canonicalization.ipynb index 6186c0e..b2a1e6d 100644 --- a/tutorials/images/test_discrete_canonicalization.ipynb +++ b/tutorials/images/test_discrete_canonicalization.ipynb @@ -31,7 +31,6 @@ "from equiadapt.images.canonicalization_networks import ESCNNEquivariantNetwork, ConvNetwork\n", "import matplotlib.pyplot as plt\n", "import torchvision.transforms.functional as F\n", - "import numpy as np\n", "from tqdm import tqdm" ] }, @@ -50,11 +49,44 @@ "outputs": [], "source": [ "# Load the CIFAR10 dataset\n", - "transform = transforms.Compose([transforms.ToTensor()])\n", + "train_transform = transforms.Compose([\n", + " transforms.RandomCrop(32, padding=4),\n", + " transforms.Resize(64),\n", + "\n", + " transforms.RandomHorizontalFlip(),\n", + " transforms.RandomRotation(5),\n", + "\n", + " transforms.ToTensor(),\n", + " transforms.Normalize((0.4914, 0.4822, 0.4465), (0.247, 0.243, 0.261)),\n", + " ])\n", + "\n", + "test_transform = transforms.Compose([\n", + " transforms.Resize(64),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize((0.4914, 0.4822, 0.4465), (0.247, 0.243, 0.261)),\n", + " ])\n", + "\n", + "# to visualize the original images\n", + "invert_normalize = transforms.Compose([\n", + " transforms.Normalize(mean=(-0.4914/0.247, -0.4822/0.243, -0.4465/0.261), \n", + " std=(1/0.247, 1/0.243, 1/0.261)),\n", + " ])\n", "\n", "data_path = '/home/mila/a/arnab.mondal/scratch/equiadapt/image/data/cifar10'\n", - "cifar10 = datasets.CIFAR10(root=data_path, train=True, download=False, transform=transform)\n", - "data_loader = torch.utils.data.DataLoader(cifar10, batch_size=512, shuffle=True)" + "train_dataset = datasets.CIFAR10(root=data_path, train=True, download=False, transform=train_transform)\n", + "test_dataset = datasets.CIFAR10(root=data_path, train=False, download=False, transform=test_transform)\n", + "train_loader = torch.utils.data.DataLoader(train_dataset, batch_size=512, shuffle=True)\n", + "test_loader = torch.utils.data.DataLoader(test_dataset, batch_size=1, shuffle=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Get the device\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")" ] }, { @@ -66,12 +98,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -81,9 +113,10 @@ } ], "source": [ - "sample_data = next(iter(data_loader))\n", - "# Visualize the original image\n", - "sample_image = sample_data[0][0].permute(1, 2, 0).numpy()\n", + "sample_data = next(iter(test_loader))\n", + "\n", + "# Visualize the original image that is sample to test canonicalization\n", + "sample_image = invert_normalize(sample_data[0][0]).permute(1, 2, 0).numpy()\n", "\n", "plt.figure(figsize=(2, 2))\n", "plt.imshow(sample_image)\n", @@ -110,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -157,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -186,7 +219,7 @@ " # Loop through all the images and their corresponding axes\n", " for i, (img_tensor, ax) in enumerate(zip(image_tensors, axes)):\n", " # Convert the tensor for visualization\n", - " img_np = img_tensor.squeeze().permute(1, 2, 0).numpy()\n", + " img_np = invert_normalize(img_tensor.squeeze()).permute(1, 2, 0).numpy()\n", " \n", " # Plot the image\n", " ax.imshow(img_np)\n", @@ -214,12 +247,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -233,6 +266,35 @@ "plot_image_tensors(transformed_sample_images)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Function to plot canonicalized images" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def get_and_plot_canonicalized_images(transformed_sample_images, canonicalizer): \n", + " # Set the canonicalizer to evaluation mode\n", + " canonicalizer.eval()\n", + " \n", + " # Get canonicalized images for all transformed images\n", + " with torch.no_grad():\n", + " canonicalized_images = []\n", + " for im in transformed_sample_images:\n", + " im = im.unsqueeze(0).to(device)\n", + " canonicalized_image = canonicalizer.canonicalize(im)\n", + " canonicalized_images.append(canonicalized_image.detach().cpu())\n", + "\n", + " # Visualizing all the canonicalized images\n", + " plot_image_tensors(canonicalized_images)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -242,27 +304,24 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Image shape: torch.Size([3, 32, 32])\n" + "Image shape: torch.Size([3, 64, 64])\n" ] } ], "source": [ - "# Get the device\n", - "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", - "\n", "# Define the hyperparameters for the canonicalization network\n", "class CanonicalizationHyperparams:\n", " def __init__(self):\n", - " self.input_crop_ratio = 0.5\n", + " self.input_crop_ratio = 0.9 # The ratio of the input image to crop\n", " self.beta = 1.0 # Beta parameter for the canonization network\n", - " self.resize_shape = 32 # The shape of the image after resizing\n", + " self.resize_shape = 64 # The shape of the image after resizing\n", "\n", "# Create an instance of the hyperparameters\n", "canonicalization_hyperparams = CanonicalizationHyperparams()\n", @@ -292,7 +351,7 @@ " canonicalization_network=canonicalization_network,\n", " canonicalization_hyperparams=canonicalization_hyperparams,\n", " in_shape=image_shape,\n", - ")" + ")\n" ] }, { @@ -304,12 +363,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -318,25 +377,6 @@ "output_type": "display_data" } ], - "source": [ - "def get_and_plot_canonicalized_images(transformed_sample_images, canonicalizer):\n", - " # Get canonicalized images for all transformed images\n", - " canonicalized_images = []\n", - " for im in transformed_sample_images:\n", - " im = im.unsqueeze(0).to(device)\n", - " canonicalized_image = canonicalizer.canonicalize(im)\n", - " canonicalized_images.append(canonicalized_image.detach().cpu())\n", - "\n", - " # Visualizing all the canonicalized images\n", - " plot_image_tensors(canonicalized_images)\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], "source": [ "get_and_plot_canonicalized_images(transformed_sample_images, canonicalizer)" ] @@ -350,147 +390,301 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 98/98 [00:05<00:00, 16.53it/s]\n" + "Epoch 1/20: 0%| | 0/98 [00:00 12\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m image, _ \u001b[38;5;129;01min\u001b[39;00m tqdm(data_loader):\n\u001b[1;32m 13\u001b[0m \u001b[38;5;66;03m# Zero the gradients\u001b[39;00m\n\u001b[1;32m 14\u001b[0m optimizer\u001b[38;5;241m.\u001b[39mzero_grad()\n\u001b[1;32m 16\u001b[0m image \u001b[38;5;241m=\u001b[39m image\u001b[38;5;241m.\u001b[39mto(device)\n", - "File \u001b[0;32m~/.conda/envs/equiadapt/lib/python3.10/site-packages/tqdm/std.py:1182\u001b[0m, in \u001b[0;36mtqdm.__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1179\u001b[0m time \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_time\n\u001b[1;32m 1181\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1182\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m obj \u001b[38;5;129;01min\u001b[39;00m iterable:\n\u001b[1;32m 1183\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m obj\n\u001b[1;32m 1184\u001b[0m \u001b[38;5;66;03m# Update and possibly print the progressbar.\u001b[39;00m\n\u001b[1;32m 1185\u001b[0m \u001b[38;5;66;03m# Note: does not call self.update(1) for speed optimisation.\u001b[39;00m\n", - "File \u001b[0;32m~/.conda/envs/equiadapt/lib/python3.10/site-packages/torch/utils/data/dataloader.py:631\u001b[0m, in \u001b[0;36m_BaseDataLoaderIter.