From b0cb48a7cb6711b500cdf98d48dfe94daf1c8f8e Mon Sep 17 00:00:00 2001
From: mkuczynski11 <59289239+mkuczynski11@users.noreply.github.com>
Date: Sun, 6 Nov 2022 14:01:28 +0100
Subject: [PATCH 1/3] =?UTF-8?q?Utworzono=20za=20pomoc=C4=85=20Colaboratory?=
MIME-Version: 1.0
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---
detection_model_creation.ipynb | 569 +++++++++++++++++++++++++++++++++
1 file changed, 569 insertions(+)
create mode 100644 detection_model_creation.ipynb
diff --git a/detection_model_creation.ipynb b/detection_model_creation.ipynb
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--- /dev/null
+++ b/detection_model_creation.ipynb
@@ -0,0 +1,569 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "PFMlPQlLucMd"
+ },
+ "source": [
+ "### Imports\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "l8AjCQHIjBT8"
+ },
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import os\n",
+ "import PIL\n",
+ "import PIL.Image\n",
+ "import tensorflow as tf\n",
+ "import tensorflow_datasets as tfds\n",
+ "import pathlib"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "voUgY4blulsN"
+ },
+ "source": [
+ "### Setup training and validation datasets"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "lX_31Jsxul_m"
+ },
+ "outputs": [],
+ "source": [
+ "batch_size = 32\n",
+ "img_height = 96\n",
+ "img_width = 96\n",
+ "# Use ready cnn architecture to detect image features\n",
+ "cnn_feature_vector = \"https://tfhub.dev/google/imagenet/mobilenet_v2_100_96/feature_vector/5\"\n",
+ "quantization = 'float' # Possible ['none', 'dynamic', 'float', 'int']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "EgJO7H5qupL4",
+ "outputId": "eaca4d87-b8ca-4cbd-be28-89bc3c0548b7"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n",
+ "Found 17770 files belonging to 2 classes.\n",
+ "Using 14216 files for training.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Usage of google drive where we are storing our data\n",
+ "from google.colab import drive\n",
+ "drive.mount('/content/gdrive')\n",
+ "\n",
+ "data_dir = '/content/gdrive/MyDrive/veh_detection' # directory of your data\n",
+ "!rm -rf /content/gdrive/MyDrive/veh_detection/.ipynb_checkpoints/\n",
+ "\n",
+ "\n",
+ "train_ds = tf.keras.utils.image_dataset_from_directory(\n",
+ " data_dir,\n",
+ " validation_split=0.2,\n",
+ " subset=\"training\",\n",
+ " seed=123,\n",
+ " image_size=(img_height, img_width),\n",
+ " batch_size=batch_size\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "uIh6O0CAutsp",
+ "outputId": "c90f21e3-287e-4bed-d347-8389dc2d8a51"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Found 17770 files belonging to 2 classes.\n",
+ "Using 3554 files for validation.\n"
+ ]
+ }
+ ],
+ "source": [
+ "val_ds = tf.keras.utils.image_dataset_from_directory(\n",
+ " data_dir,\n",
+ " validation_split=0.2,\n",
+ " subset=\"validation\",\n",
+ " seed=123,\n",
+ " image_size=(img_height, img_width),\n",
+ " batch_size=batch_size\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "tlw3MLtruuwt",
+ "outputId": "e6b789ed-b737-42c7-ab45-9a8be2b90cb4"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "['non-vehicles', 'vehicles']\n"
+ ]
+ }
+ ],
+ "source": [
+ "class_names = train_ds.class_names\n",
+ "print(class_names)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "plt.figure(figsize=(10, 10))\n",
+ "for images, labels in train_ds.take(1):\n",
+ " for i in range(9):\n",
+ " ax = plt.subplot(3, 3, i + 1)\n",
+ " plt.imshow(images[i].numpy().astype(\"uint8\"))\n",
+ " plt.title(class_names[labels[i]])\n",
+ " plt.axis(\"off\")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 591
+ },
+ "id": "WnrXY5-rpFuy",
+ "outputId": "e0e14be8-c4e8-4c34-d656-ef5529ff2de6"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "iWZdeeVTuvG8"
+ },
+ "source": [
+ "### Define model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "RIZ75KRNuxKh",
+ "outputId": "e70ec4d4-496b-4096-e160-6b2dea455c79"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "mobilenet_v2_100_96\n",
+ "/tmp/models/mobilenet_v2_100_96\n"
+ ]
+ }
+ ],
+ "source": [
+ "import tensorflow_hub as hub\n",
+ "\n",
+ "num_classes = len(class_names)\n",
+ "\n",
+ "# Name model with used architecture\n",
+ "model_name = cnn_feature_vector.split('/')[5]\n",
+ "print(model_name)\n",
+ "model_dir = pathlib.Path(f'/tmp/models/{model_name}')\n",
+ "model_dir.mkdir(exist_ok=True, parents=True)\n",
+ "print(model_dir)\n",
+ "\n",
+ "model = tf.keras.Sequential([\n",
+ " tf.keras.layers.Rescaling(1./255),\n",
+ " hub.KerasLayer(cnn_feature_vector, trainable=False),\n",
+ " tf.keras.layers.Dense(num_classes, activation='softmax')\n",
+ "])\n",
+ "\n",
+ "model.compile(optimizer='adam',\n",
+ " loss=tf.keras.losses.SparseCategoricalCrossentropy(),\n",
+ " metrics=['accuracy'])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "UpkHno5Bu1b3"
+ },
+ "source": [
+ "### Train model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "ehcDfPkDuzV2",
+ "outputId": "f565b4ea-a2b6-4505-dbe7-1601f8d5964a"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Epoch 1/20\n",
+ "445/445 [==============================] - 2658s 6s/step - loss: 0.0285 - accuracy: 0.9904 - val_loss: 0.0077 - val_accuracy: 0.9977\n",
+ "Epoch 2/20\n",
+ "445/445 [==============================] - 128s 286ms/step - loss: 0.0046 - accuracy: 0.9991 - val_loss: 0.0060 - val_accuracy: 0.9983\n",
+ "Epoch 3/20\n",
+ "445/445 [==============================] - 134s 300ms/step - loss: 0.0026 - accuracy: 0.9995 - val_loss: 0.0051 - val_accuracy: 0.9980\n",
+ "Epoch 4/20\n",
+ "445/445 [==============================] - 122s 274ms/step - loss: 0.0017 - accuracy: 0.9996 - val_loss: 0.0046 - val_accuracy: 0.9