__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 628\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sampler_iter \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 629\u001b[0m \u001b[38;5;66;03m# TODO(https://github.com/pytorch/pytorch/issues/76750)\u001b[39;00m\n\u001b[1;32m 630\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reset() \u001b[38;5;66;03m# type: ignore[call-arg]\u001b[39;00m\n\u001b[0;32m--> 631\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_next_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 632\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_yielded \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 633\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dataset_kind \u001b[38;5;241m==\u001b[39m _DatasetKind\u001b[38;5;241m.\u001b[39mIterable \u001b[38;5;129;01mand\u001b[39;00m \\\n\u001b[1;32m 634\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_IterableDataset_len_called \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \\\n\u001b[1;32m 635\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_yielded \u001b[38;5;241m>\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_IterableDataset_len_called:\n", - "File \u001b[0;32m~/.conda/envs/equiadapt/lib/python3.10/site-packages/torch/utils/data/dataloader.py:675\u001b[0m, in \u001b[0;36m_SingleProcessDataLoaderIter._next_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 673\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_next_data\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 674\u001b[0m index \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_next_index() \u001b[38;5;66;03m# may raise StopIteration\u001b[39;00m\n\u001b[0;32m--> 675\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dataset_fetcher\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfetch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# may raise StopIteration\u001b[39;00m\n\u001b[1;32m 676\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory:\n\u001b[1;32m 677\u001b[0m data \u001b[38;5;241m=\u001b[39m _utils\u001b[38;5;241m.\u001b[39mpin_memory\u001b[38;5;241m.\u001b[39mpin_memory(data, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory_device)\n", - "File \u001b[0;32m~/.conda/envs/equiadapt/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py:51\u001b[0m, in \u001b[0;36m_MapDatasetFetcher.fetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m 49\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset\u001b[38;5;241m.\u001b[39m__getitems__(possibly_batched_index)\n\u001b[1;32m 50\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m---> 51\u001b[0m data \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[idx] \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m possibly_batched_index]\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 53\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[possibly_batched_index]\n", - "File \u001b[0;32m~/.conda/envs/equiadapt/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py:51\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 49\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset\u001b[38;5;241m.\u001b[39m__getitems__(possibly_batched_index)\n\u001b[1;32m 50\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m---> 51\u001b[0m data \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdataset\u001b[49m\u001b[43m[\u001b[49m\u001b[43midx\u001b[49m\u001b[43m]\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m possibly_batched_index]\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 53\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[possibly_batched_index]\n", - "File \u001b[0;32m~/.conda/envs/equiadapt/lib/python3.10/site-packages/torchvision/datasets/cifar.py:115\u001b[0m, in \u001b[0;36mCIFAR10.__getitem__\u001b[0;34m(self, index)\u001b[0m\n\u001b[1;32m 111\u001b[0m img, target \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata[index], \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtargets[index]\n\u001b[1;32m 113\u001b[0m \u001b[38;5;66;03m# doing this so that it is consistent with all other datasets\u001b[39;00m\n\u001b[1;32m 114\u001b[0m \u001b[38;5;66;03m# to return a PIL Image\u001b[39;00m\n\u001b[0;32m--> 115\u001b[0m img \u001b[38;5;241m=\u001b[39m \u001b[43mImage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfromarray\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimg\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 117\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtransform \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 118\u001b[0m img \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtransform(img)\n", - "File \u001b[0;32m~/.conda/envs/equiadapt/lib/python3.10/site-packages/PIL/Image.py:3122\u001b[0m, in \u001b[0;36mfromarray\u001b[0;34m(obj, mode)\u001b[0m\n\u001b[1;32m 3119\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 3120\u001b[0m obj \u001b[38;5;241m=\u001b[39m obj\u001b[38;5;241m.\u001b[39mtostring()\n\u001b[0;32m-> 3122\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfrombuffer\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msize\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mraw\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrawmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/.conda/envs/equiadapt/lib/python3.10/site-packages/PIL/Image.py:3037\u001b[0m, in \u001b[0;36mfrombuffer\u001b[0;34m(mode, size, data, decoder_name, *args)\u001b[0m\n\u001b[1;32m 3034\u001b[0m im\u001b[38;5;241m.\u001b[39mreadonly \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 3035\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m im\n\u001b[0;32m-> 3037\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfrombytes\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msize\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdecoder_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/.conda/envs/equiadapt/lib/python3.10/site-packages/PIL/Image.py:2970\u001b[0m, in \u001b[0;36mfrombytes\u001b[0;34m(mode, size, data, decoder_name, *args)\u001b[0m\n\u001b[1;32m 2945\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 2946\u001b[0m \u001b[38;5;124;03mCreates a copy of an image memory from pixel data in a buffer.\u001b[39;00m\n\u001b[1;32m 2947\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 2965\u001b[0m \u001b[38;5;124;03m:returns: An :py:class:`~PIL.Image.Image` object.\u001b[39;00m\n\u001b[1;32m 2966\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 2968\u001b[0m _check_size(size)\n\u001b[0;32m-> 2970\u001b[0m im \u001b[38;5;241m=\u001b[39m \u001b[43mnew\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msize\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2971\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m im\u001b[38;5;241m.\u001b[39mwidth \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m0\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m im\u001b[38;5;241m.\u001b[39mheight \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 2972\u001b[0m \u001b[38;5;66;03m# may pass tuple instead of argument list\u001b[39;00m\n\u001b[1;32m 2973\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(args[\u001b[38;5;241m0\u001b[39m], \u001b[38;5;28mtuple\u001b[39m):\n", - "File \u001b[0;32m~/.conda/envs/equiadapt/lib/python3.10/site-packages/PIL/Image.py:2941\u001b[0m, in \u001b[0;36mnew\u001b[0;34m(mode, size, color)\u001b[0m\n\u001b[1;32m 2939\u001b[0m im\u001b[38;5;241m.\u001b[39mpalette \u001b[38;5;241m=\u001b[39m ImagePalette\u001b[38;5;241m.\u001b[39mImagePalette()\n\u001b[1;32m 2940\u001b[0m color \u001b[38;5;241m=\u001b[39m im\u001b[38;5;241m.\u001b[39mpalette\u001b[38;5;241m.\u001b[39mgetcolor(color)\n\u001b[0;32m-> 2941\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m im\u001b[38;5;241m.\u001b[39m_new(\u001b[43mcore\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfill\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msize\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolor\u001b[49m\u001b[43m)\u001b[49m)\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 18/20, Loss: 75.7010: 100%|██████████| 98/98 [00:28<00:00, 3.45it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 18/20, Average Loss: 75.7010, Identity Metric: 0.6965\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 19/20, Loss: 75.3365: 100%|██████████| 98/98 [00:28<00:00, 3.44it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 19/20, Average Loss: 75.3365, Identity Metric: 0.6997\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 20/20, Loss: 75.1115: 100%|██████████| 98/98 [00:28<00:00, 3.43it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 20/20, Average Loss: 75.1115, Identity Metric: 0.7031\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" ] } ], @@ -498,15 +692,24 @@ "# Train the canonicalization network using prior regularization\n", "\n", "# Define the optimizer\n", - "optimizer = torch.optim.Adam(canonicalization_network.parameters(), lr=0.003)\n", + "optimizer = torch.optim.Adam(canonicalization_network.parameters(), lr=0.002)\n", + "\n", + "# Set the canonicalizer to training mode\n", + "canonicalizer.train()\n", + "\n", + "# Set a weight for the prior regularization loss\n", + "prior_regularization_weight = 100\n", "\n", "# Define the training loop\n", - "num_epochs = 30\n", + "num_epochs = 20\n", "for epoch in range(num_epochs):\n", - " # Use tqdm to visualize the progress\n", - " # and loop over the data loader\n", + " # Initialize tqdm with an initial description\n", + " train_loader_tqdm = tqdm(train_loader, desc=f\"Epoch {epoch+1}/{num_epochs}\")\n", + "\n", " identity_metric = 0\n", - " for image, _ in tqdm(data_loader):\n", + " total_loss = 0 # To track the total loss for averaging\n", + " \n", + " for image, _ in train_loader_tqdm:\n", " # Zero the gradients\n", " optimizer.zero_grad()\n", " \n", @@ -514,10 +717,7 @@ " canonicalized_image = canonicalizer.canonicalize(image)\n", " \n", " # Get the prior regularization loss\n", - " prior_loss = canonicalizer.get_prior_regularization_loss()\n", - " \n", - " # Combine the losses\n", - " loss = prior_loss * 100\n", + " loss = prior_regularization_weight * canonicalizer.get_prior_regularization_loss()\n", " \n", " # Backpropagate the gradients\n", " loss.backward()\n", @@ -527,14 +727,17 @@ " \n", " # Update the running average of identity metric\n", " identity_metric += canonicalizer.get_identity_metric()\n", + "\n", + " # Update total loss for averaging\n", + " total_loss += loss.item()\n", + "\n", + " # Update tqdm description with current loss (average loss per batch)\n", + " train_loader_tqdm.set_description(f\"Epoch {epoch+1}/{num_epochs}, Loss: {total_loss/(train_loader_tqdm.n + 1):.4f}\")\n", " \n", - " # Get the average identity metric\n", - " identity_metric /= len(data_loader)\n", - " \n", - " # Print the identity metric\n", - " print(f\"Epoch {epoch+1}/{num_epochs}, : Identity metric = {identity_metric:.4f}\")\n", - " \n", - " \n", + " # Calculate and print the average loss and identity metric over the epoch\n", + " avg_loss = total_loss / len(train_loader)\n", + " identity_metric /= len(train_loader)\n", + " print(f\"Epoch {epoch+1}/{num_epochs}, Average Loss: {avg_loss:.4f}, Identity Metric: {identity_metric:.4f}\") \n", " " ] }, @@ -542,15 +745,29 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Canonicalize all the transformed images and visualize them after prior regularization." + "Canonicalize all the transformed images and visualize them after prior regularization.\n", + "\n", + "The canonicalization network is able to generate the canonical orientation which are in the training data distribution." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ + "# Visualize the canonicalized images after training the canonicalization network using prior regularization\n", "get_and_plot_canonicalized_images(transformed_sample_images, canonicalizer)" ] }, @@ -558,24 +775,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### 2. Check for canonicalization for the optimization based method for discrete groups" + "### 2. Check canonicalization using the optimization based method for discrete groups" ] }, { "cell_type": "markdown", "metadata": {}, - "source": [] + "source": [ + "Define a non-equivariant canonicalization network that outputs a vector which will be used to compute energy/activations.\n", + "\n", + "Then define a OptimizedGroupEquivariantImageCanonicalization object which will provide us with methods to optimize for correct canonical orientation." + ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Image shape: torch.Size([3, 32, 32])\n" + "Image shape: torch.Size([3, 64, 64])\n" ] } ], @@ -585,9 +806,9 @@ " def __init__(self):\n", " self.group_type = \"rotation\" # Type of group for the canonization network\n", " self.num_rotations = 4\n", - " self.input_crop_ratio = 0.5\n", + " self.input_crop_ratio = 0.9 # The ratio of the input image to crop\n", " self.beta = 1.0 # Beta parameter for the canonization network\n", - " self.resize_shape = 32 # The shape of the image after resizing\n", + " self.resize_shape = 64 # The shape of the image after resizing\n", "\n", "# Create an instance of the hyperparameters\n", "canonicalization_hyperparams = CanonicalizationHyperparams()\n", @@ -619,14 +840,23 @@ ").to(device)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Canonicalize all the transformed images and visualize the canonicalized images using untrained canonicalization network.\n", + "\n", + "Note that the canonicalization is not successful as the canonicalization network is not trained and outputs similar energies for different orientations." + ] + }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -636,202 +866,309 @@ } ], "source": [ - "# Get canonicalized images for all transformed images\n", - "canonicalized_images = []\n", - "for im in transformed_sample_images:\n", - " im = im.unsqueeze(0).to(device)\n", - " canonicalized_image = canonicalizer.canonicalize(im)\n", - " canonicalized_images.append(canonicalized_image.detach().cpu())\n", + "# Visualize the canonicalized images before training the canonicalization network using optimization method\n", + "get_and_plot_canonicalized_images(transformed_sample_images, canonicalizer)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we train the canonicalization network using optimization based method which enforces different energies for different orientations.\n", "\n", - "# Visualizing all the canonicalized images\n", - "plot_image_tensors(canonicalized_images)" + "Moreover we also use prior regularization to get identity canonical orientation for original images." ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 98/98 [00:06<00:00, 15.48it/s]\n" + "Epoch 1/20, Prior Loss: 1.2649, Opt Loss: 14.4217: 100%|██████████| 98/98 [00:23<00:00, 4.12it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20, Avg Prior Loss: 1.2649, Avg Opt Loss: 14.4217, Identity Metric: 0.5903\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 2/20, Prior Loss: 1.2327, Opt Loss: 15.1723: 100%|██████████| 98/98 [00:23<00:00, 4.22it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/50, : Identity metric = 0.7222\n" + "Epoch 2/20, Avg Prior Loss: 1.2327, Avg Opt Loss: 15.1723, Identity Metric: 0.6247\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 98/98 [00:06<00:00, 15.29it/s]\n" + "Epoch 3/20, Prior Loss: 1.2174, Opt Loss: 15.1173: 100%|██████████| 98/98 [00:23<00:00, 4.20it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 2/50, : Identity metric = 0.7307\n" + "Epoch 3/20, Avg Prior Loss: 1.2174, Avg Opt Loss: 15.1173, Identity Metric: 0.6391\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 98/98 [00:06<00:00, 15.55it/s]\n" + "Epoch 4/20, Prior Loss: 1.2062, Opt Loss: 14.7338: 100%|██████████| 98/98 [00:23<00:00, 4.20it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 3/50, : Identity metric = 0.7378\n" + "Epoch 4/20, Avg Prior Loss: 1.2062, Avg Opt Loss: 14.7338, Identity Metric: 0.6536\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 98/98 [00:06<00:00, 15.55it/s]\n" + "Epoch 5/20, Prior Loss: 1.2005, Opt Loss: 15.2656: 100%|██████████| 98/98 [00:23<00:00, 4.15it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 4/50, : Identity metric = 0.7415\n" + "Epoch 5/20, Avg Prior Loss: 1.2005, Avg Opt Loss: 15.2656, Identity Metric: 0.6578\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 98/98 [00:06<00:00, 15.57it/s]\n" + "Epoch 6/20, Prior Loss: 1.1930, Opt Loss: 14.1507: 100%|██████████| 98/98 [00:23<00:00, 4.22it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 5/50, : Identity metric = 0.7517\n" + "Epoch 6/20, Avg Prior Loss: 1.1930, Avg Opt Loss: 14.1507, Identity Metric: 0.6642\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 98/98 [00:06<00:00, 15.13it/s]\n" + "Epoch 7/20, Prior Loss: 1.1874, Opt Loss: 13.7872: 100%|██████████| 98/98 [00:23<00:00, 4.21it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 6/50, : Identity metric = 0.7560\n" + "Epoch 7/20, Avg Prior Loss: 1.1874, Avg Opt Loss: 13.7872, Identity Metric: 0.6688\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 98/98 [00:06<00:00, 15.49it/s]\n" + "Epoch 8/20, Prior Loss: 1.1792, Opt Loss: 13.8479: 100%|██████████| 98/98 [00:23<00:00, 4.24it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 7/50, : Identity metric = 0.7678\n" + "Epoch 8/20, Avg Prior Loss: 1.1792, Avg Opt Loss: 13.8479, Identity Metric: 0.6753\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 98/98 [00:06<00:00, 15.27it/s]\n" + "Epoch 9/20, Prior Loss: 1.1727, Opt Loss: 12.8594: 100%|██████████| 98/98 [00:23<00:00, 4.23it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 8/50, : Identity metric = 0.7674\n" + "Epoch 9/20, Avg Prior Loss: 1.1727, Avg Opt Loss: 12.8594, Identity Metric: 0.6847\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 98/98 [00:06<00:00, 15.59it/s]\n" + "Epoch 10/20, Prior Loss: 1.1783, Opt Loss: 13.9082: 100%|██████████| 98/98 [00:23<00:00, 4.23it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 9/50, : Identity metric = 0.7687\n" + "Epoch 10/20, Avg Prior Loss: 1.1783, Avg Opt Loss: 13.9082, Identity Metric: 0.6786\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 98/98 [00:06<00:00, 15.54it/s]\n" + "Epoch 11/20, Prior Loss: 1.1706, Opt Loss: 13.3241: 100%|██████████| 98/98 [00:23<00:00, 4.19it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 10/50, : Identity metric = 0.7722\n" + "Epoch 11/20, Avg Prior Loss: 1.1706, Avg Opt Loss: 13.3241, Identity Metric: 0.6823\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 98/98 [00:06<00:00, 15.53it/s]\n" + "Epoch 12/20, Prior Loss: 1.1679, Opt Loss: 12.3028: 100%|██████████| 98/98 [00:23<00:00, 4.21it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 11/50, : Identity metric = 0.7715\n" + "Epoch 12/20, Avg Prior Loss: 1.1679, Avg Opt Loss: 12.3028, Identity Metric: 0.6885\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - " 60%|██████ | 59/98 [00:03<00:02, 15.30it/s]\n" + "Epoch 13/20, Prior Loss: 1.1639, Opt Loss: 12.2522: 100%|██████████| 98/98 [00:23<00:00, 4.23it/s]\n" ] }, { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[27], line 17\u001b[0m\n\u001b[1;32m 14\u001b[0m optimizer\u001b[38;5;241m.\u001b[39mzero_grad()\n\u001b[1;32m 16\u001b[0m image \u001b[38;5;241m=\u001b[39m image\u001b[38;5;241m.\u001b[39mto(device)\n\u001b[0;32m---> 17\u001b[0m canonicalized_image \u001b[38;5;241m=\u001b[39m \u001b[43mcanonicalizer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcanonicalize\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimage\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 19\u001b[0m \u001b[38;5;66;03m# Get the prior regularization loss\u001b[39;00m\n\u001b[1;32m 20\u001b[0m prior_loss \u001b[38;5;241m=\u001b[39m canonicalizer\u001b[38;5;241m.\u001b[39mget_prior_regularization_loss()\n", - "File \u001b[0;32m~/EquivariantAdaptation/equiadapt/images/canonicalization/discrete_group.py:113\u001b[0m, in \u001b[0;36mDiscreteGroupImageCanonicalization.canonicalize\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 108\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 109\u001b[0m \u001b[38;5;124;03mThis method takes an image as input and \u001b[39;00m\n\u001b[1;32m 110\u001b[0m \u001b[38;5;124;03mreturns the canonicalized image \u001b[39;00m\n\u001b[1;32m 111\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 112\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdevice \u001b[38;5;241m=\u001b[39m x\u001b[38;5;241m.\u001b[39mdevice\n\u001b[0;32m--> 113\u001b[0m group_element_dict \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_groupelement\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 115\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpad(x)\n\u001b[1;32m 117\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mreflection\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;129;01min\u001b[39;00m group_element_dict\u001b[38;5;241m.\u001b[39mkeys():\n", - "File \u001b[0;32m~/EquivariantAdaptation/equiadapt/images/canonicalization/discrete_group.py:85\u001b[0m, in \u001b[0;36mDiscreteGroupImageCanonicalization.get_groupelement\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 74\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_groupelement\u001b[39m(\u001b[38;5;28mself\u001b[39m, x: torch\u001b[38;5;241m.\u001b[39mTensor):\n\u001b[1;32m 75\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 76\u001b[0m \u001b[38;5;124;03m This method takes the input image and\u001b[39;00m\n\u001b[1;32m 77\u001b[0m \u001b[38;5;124;03m maps it to the group element\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 83\u001b[0m \u001b[38;5;124;03m group_element: group element\u001b[39;00m\n\u001b[1;32m 84\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m---> 85\u001b[0m group_activations \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_group_activations\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 86\u001b[0m group_element_dict \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgroupactivations_to_groupelement(group_activations)\n\u001b[1;32m 88\u001b[0m \u001b[38;5;66;03m# Check whether canonicalization_info_dict is already defined\u001b[39;00m\n", - "File \u001b[0;32m~/EquivariantAdaptation/equiadapt/images/canonicalization/discrete_group.py:215\u001b[0m, in \u001b[0;36mOptimizedGroupEquivariantImageCanonicalization.get_group_activations\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 209\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 210\u001b[0m \u001b[38;5;124;03mThis method takes an image as input and \u001b[39;00m\n\u001b[1;32m 211\u001b[0m \u001b[38;5;124;03mreturns the group activations\u001b[39;00m\n\u001b[1;32m 212\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 214\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtransformations_before_canonicalization_network_forward(x) \n\u001b[0;32m--> 215\u001b[0m x_augmented \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgroup_augment\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# size (batch_size * group_size, in_channels, height, width)\u001b[39;00m\n\u001b[1;32m 216\u001b[0m vector_out \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcanonicalization_network(x_augmented) \u001b[38;5;66;03m# size (batch_size * group_size, reference_vector_size)\u001b[39;00m\n\u001b[1;32m 217\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcanonicalization_info_dict \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvector_out\u001b[39m\u001b[38;5;124m'\u001b[39m: vector_out}\n", - "File \u001b[0;32m~/EquivariantAdaptation/equiadapt/images/canonicalization/discrete_group.py:200\u001b[0m, in \u001b[0;36mOptimizedGroupEquivariantImageCanonicalization.group_augment\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 197\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mgroup_augment\u001b[39m(\u001b[38;5;28mself\u001b[39m, x : torch\u001b[38;5;241m.\u001b[39mTensor):\n\u001b[1;32m 199\u001b[0m degrees 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203\u001b[0m x_augmented_list \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrotate_and_maybe_reflect(x, degrees, reflect\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", - "File \u001b[0;32m~/EquivariantAdaptation/equiadapt/images/canonicalization/discrete_group.py:189\u001b[0m, in \u001b[0;36mOptimizedGroupEquivariantImageCanonicalization.rotate_and_maybe_reflect\u001b[0;34m(self, x, degrees, reflect)\u001b[0m\n\u001b[1;32m 187\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m degree \u001b[38;5;129;01min\u001b[39;00m degrees:\n\u001b[1;32m 188\u001b[0m x_rot \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpad(x)\n\u001b[0;32m--> 189\u001b[0m x_rot \u001b[38;5;241m=\u001b[39m 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159\u001b[0m height: \u001b[38;5;28mint\u001b[39m \u001b[38;5;241m=\u001b[39m tensor\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m2\u001b[39m]\n\u001b[1;32m 160\u001b[0m width: \u001b[38;5;28mint\u001b[39m \u001b[38;5;241m=\u001b[39m tensor\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n\u001b[0;32m--> 161\u001b[0m warped: torch\u001b[38;5;241m.\u001b[39mTensor \u001b[38;5;241m=\u001b[39m \u001b[43mwarp_affine\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtensor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmatrix\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mheight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwidth\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpadding_mode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43malign_corners\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 163\u001b[0m \u001b[38;5;66;03m# return in the original shape\u001b[39;00m\n\u001b[1;32m 164\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_unbatched:\n", - "File \u001b[0;32m~/.conda/envs/equiadapt/lib/python3.10/site-packages/kornia/geometry/transform/imgwarp.py:201\u001b[0m, in \u001b[0;36mwarp_affine\u001b[0;34m(src, M, dsize, mode, padding_mode, align_corners, fill_value)\u001b[0m\n\u001b[1;32m 199\u001b[0m \u001b[38;5;66;03m# we generate a 3x3 transformation matrix from 2x3 affine\u001b[39;00m\n\u001b[1;32m 200\u001b[0m M_3x3: Tensor \u001b[38;5;241m=\u001b[39m convert_affinematrix_to_homography(M)\n\u001b[0;32m--> 201\u001b[0m dst_norm_trans_src_norm: Tensor \u001b[38;5;241m=\u001b[39m \u001b[43mnormalize_homography\u001b[49m\u001b[43m(\u001b[49m\u001b[43mM_3x3\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43mH\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mW\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdsize\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 203\u001b[0m \u001b[38;5;66;03m# src_norm_trans_dst_norm = torch.inverse(dst_norm_trans_src_norm)\u001b[39;00m\n\u001b[1;32m 204\u001b[0m src_norm_trans_dst_norm \u001b[38;5;241m=\u001b[39m _torch_inverse_cast(dst_norm_trans_src_norm)\n", - "File \u001b[0;32m~/.conda/envs/equiadapt/lib/python3.10/site-packages/kornia/geometry/conversions.py:1007\u001b[0m, in \u001b[0;36mnormalize_homography\u001b[0;34m(dst_pix_trans_src_pix, dsize_src, dsize_dst)\u001b[0m\n\u001b[1;32m 1004\u001b[0m src_norm_trans_src_pix: Tensor \u001b[38;5;241m=\u001b[39m normal_transform_pixel(src_h, src_w)\u001b[38;5;241m.\u001b[39mto(dst_pix_trans_src_pix)\n\u001b[1;32m 1006\u001b[0m src_pix_trans_src_norm \u001b[38;5;241m=\u001b[39m _torch_inverse_cast(src_norm_trans_src_pix)\n\u001b[0;32m-> 1007\u001b[0m dst_norm_trans_dst_pix: Tensor \u001b[38;5;241m=\u001b[39m \u001b[43mnormal_transform_pixel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdst_h\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdst_w\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mto(dst_pix_trans_src_pix)\n\u001b[1;32m 1009\u001b[0m \u001b[38;5;66;03m# compute chain transformations\u001b[39;00m\n\u001b[1;32m 1010\u001b[0m dst_norm_trans_src_norm: Tensor \u001b[38;5;241m=\u001b[39m dst_norm_trans_dst_pix \u001b[38;5;241m@\u001b[39m (dst_pix_trans_src_pix \u001b[38;5;241m@\u001b[39m src_pix_trans_src_norm)\n", - "File \u001b[0;32m~/.conda/envs/equiadapt/lib/python3.10/site-packages/kornia/geometry/conversions.py:1036\u001b[0m, in \u001b[0;36mnormal_transform_pixel\u001b[0;34m(height, width, eps, device, dtype)\u001b[0m\n\u001b[1;32m 1033\u001b[0m tr_mat[\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m=\u001b[39m tr_mat[\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m2.0\u001b[39m \u001b[38;5;241m/\u001b[39m width_denom\n\u001b[1;32m 1034\u001b[0m tr_mat[\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m=\u001b[39m tr_mat[\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m2.0\u001b[39m \u001b[38;5;241m/\u001b[39m height_denom\n\u001b[0;32m-> 1036\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mtr_mat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munsqueeze\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 13/20, Avg Prior Loss: 1.1639, Avg Opt Loss: 12.2522, Identity Metric: 0.6899\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 14/20, Prior Loss: 1.1595, Opt Loss: 11.8016: 100%|██████████| 98/98 [00:23<00:00, 4.21it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 14/20, Avg Prior Loss: 1.1595, Avg Opt Loss: 11.8016, Identity Metric: 0.6952\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 15/20, Prior Loss: 1.1594, Opt Loss: 11.4443: 100%|██████████| 98/98 [00:23<00:00, 4.22it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 15/20, Avg Prior Loss: 1.1594, Avg Opt Loss: 11.4443, Identity Metric: 0.6951\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 16/20, Prior Loss: 1.1563, Opt Loss: 11.4418: 100%|██████████| 98/98 [00:23<00:00, 4.21it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 16/20, Avg Prior Loss: 1.1563, Avg Opt Loss: 11.4418, Identity Metric: 0.6959\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 17/20, Prior Loss: 1.1554, Opt Loss: 11.5603: 100%|██████████| 98/98 [00:23<00:00, 4.20it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 17/20, Avg Prior Loss: 1.1554, Avg Opt Loss: 11.5603, Identity Metric: 0.6991\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 18/20, Prior Loss: 1.1566, Opt Loss: 10.3055: 100%|██████████| 98/98 [00:23<00:00, 4.23it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 18/20, Avg Prior Loss: 1.1566, Avg Opt Loss: 10.3055, Identity Metric: 0.6981\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 19/20, Prior Loss: 1.1483, Opt Loss: 10.6372: 100%|██████████| 98/98 [00:23<00:00, 4.23it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 19/20, Avg Prior Loss: 1.1483, Avg Opt Loss: 10.6372, Identity Metric: 0.7043\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Epoch 20/20, Prior Loss: 1.1515, Opt Loss: 9.7126: 100%|██████████| 98/98 [00:23<00:00, 4.20it/s] " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 20/20, Avg Prior Loss: 1.1515, Avg Opt Loss: 9.7126, Identity Metric: 0.7013\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" ] } ], @@ -839,15 +1176,26 @@ "# Train the canonicalization network using prior regularization and optimization specific loss\n", "\n", "# Define the optimizer\n", - "optimizer = torch.optim.Adam(canonicalization_network.parameters(), lr=0.003)\n", + "optimizer = torch.optim.Adam(canonicalization_network.parameters(), lr=0.002)\n", + "\n", + "# Set the canonicalizer to training mode\n", + "canonicalizer.train()\n", + "\n", + "# Set weights for the losses\n", + "prior_regularization_weight = 100\n", + "optimization_specific_loss_weight = 0.1\n", "\n", "# Define the training loop\n", - "num_epochs = 50\n", + "num_epochs = 20\n", "for epoch in range(num_epochs):\n", - " # Use tqdm to visualize the progress\n", - " # and loop over the data loader\n", + " # Initialize tqdm with an initial description\n", + " train_loader_tqdm = tqdm(train_loader, desc=f\"Epoch {epoch+1}/{num_epochs}\")\n", + "\n", " identity_metric = 0\n", - " for image, _ in tqdm(data_loader):\n", + " total_prior_loss = 0 # To track the total prior regularization loss for averaging\n", + " total_optimization_specific_loss = 0 # To track the total optimization specific loss for averaging\n", + " \n", + " for image, _ in train_loader_tqdm:\n", " # Zero the gradients\n", " optimizer.zero_grad()\n", " \n", @@ -857,8 +1205,11 @@ " # Get the prior regularization loss\n", " prior_loss = canonicalizer.get_prior_regularization_loss()\n", " \n", + " # Get the optimization specific loss\n", + " optimization_specific_loss = canonicalizer.get_optimization_specific_loss()\n", + " \n", " # Combine the losses\n", - " loss = prior_loss + 10 * canonicalizer.get_optimization_specific_loss()\n", + " loss = prior_regularization_weight * prior_loss + optimization_specific_loss_weight * optimization_specific_loss\n", " \n", " # Backpropagate the gradients\n", " loss.backward()\n", @@ -866,24 +1217,34 @@ " # Optimize\n", " optimizer.step()\n", " \n", - " # Update the running average of identity metric\n", + " # Update the running average of identity metric and loss totals\n", " identity_metric += canonicalizer.get_identity_metric()\n", + " total_prior_loss += prior_loss.item()\n", + " total_optimization_specific_loss += optimization_specific_loss.item()\n", + "\n", + " # Update tqdm description with current losses\n", + " train_loader_tqdm.set_description(f\"Epoch {epoch+1}/{num_epochs}, \\\n", + " Prior Loss: {total_prior_loss/(train_loader_tqdm.n + 1):.4f}, \\\n", + " Opt Loss: {total_optimization_specific_loss/(train_loader_tqdm.n + 1):.4f}\")\n", " \n", - " # Get the average identity metric\n", - " identity_metric /= len(data_loader)\n", - " \n", - " # Print the identity metric\n", - " print(f\"Epoch {epoch+1}/{num_epochs}, : Identity metric = {identity_metric:.4f}\")" + " # Calculate and print the average losses and identity metric over the epoch\n", + " avg_prior_loss = total_prior_loss / len(train_loader)\n", + " avg_optimization_specific_loss = total_optimization_specific_loss / len(train_loader)\n", + " identity_metric /= len(train_loader)\n", + " print(f\"Epoch {epoch+1}/{num_epochs}, Avg Prior Loss: {avg_prior_loss:.4f}, \\\n", + " Avg Opt Loss: {avg_optimization_specific_loss:.4f}, Identity Metric: {identity_metric:.4f}\")\n", + "\n", + " " ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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MNPBSx2+9G63Q+JA0Lr1X3pdX7Wv6g2X+6n5RWDuKoxPu2X98Yptk+/vcBqSpHcuP/acmdvfWLZr75PGhiQ0G3LokSex1lI7VxA/eo+GvxTPSmJPm92TC916W2eZfTs4dAGrSwe60uUDh9i07I6Sa8zNeHvAueL9tP29/+4TmMk3FzjZvSn/5hW0qj88dC4aCN27PR7aJPRrxBi2zQtnZtTY4AHD9hrV0uXb9Os3tktkJv/udFU4AwHzOhRbl3O7JVs4bwmxPs7kqz47LBBiLz7f4P9EvBSGEEAEVBSGEEAEVBSGEEAEVBSGEEAEVBSGEEIGF1Ue97gqNdzpWEZG3uLomy0kNirhKZEYGUhQFz11ZsefGBloAwKmnDOlaa46qdqwrOnbZXn/9FZp7vG+HjEzGfEBIlvFX7Ptte26DZW4xceO2Hfxx++4NmnuZ2Afs7VqVEQA8fPDAxFJHknPtMldwvP5v/7WJtZ29UlVWwVE7Ngg5GV6z5AxZelGK0lGUkDg792dxu3+rhKtPanLcxFGcbWxYFc1XD7mVRJbxc+t07Hn0+o5dzcBantz7lFupNOSedTpWyQMAB6dcGTg8PTGxJ0+skg3gqp3bt2/R3KvEYmfuDMsaEouK2rEzGZFcAKiIoqzdWqG5bN0a5wPnbL9FXNW2CPqlIIQQIqCiIIQQIqCiIIQQIqCiIIQQIrBwo7nT4V7/vV7bxJqG+973uja32+aNxoLYVEynvEGbEvuAesrtGrKMXzKzKo9jnluQ18pHxJYD4E251WW7DgCQtPgaT6akwRTxBuWHb9mG9+XrfC7EpSvWxuNpl1/zzYtvm9j73+ezCTbIvAkAQG2bZ2djfp/GpOGXOK/5Mw8KZinxx+CJHNjntNv8/rI9EnX4NWXMI7/Fm4dVaZ+LieP1323zz0vJc3HhwgrNnU6t7cTBIW/8prndu8tL9pkAgFbMZ6vsxPYGezYXb775hon9+b/6c5obp/aeHhzw68hSK6i5fMkKNQDgs8+tKAMAHn5h575cv8qvuW7susWOf1CXNO7PHUHNIuiXghBCiICKghBCiICKghBCiICKghBCiICKghBCiMDC6qMm4oqiurZ1pS74q+Kd1Co1Bo5So0ssMYqC204cHNsBH9s7T2huUfJjbGxYFUA9493+//Fff2JiH3/8Cc1lg2EuXuQWDD2iVAKAJLfnvLLCcy9fsseOK37N87F9Hb9whtOcEZHQtOHbpyJqEQBo5lZ9lMZ8cEwMu9+ylCvVWi17jIaoN/4Y5s6+KciQHW++SU3+ofSsVHJreRIRmwQAaBGrmAF3TEFGnkEAyDp239QJVzBtP7bWLY8f2aFIAACiRPS+H8qSf8csr1m7je//0KqMAOCdd9+1n9fi61aUNt7rr9DcS+tWwbfU589glvE9PZ7bPXk24YrKMVmjlR7/vKYhqrR64a92g34pCCGECKgoCCGECKgoCCGECKgoCCGECKgoCCGECCzeonZ8NybEj6gVc4+WOLI1aOx433S71s/jYH+P5pZEGUJmbTz7vAn3THn44LGJPbjPFUxffvmVibmDVYiap6y4Mma98oYTWSnJ5gb3XWm3rUJha8ueLwD0l1btZ5GBNQDQ6dgFTZwBMWzwDACkxLuoTYY0AUCT2DUaDrkahg1WaTnDe16Uvd0TGj87tQquuaOuYd417NwBYDqzx/j443s0d2vbPhdEWAMAuHP3Lo0fnlvlz9MnfP8/vP/IxB7vWQUgAAxPrVJpdYnf87zmSpxOz+6bfp/7hEWpzS3JcCMAqIkXl+dxFRGDLao8A9Buc+lXllul5WTKj3E+tt9pgyX+vcGGdk0mXNW2CPqlIIQQIqCiIIQQIqCiIIQQIqCiIIQQIvAc70LzzlVOGpOxYzHQNLZZ0zT8uD3SaE5zfroxsVUYDOyr8QBQVrwJ+HTbDsY4OOSv7r/22mv2uI49xGhkG5GA01x0hgjlLbsWN27coLnDoR2Acu4MJJmQV+yLggsKisLe04PDA5q73Nug8U5mG3BOPxRJYu+115RNUxvPnWFKL8onH3/mfLb9HH8v2Ptw7/PPae79L780sc0LXFyAyD6DJ2d8yMrj7d/SeFXafZrnXDBwdmLv++kx3ws1afIOSi4C6BFBBQBMycCgTz7h63b91kv2uD3elN7Z3zGxZs6FL6dde24zYj8D+IO8Wi1m6cNzS/K8seFeALBHriMhQ5oWRb8UhBBCBFQUhBBCBFQUhBBCBFQUhBBCBFQUhBBCBJ5DosFVKSnptJdTrnxoiBVEp2OVNQCQt60u5c03v8ePC9up//TTj2nu1mNrZwEA43OrDLl08QLNvXz5kol59hB7e9aCYDjidg2NM0Tm1p3LJnbx0grN3T/YNbE05xqfk1OrGBlOuMLn6MQeI3GOe+UCHyK01Lb3unRm4STEEqPT4QOZmNLIUzW9KNdv8L3QJkOiOh3H5iCztiBXr9vhLQDwwdAq3F597W2a+/iJvY9/87cf0dz9g1MaP9g+MbHdbWtnAQDjid3TxYwr3GKiOBwn/Luk5VhXNJHdJDPHHuLhF1/a/+8MgxqdW8XVUscZHEXseI6PuLXHhau3afz0zCoDd3f2ae6tm3dMzBFqotWy+2pllQ/kWQT9UhBCCBFQURBCCBFQURBCCBFQURBCCBFYuNFclryxU1fMU593RCJiR7G+tkZzp3NrR9Fu8QYee6O7k3PP9kGXN7PWV5ZNbG/PesEDwC//3vrMRwlvEuekudof2M8CgEtXbEMZAN778AN7jGXeSDoZnZhYd8Cb+VPi+186TbnJ3IoHDo/5Gp8NuZXIxRUbi4lI4Fnc7qHM+ROGtcYTt9XMm5xfx/dee2XhXM+Og9lffPjB+zS317H7KXXmlJS1XZjrt6/RXE8EcHbBNsy3d3hj/3e/sw3aUcEtHyZjK6rY3t2mucNTfm5xShrNNbfgSHJrR3KJCEMAYHXdNvnv3LpJc1+6dsXEHj6w1jgAMKv4RmU7/cHTpzT3hzNrQdOAfwcP+vY+Xb/mWKIsgH4pCCGECKgoCCGECKgoCCGECKgoCCGECKgoCCGECCysPqprruYoyRANOLk5GUjSJcMrAADR4vVqXlq1i6fOufvaqzT+0svWVqB2VATnY6sMyNr8OmJiXTE658N0xjOuqFglCq28xZU/iKy6Zl7woS9pbs+t7VhJZGTgSsdRciUJU6QBDVEERRHfKwlRqkVk/wB8yJI3vCki67MInsUAfy68zyb7yTsue6xivj/qxh53NOVqoI0239Nv/uAdE/vJX3O7mozc306bD7Vi9i9NzRVnbWfIzuoaUSVFfE9fumQVfB9++B7NLUq7nj1nT7Pvo7UNbn3ydPeExk+G1iqjdp6Vkmy4+Yyr+nod+13QaTvXsQD6pSCEECKgoiCEECKgoiCEECKgoiCEECLwHI1m3uSaz2xDKyWNv2fYGkSbbwC6xKd+Qhq8ADCv7TnUKT9u4jSzWqm1gugk/LV71jDtLfFG22hiX/O/9/nnNHc656+xR8SagTVXAT5zgPn4A0BGGs1NzO064sSufYfcIwDoDxxf/OeYchCTeQos5uE1ml+UquLN0YoILbxeNrO/SFJuXUEvteHPYCu397dF7i0AdJ15AT/76U9N7Ne/+g3NTYg44M4tbqtx6RJpxjrigqtXrZUEANy9a2cL7DhWGY8ePTSxTz+5R3Nj8lxdXOe2O30ichgO+ffR3/+Gz3LZ3jsxsTTnz1Ca2uZxlvFc9liVJV9jcliDfikIIYQIqCgIIYQIqCgIIYQIqCgIIYQIqCgIIYQILKw+8tQcZUUUEVwkgYK0yb3hPWlsFRXuOZDX5itHATJzFBwROXbi2HU0ZFxGPOe2AkVjry/K+MklGVeiMDlL5VgFsCEyy8t8qA97dX9a8r8TSmKVURT83sWOuoSpPdxROM+hNKrJWryonYWHu/eIVYKn9mrIfkqcvcAuP6p5LtsL3vo1zv7/4sEfTGx/lw+AaZMBQH1itQAAt65bVdIys60AcPP2dRpfX181sStXN2nu5ctW7XR+bu0lAOB4f8/EKjLcCwBGw5GJHRye0dzdg1Man5X2+W456rOoIUo18p0IADMykGc64dexiPuFfikIIYQIqCgIIYQIqCgIIYQIqCgIIYQILNxojh07iunENjnyhOfmqX1Nezgc8hMjzbrOEu+SxOQy0oS/5j+fch92pKQJ6q1OQ3Id24kotgdhIygAwOkjAqQBXTktWtYQnU25L/6gb609Wi0be3Zgew5sjgUANOANaMDe/2+iHcyayt94o9lp3BakeRwXvJmbZvYYqTdPgdzHmOwlAGhIw78hzUcAmDkigItXLpnY/hG3kuh07R6ZObYKXz7ZMrE3N16huUj4PZuV9oGZkwY/ACqeyFvcHuLSRXvNd65zq42G2Pw83TukuV2yPgBQVUc26IhZamKr4lkCJcSCY/+An9vKBrcj+Yfol4IQQoiAioIQQoiAioIQQoiAioIQQoiAioIQQojAwuqjgigAAD74hA0TAYDZzKpV2h0+9CZv29fmY2dwDogIxlNLJeDnlpD6WDt+HUwvULsqAht3cx0lSkTUXJ6NAVujufPq/tGhff1/ZY0rNVpkGEjq2HI0ns8JWzmi5ALwzciSvkGSlFsMxKl9Lirv5IkziWdXErNk57liOyEqueKsArej+Dd/8Rcm9t6H36O5nZ61qbh+7XWau31orTKOTx7RXDjqqpoo3xrn+Y4zqzosneFVXbKnmWUKAMSxjScpzz08tPYZAL9P3l/lTDE4GduBXQAQRfZ5G51xVefLzuctck5CCCH+GaKiIIQQIqCiIIQQIqCiIIQQIqCiIIQQIrCw+shTsGTEr6R2THzKwh7DE5kkRF0Tx84QGja8xZlBw3xCAK7w8VRCzFendj6QrVvhqCHYvKJn50GGCDm5SWKvb2VlyTmwPYhrGUSWginPACBxlCGgg2q+ZTIjB+ZFBPD18nyXWLgi9wCgVlxoHKUW20/eAKSq4vt/c9MOrVka8M+bz+05r62v09zh1A6cORvx59gbTsT2XkW8gQC+JwvnuysiHkXe90NZ2CFaly5Z7yQA2NzgA4B2jqwPVK/H/dzYQKbhyA76AYCMnPJs7hisLYB+KQghhAioKAghhAioKAghhAioKAghhAgs3GhunEbqbGobWnOneRbTwSHOB9JmHW/2VWRqTeIM+pnN+XWwxk7k9LWZjUeeO0N95rZBNSMxAKhqpwnOGttOo21MXoUfj/nAlYo0z7p9bjsSM6sNr6Hq3VSnWftdJiONyemM398ksWtbOYoBNrRpPuPN4zlpNHc63K7EEwccHtoBMMX8hOZmubXK8EQZ88I+m7WnknD2B4uWzpAdNmTKs+hptex1tLzneGabvKurqzTXa0D/9t5jE/OeITaox2vEF3NrV1N5njkLoF8KQgghAioKQgghAioKQgghAioKQgghAioKQgghAs8xZMdR/hTEKqHhyoCSDI7o9bjapd2xr3/PS8dKgsWdgR1xytUFeYspQ2gqHQwTOVKluiIWHN5gGWfABztyQtQpzw5hjzF31BejoR3E0UR2gAoANMS6JPHW2LMjYdf93XC5QOmovVIy1CV2lDHjqbVbWO5zlRBT7SDiz2CWW1VK5TwrM2cA0snZsYnVJR/UsrJiPy+KHFuNuVW+zYliEQAqMpAKAOLYrkVRcoUXVUk6QpyY7F9PtFOyZ8h5XleW+DPUIkq14cgqhwDglAzJeeXmRZo7ndqHKCZWJIuiXwpCCCECKgpCCCECKgpCCCECKgpCCCECCzeaR+e8IdJt21fFY8dP/+z80MTaXcdWgbzSXTqNnZo0MBunaZWk/FXxhtRHd7YA6Y7Wzuex1/8zp9kde7YR5LJTx/d9aWnZxLae2NfrAWB0bi0x2m3eBByPbePKayh7Tffv8t8gj57s0HhK5lckKb9+Zs0wcSxI+uS5cJxbMCU2F6mzzz37i37f7ps5aWACQLttG6l5zk8uI3uklfBGbJbyc6tr21SOY/5dkOX28yJnnzaNjQ+H9pkAgOnEnoP3rCz3rEUFAHSJrcbeKf+8X/zyNyb2zqu3aW6e2uPOCr6vFuG7+5QKIYT4xlFREEIIEVBREEIIEVBREEIIEVBREEIIEVhYfTQlFhUAsLzUN7GaDG/x8IbTsFfTR0M76AIAajLUJyaqkP8b7PV4R+xEz9kblsFgipVnJ8FrdBSR1/Gdc2PxsuDKqJ2dfftZsPcTADqdKya25LzO7w1y4X4D3w2fiwkZXgQA52P7XHh7YUaG77ScwSkdMshmNrM2GQBwdGQH5IzHXC1YFPwYXz2294YNYQKAw2MbPxlyW4WjI6KCibji0BucU9X2nFNn3UDsWDybi7K06qGZk9xpW2WUt8/Z4CUA6JPBOeM5t6D54uGXJvZoe4/mvvm9OyZ2PuH7dRH0S0EIIURARUEIIURARUEIIURARUEIIURg4W6s20glfRnqPQ5geHZmYvPNdZrL5gKcO80+Ni+gQ5o6AIBk8evwLpmthbc+7DqaxrHEILMXACCJbdMRji/+5Nw25cYjLhIYjex6TiY8d7Buz6Hf501pv3X83WgqM9559w0aH53bZiWbUwHwhnC/a+eGAEBC1qqY88bvnDSPt7e3aa53C1JiwTBzGs1HQ/scH4/4NR8fszkNvNn9+f3f03i7ZZ+Xt995k+bmuW0IP48IJCezKQAgJYfInGb3/oEVcABARRrb1y9foLmf/eHExD6694DmvnTX2l+kzryVRdAvBSGEEAEVBSGEEAEVBSGEEAEVBSGEEAEVBSGEEIGo8aQwQggh/tmhXwpCCCECKgpCCCECKgpCCCECKgpCCCECKgpCCCECKgpCCCECKgpCCCECKgpCCCECKgpCCCECKgpCCCECKgpCCCECKgpCCCECKgpCCCECKgpCCCECKgpCCCEC6aKJv/75f6fx1vJFE/uPf8lzf/LTn5vYK3dfprmT0cjE/sUP36C5//KHb5rY+PyM5pY1v+STcWlieydHNPfKtU0Tm8+nNPej335MciOaG6c9J56b2OrqKs1l4zGyNKO53d7AxLYe79DcuqpN7OVX+L27fvUKjae5vY7KGedxPhmb2NraGs3t9/sm1uvxa15J+Nq/KGy9o+g5PsMu6/8+sA2NGrtHAeD39+09+/g3n9Lc4SGPbz25b2Lf+947NPett2z86tUbNBeN/bvzr/7qxzQ1y/n1vfTSbRNbX1+nufP5nMRmNJfdpunU7jsAQGVvyGTMc/OUf8dcvmC/K7efbNHcBw8emtiN23dobtbqmtj+If/u+vf/7j/Q+D9EvxSEEEIEVBSEEEIEVBSEEEIEVBSEEEIEFm40lzVvCK5ktlvz9msv0dyf//xvTWxrZ5/mXlhZMrHNjQ2aWxSFiVUlb1rNKxqmsCYiAMSxraXtTofm/vCHPzSxNLGNIQB49GiPxpPnaDQfHhyY2HTKm+DlzDbgMqdJVsIu3GhoxQAAsLtnzwEA8tw2fydOE3BO7t/Z2ZDm1rXt1va6bZr7Z+9xscK3D7v3+G4ERkSU4TVX2x2+Lv2+FTl0+zy307P7EeDPG9EnIE74lXgNeva8ec8mizupAPm4OE6cc7DJbM0AIIv5M8SuI89bNHewZL//UufZZMvmrc8i6JeCEEKIgIqCEEKIgIqCEEKIgIqCEEKIwMKN5tqpH5OhfXP4xuULNPf2rZsm9tmX/A3abm7fFixK3iVmjcaJ01zt9HiDds76Ms6LqSVpgkYRb+y0u7YZFUe8mRWBn/Pm2rKJvfqaXUsAeLJlj31yckpz87Z9o7ko+UVPp7Zxee3aNZp75zZ/u7Ws7LqdT/g1T+ZWPJCmfN0qsi/YZ33XYfsc4A34yWRCc29c4m8CA7ZZnRIRCQCQfimNAfxZqWp7b58le693W7xGalXZvcAavABv0HrtfPZxXlO6P7Bv2D/7QBtib2B7eK3jorBr3G5zkcAi6JeCEEKIgIqCEEKIgIqCEEKIgIqCEEKIgIqCEEKIwMLqI8/3fl5aVUqrxbvvH77/rontHv1PmjsmFgyn59y/PCX2Ce2O8/r4gL+aPppbFVVTc7VTQbwy0mzxV9uLgituZhW3cShqa+8xn3OlxnRqjzGbcfXRnKg9zif8HJrKSifaZN0BoNvma9E0zCqAqyTOzu39T51ZCB1iMcJUL98tmF2Dp76z8W6X267kOX+O+z37XGQJV9ecndn9tLS0QnPJOAXMS664SWPPVsbe99idi2H3tKdUYuqjquTKqFZmrT0i77gNfzbrwt4n7zKWyP2onXNrIrvIPef+L4J+KQghhAioKAghhAioKAghhAioKAghhAgs3GgeT/lr83VhOyWzgjdglpesrcKgz2cL7OzZpvKJ46fP3rH3vMdJzwoAUNekMenkRqSxk6W8sR0Tb/Uk4Q3DvM0bt0lum0ZNw3NZY7vft+sOAFlmLT9aLd6ULkhjuyBWFACQOr74zN1j6jSEOy17fbMZb9Cz5mDq+S58VyC2KayhDAAV2buR07Tt9XgDMmrsHkmzxfdY5cxboWfs3Js45nuBzV/wmu503Rpn1gPZv7XTBEdKnvmEf8fkJBcAhqdWzJI6X0iDnv1erJ3nqiHrGbmN+K/nO/7kCCGE+CZRURBCCBFQURBCCBFQURBCCBFQURBCCBFYWH2UOIoBNvjEGxwxHltFkfcKOnu1fWeHD+Q5OTkxsV6Ln+/MOTcWzxwFU0RUAN4AGKoBcFQEsWMrkBMLDbY+ANDKrQrKU3jlrTUTqz/7guZOyDCc3LG58OIlGRLjzCkBiJolTflxi8KqSJI/YsjItwKyRxpnyA57huqK52aOHQtVqDk3p8sGRyX8eSuJlUri7nMeL8kQJe87hg3Z8YiofQa/joqsZ5J7X5+O8ofcJ28AUJ5bW42EPNsAMCPXXFTeSJ6vR78UhBBCBFQUhBBCBFQUhBBCBFQUhBBCBBZuNLPGBwB02jbebpym6761qZhMuH1GTKwk9g/2ae7urm1A3719g+ZWns8+aQJlzjWzxp7XPCMjBGhjFPCbg+ekQX98dERzt8laTMcjmnv5yism5jcBbZPXayg7fXTE5B8Scp+f8TzzEEjD0DuJ7wz2/CvPp581oN1eJ29AshkJTcS/HlY3LpiYt29icmpebpot3nR9nvvriTIqYsdTkaY24FnQ8LX07UjsYvA7CuQt21RuPIFKbdctzz0Fx9ejXwpCCCECKgpCCCECKgpCCCECKgpCCCECKgpCCCECC6uPNtc3abwqrP1BnPDXsVvEeoBZHwBARVQS6+tW9QAAZUFqG+nIA/5r5QUZ4JJmXH1UzWcmFjlDP5KIxNlAHwDTIVdi/bef/tjEDvdPaO5oZFVJU0fh9eab3zexV97+kObWqb13nqFATAadAEBDbBPI/JRncSK0aBz1zZyouSpHyQJwxdQ/Gc5aMQlXBMcGorB3YjbnA4mSbIPG19ZtfDiyqjcAqIl1hWvBQRR13qArR5SEmGwG7zlO6N+5/APn5JmtHNVb5Q31IbD1AYDx6NzESkeJuL62bmLnE/u9A3D1WeZ8dy2CfikIIYQIqCgIIYQIqCgIIYQIqCgIIYQILN5o3rCNDwB4uvXIxCL2bjscr3Kn65SQXDaPAQDi2DYPT0+5tcPjJ1s0PpzaJs7qJm9sZ6mdT5A78xRaZCbDyPE6T2p+jFtXr9ljHFtbAgB4dGDj0wn3nt99ai0x3nrfsa5o7HVExPoCACKnkR6TRrPXlM7JVkkcv/2msp8XkXkMfwzUSuI5YXM4GscqgT0VkdMkz1PSVGQCBwCn5/wZapNvAiYMAfh1JJ6vBmmCx564wPk2ash+impHMECercg7N7L2TcZPrqztM1RXXFCDiJ/boGtnVlSN96ww6wrePE7I/Sgcy5xF0C8FIYQQARUFIYQQARUFIYQQARUFIYQQARUFIYQQgYXVR+0O73yzYQ7zir+63RBFROwolVqpzb24sUxz19eWTKw/6NHc2FHMzIZWrfT0KVcqHR0dm9iNG7dp7uVLl03s/v2HNHdr6wmNs0k9I+eV94TYUWxe5NYGd1562cSYsgTgNgaJYzXgDXKpiTKkdnLdST2ElCi/vOt4UbxrYp/zPEol7zTZcCZPUJWRPZ1m/NGuHFXKuLCqpGLG99jamt1P3l5gw6sqokgCgIbZ1QDIiJqnk3PlTz213z2e+qgii9xEzoAwsmypc83uM0TUTokjuUqJarHyVFRkYzgCx4XQLwUhhBABFQUhhBABFQUhhBABFQUhhBABFQUhhBCBhdVHaep0vklbvnAGR5SlVTNUFR8GcmVz1cTef+d1mjsYdEysv2x9RgDg6s2bNN5bXzOxzPEz+sXf/crEfvzj/0xz0VjlxMnxkKZOZtyXJiIqhzTharB2y67F99/ng3N+9Kd/YmIPn1g/JACYlfbzZnN+nxE5qiSikmADYv53tokk3hQWosqIvUkuL4irKCHqmrLi1xQzzyDmBwaumBkN+f6YTO0zVDsqo3nBfbCiysa9ATCTCfk8RxrFFDftnHsqpQ1fi52tXft5Jb+OYmoHSvW69pkAuPIxcqY+5eSc+13rgQYAqTNkbH//wMS6Hcc/iRA7zxVTgBZTvj4Lfc4L/08hhBD/36GiIIQQIqCiIIQQIqCiIIQQIrBwo3nqNEGnc9s8zlu8eZKSRlvsWGKsLFmbitgZHHJ8uG9iy06jeTzh1/HosbW0OD48pLk7O9smVs55Y+eQNJeaijdMRxPegG5IM7/T5TYeCXk9fu/giOb+/O8+MrHlzU2a2+/aexqzd/8BxE6DPq7t/avnfMgIa7R6lgDcgeKbHbLj+VHQ5nnJrylNrejAG07DopXzrEzG5yZWOCKAKWkSA0A3t9fhCS3Ygs8dS4wj8gzt7drGMQDsPP6KxkdDOzhqPuXPcUMa5kuO5c0mEbNccCxhbt68Y2L5dW5t49mRTGdk7Rv+DPUHdg/Fzv6PSDyOHRHIAuiXghBCiICKghBCiICKghBCiICKghBCiICKghBCiMDC6qPHzgCY4ch21FdX+jR3QCwY7ly2Q2gAgOkePOXEV1tfmNj+Hlc4nBJLAAAYTWy3f2XZWl8AwOqKHepTERUWALRieyUx+Gv+R0P+2vzhqVUwlTVXF5zP7Gv+H338Oc3d2rVrsXmFX8fGur3mqxf4+qTO4KR7n/7WxJYHVgECAHfJACDPPmUysdc8de7zD99/l8a/Dm/ACdPDFc6MnZgco/bUR2QAzNKAW5usr1qlXeEMYUod+492Zv8+PD60w6QAoJjaY49Oz2jur//+lya2+9Sq9wAgcoYTXSWDqi5cuEBz5+Q53Np6THOPyDl3iGUOAEzIcUcTq/oCgNgZ1HM2tOrCc0fVtrlpry9KeG5MrFKY0m1R9EtBCCFEQEVBCCFEQEVBCCFEQEVBCCFEYOFG88E+bzpVxLfd6Z3QmQwvv8xfFT8bjkxsaYlbV9z50Y9MbDrnjcZHO7wBvXbRNnkvXbpEc8/P7Wv3n9/7lOZmpIGXObMQutEKjZ9VZLaA00haXrWv6S+t8Ff353PbEDs64c2z4xPbJNvf5zYgaLjlx/6eFSvcvXWL5j7dstYcgwG//2zOgmc1gfd5+EUpCvs5bN4AAKTEgiRveFOSzSfotLl9zO1bdkZINecP4VLfsVVo28/b3z6huUxTsbPNvx++/MI2lcfnfH80BbeuOB/ZhvBoZL8fAL7GO7t7NPfadftcXLt+neZ2yeyE3//+9zR37li3FDMbb+X8OWZ7OiZzVQCgKpnc4cVtXvRLQQghREBFQQghREBFQQghREBFQQghREBFQQghRGBh9VG3s0zjnY5VROQtrq7JcquIiJzBOex19ZJ22YGVlRUTowMtAJw6ypCsa605qpqrJNodu2xvvPEqzT05sKqM6djaMgBAlvFX7Acdq7rpL3F7iBu3rZrr9t0bNPfK1WsmtrfLB/18cf++iWWOZcK1y/a4APDGv/3XJtZ29kpVkYE8fJoO8sweY8kZsvSieGomtifZuT+L22NUCVefNOQY3pChjXWrovkq41YSWcbPrUP2dK/v2NUMrOXJZ/f+QHMbcs86HW7ncnDKlYGjM6v2e+pYZTDVzu3bt2ju1StXTcwbTjQc2eeirvn+HxHlJACURKnZbq3QXLZutWMDMq/J3oxe/O99/VIQQggRUFEQQggRUFEQQggRUFEQQggRWLjR3On0aLzXY7MBeFOu17W5nTZvtBXEpmI65Q3aNLPHaMhcAQDISC4AJKRpmpBZCABQEl//83P+in6/bxueK0t8nkLa5o298YQ0ByN+HR++9YqJXb6+TnMvX71oYk+7fEvcuPCOib3/no0BwAaZNwEAEekTD8ksBAA4n1mhQeK85s9GEnj3+UXxrAuYrUK7ze8v2yNRxa8pT4lHfs73Y1XZ404cr/9Oi39emtljX7iwQnOnU2s7cXD4lB83t83RJceupBVfofFdMi9gSGYTAMAbb7xuYn/+r/6c5sapfa4OnevIUiuouXSRn+/nf7DzXQDg4RcPTax7hR+jbuy6se8oAOjkVqAyJjMvFkW/FIQQQgRUFIQQQgRUFIQQQgRUFIQQQgRUFIQQQgQWVh8hcoaWEKVRVXB7iA4ZDDNwlBqdzHbai4J31I9O7Wvw2zt2oAsAFCU/xnrbqgCaOa+Z/+O//sTEfv/7j2kuGwxz4QJXX/SJfQAAxJlVYq2uctuRK5ftMWLHrqOYWAVHSawYAGBIREKzhm+fKnGmLE2t/CiN+eCYGPacU8cSgql9mE3AH8Pc2TcFUaJ5800qoigpa37cTkIsT4hNAgC0yDO4xJ0kkBG1FADkXbtv6hOuDNt+aocrPX7EBy41ZO9VHX7NTNUHAIMVq3x89wdWZQQA77z7rj2HnN+Qggyv6g24fczFVRtfGvBnMMv4nh7P7f0bTrntzqS0a7Hcc1R9kb2nEdlri6JfCkIIIQIqCkIIIQIqCkIIIQIqCkIIIQIqCkIIIQLPoT7i4fHE+q60yKALAIjJ4IeJ433T7Vr5xMH+Hs0tiTLEOQWMJ3wAxsMHj03swX2uYHr48EsTcwerkOEsbNgGAGw0XLWQZlZds7HOPVPabatQ2Nr6iuYOltdMLCMDawCg07ELGjtqIG8YUka8pNo5v+YmsWt0dsbvHfcf4sd9Ufb3rMINAIbknGZkQBQAxBHx13I26nRmVTuffPIZzX381A6nKR0F1J27d2n8aGz36dOnfP9/ef+RiW3tn9Dc4emRia0MnCFcNf8u6HTtuvX73IstSm1uWfP9WNd2kcqCq+/Yd5enlmq3+bCsLLfP8XjKlYHnY6tKGizxmzod2z04mcj7SAghxDeAioIQQoiAioIQQoiAioIQQojAH91ozkizMfLe8yeNNs+OoEcazWnOT5ccFv0+H1jj2Vw8efrAxPYPDmjua6+9ZmIlaSgDwHBoB5IAvLnoNd0HmW1c3bhxg+aORta64nzEG7QTIhIoCn6ji8I2fg8P+fosd/lQn25OGozOvkoSe6+9pmya2nhGYn8Mn3zMm7ysye2JDthgmHuff05z73/5pYltXrjKTy6y63pyxu0TtnY+ovGysPs0y5w9fWotLU6P+V6oiF1Dr82tJHot3qCdTe3AoI+d+3Ht5h173B5vSh/s2wZ9M+fDsk6IcKFNGscAkGX8e6rVIvmOVUxBLDHmRHwAALt7OyYWewOpFkC/FIQQQgRUFIQQQgRUFIQQQgRUFIQQQgRUFIQQQgQWVx95ByCd9mrOu+RNbTvqnQ5XHKTE/uDNN/lgjQZW7XHv3ic098nWFo2Pz61C5+KFTZp76dJFE8sdu4a9PWvNcTbkaqCGDCECgFt3LttzuMwVHAeH9vNSZ8jIyalVjAwnXLVzeGyPkTjHvbzJlV9LbasoI04Dz44dW1lSp8PVHjnZg9/siB3g+o0LNM4G/Hh7Osvs/b16nSu1Phhahdsrr75Fc7fI0Ju/+VuuMjo4ZGo4YP/psYntbVvrFwAYT+weK2Z8T0fE0WXsDGFqD/i+qcnzPZtyi4mHX3xJovxrbkSe+UGb7//y3CqgTo5PaO6Fq7dp/PTMrv3uzj7NvUVUVN7cqFbL7qvlFT7IaxH0S0EIIURARUEIIURARUEIIURARUEIIURg4UazZ+PQ1MwbnXdEIuJHsbZqPf0BYDKzdhRt9po4gISUto7T+O13bLMTANaW7RyCg4MTmvurX/6NiUUJ94jPSXO117efBQCXrtiGMgC89+EHJtYn5wsAp+fW97874Nc8LawgoGx4s3sytxYch8d8jc+GXGhwccXGYtaJBP9rJXP+hGGtwbjhxwXxxV+E1159ZeHchG1IcPuLDz94n+Z22/Y+pGQeBQCUjY1fv32N5l69yBvNp5v2Xm7v8Oftd7+zdh2jgtvHTIhFxQ6xZQCA0RlvjsapvZczZ0ZCklv7i8vOc7WyZr977ty6SXNfumbnl3z5xRc0d1bxRjrbkQ+ePqW5P5jZ560Bb64P+vY+Xb/mWKIsgH4pCCGECKgoCCGECKgoCCGECKgoCCGECKgoCCGECCysPqodP4KyIqqkiis/2OCTbpdbAjRk+gpTLwFAUVm1S2+JKxnuvvYqjb/0srUVaGqu9hid20EcWZtfR5JZVQf7/wBwPuWKilWikshbXPnDJg7NC64cS4jtQpsMEwGALLfH6HT58JKEDF4CgIaq0vi+Ii4XyMhAG4APWfqm8SwG+JAoT31H/gbzjksULI2jqGoae9zRlKuB1lt8sV7/k7dN7Kc/44N62GCtTptbVGSZVeUxuxsA6LS4Sm5llTzLEVfiXLpklUYffPAezS1K+7z1nD3NVGtrG9z65MmOtQwBgJOhfe5r51kpyb7yhuz0OnaNO23nOhZAvxSEEEIEVBSEEEIEVBSEEEIEVBSEEEIEFm40e02uObGjSFmXEAAzJIhjXpe6xKd+OuGNr1ll403Gm8RpzhvCeWqbXN2EN6s3SHewv8xzRxP7mv9nf/gDzZ0R2wkAiEjTPXbWmM0cYD7+AJDmtkHl2XXEiX3tvu00u/sD3uRijWZvp7B94e0V+lleZ/gFqRzxRF3bBnzqNMSTxO7J1Nmn9P42XIjQyu39bZF7CwC9Dt8LP//rvzaxX//qNzQ3ieza3r7JbRUuX7azR0D+PwBcI1YSAHD3rp0tsL2zTXMfPXpoYp9+co/mxqR5fHGNzynpk3s6HNpnAgB++Vs+y2V778TEmBAFANLUxrOM246gsXulLPka87v/j9EvBSGEEAEVBSGEEAEVBSGEEAEVBSGEEAEVBSGEEIHnsLng6gs6T6Line+U5HrDe2KiVPLOoSRxZ84FZnTUBRARZUzhCFhqkssG1gBACXt9kSMBSBwlCvNxqJy1YHqe5eXlhY87q/jfCSWxyigKbjUQO+qS2NUakVOj6ipneAlZC88S5cVxbF6IVYKnPmKKqNg5T6Y+imqey4b3RI5Sq2n48/bFA6uI29/lA2DaxFah3+Eqmptk2MvyGlfq3bpzg8bX160i6PKVTZp7+bK1njh3bGWO9/dMrHb29Gg4MrGDQztsCAB2D+ygKwCYlfb5zokiDQAiMjgpifkXx3xu1ZfTCf8+6nA3kn+EfikIIYQIqCgIIYQIqCgIIYQIqCgIIYQILNxoZlYLADAZ21e984TXmozEz87O+IkRa4buMu+SxOQyUseuYT7ljbYmIc3cxPHFJ6+VOz1ARLE9NzaC4v92DJAGNDc84M3M2ZTbg/R71vKj5XjagzS+5iVvZjXgzTrAvqbvt4OfoylNmrXfdKO5cRq3BZkzEhX87qSZPUbqiRlYU5rsJQBoiFijmXELhpmzLBevXDKx/SNuJdHp2j0ydzbkV0+fmNgbGy/zZPIMAsCMXN+cNPgB0LkHeYvbQ1y6aK/59jU7jwEAQGx+tvePaGqXrA8AVBXJd+bU1MRWhc7jAJAQYcP+wSHNXd28TuP/EP1SEEIIEVBREEIIEVBREEIIEVBREEIIEVBREEIIEVhYfVSSV+kBrvLwhqHM51at0iLDdAAgb9vX5uPUqWFEBJNE/PXxxLlklt84Gp/6OWwnamL5UTk2II4QARFRbXEbCL5GbN0B4HhmX/9fWeP3o5XbuDcgxls3ahXRPMffJd+0c8VzkGZczZZk9lpr50TZ3BNv31TMKiThezdmSqWSK87Khl/Hv/mLvzCx9//kdZrb6VkV4LWrPHeHKJiOTx7RXDjqqooo3xrv+c7t98ZkztVwXaJK8qx0ksTG04znHh5a+wwASMj3BosBXDE4GduBXQAQRXYPnp9xC45XaPQfo18KQgghAioKQgghAioKQgghAioKQgghAioKQgghAgurjzwFS0b8ShpnIMl8Zo/hDRlJiIIpjp0hNETtUTtSnsQbakHUPMx/BuCKK+Y5BPB1K51BHo7Aiyoi2GAVAEiIQmVlhQ/ZaSp7Hq5nELk8T2WWOB4toGvkSK7+KaVGBH+oETl/b3DOcxyXibK8PT0n6pq5s8fyiu//jY0NE1sa8OuYE6Oj1bU1mjuc2oEzp0PHG434nQF8J3j7n+3fwvnuQsd6fzEfIQCoSqvUu0i8kwBgc4MPANo52jIxzyepIfd6OLKDfgAgI9PLZmQo1qLol4IQQoiAioIQQoiAioIQQoiAioIQQojAwo3mhgyZAIDZlDS5nNyYNNWcXqXTrOONtopMrUmcQT+zudPYY8NSnF5nTI6d59w+oChsk2s2m9Hcqnaa4OREvKbjmLwKP5nwgSvl3L5K3+3zxhe7Zq8pHXk3lTWav139ZBdPSJCT5ujEGWrERA5V7VipkIlLJRk2AwAFaSp2OtyuxBMHHB7aATBFcUJzM2L54QotyLnVnqLCOQaLls6QHXYehbNurZa1xGg5z/Fobp+rlZUVmnvpEm9A//beYxPzniHWgPYa8WVhn+/K88xZAP1SEEIIEVBREEIIEVBREEIIEVBREEIIEVBREEIIEVhYfVSwCSEAqsKqAGJwhU9BVDDdLldJrHZ69v87w2nmJfk8ZwhHnPIOft6yr7y7zgaklkbO59UVs8RwJDeeNQeLeYcgJz131BfDoR3E0UR2gAoANLW95sQZiuLakXjXzfiWqZLKim8GpgiJEr7e46lVoi33+f5nqh1E/BzSzN6Hij0T8AcgnZwd29yKD2pZXl61pxbxa67m9pmfE8Ui4A+fimN77KLkCj6qknSEODHZv55ohym/Ws4XxMrSgMZbxEJjOLL2GQBwSobkvHLzIs2dzYglELEiWRT9UhBCCBFQURBCCBFQURBCCBFQURBCCBFYuNE8OucNkU7Lvhbu2RycndtXxVvO6/gJeZW+chrYNWlgOm/MI054o7mhzePFZwvUTpOM2VFkKX+V3vs41l9kzUUAWFqysxO2ntjX6wFgRO5Hu82bgOOxPYlNp6HsNd353yDfso6yw6MnOzSekvkVScqvn1kzTMbcgqTfJV7/zp9wUzJPIXUEFe22tXYAgH7f7puCNDCfHcM2UrOM38eM7JFWwhuxWcq/C5qGzGGJncZ/bj8vcvZp09j4cMi/56YT29hutfizstzjVjFdYquxd2qfQQD4xS9/Y2LvvHqb5mapPW5CrC8WRb8UhBBCBFQUhBBCBFQUhBBCBFQUhBBCBFQUhBBCBBZWH02dwSFLA2tH0VS8K8/whtMwRkPeqa/JoBJPcRBFvA6y1+MbMugEcKwNPOkQISWvuz87B2doTURex3csOFi8LLgyamdnn5yEvZ8A0GlfMbEl53V+b5ALoucZ/PHtUiVNJ1yVcj62z4V3/ewZajmDUzq5VZTMZlaFAwBHR3ZAznjMz3c+5/YQXz2296Yu+ecdHNnrOBlyW4XjY6uCacBVRt7gnLKy55w660YFiq51hf2emjnbrt2y5+zd58x5vvtkcM54zu1BHn75lYk92t6juW9+74497oR/Vy6CfikIIYQIqCgIIYQIqCgIIYQIqCgIIYQILNxodvt+pIlTef79Z2cmNt9Yo7lsLsD5mDdPZoVtGLU71iYAACLPK4Bch2s7Qf7BazSz62gcD4664ueWxMSawGnaTs5tc3A84iKB0ciu52SJ5w7W7Tn0+3z2gt8iZv/y7Wooe7zz7hs0fn5u995oNKK5h4eHJtbrcEuElAgiCqdJPC/sPd/e3qa5Xtc1JRYMY6fRfDyyXv8n5/yaj4/tnAavgX3/wcc0nuf2nN9+h9+PPLcN4ecRgeSOfUxKHk0mOAGA/QMi4ABQkcb2tUubNPfz+ycm9tG9BzT3pbvW/iKNX/y50i8FIYQQARUFIYQQARUFIYQQARUFIYQQARUFIYQQgajxpDBCCCH+2aFfCkIIIQIqCkIIIQIqCkIIIQIqCkIIIQIqCkIIIQIqCkIIIQIqCkIIIQIqCkIIIQIqCkIIIQL/C+IOR47yGchfAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] @@ -893,36 +1254,8 @@ } ], "source": [ - "# Get canonicalized images for all transformed images\n", - "canonicalized_images = []\n", - "for im in transformed_sample_images:\n", - " im = im.unsqueeze(0).to(device)\n", - " canonicalized_image = canonicalizer.canonicalize(im)\n", - " canonicalized_images.append(canonicalized_image.detach().cpu())\n", - "\n", - "# Visualizing all the canonicalized images\n", - "plot_image_tensors(canonicalized_images)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor([[-0.1480, -0.0516, 0.0943, -0.0516]], device='cuda:0',\n", - " grad_fn=)" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "canonicalizer.canonicalization_info_dict['group_activations']" + "# Visualize the canonicalized images after training the canonicalization network using optimization method and prior regularization\n", + "get_and_plot_canonicalized_images(transformed_sample_images, canonicalizer)" ] } ],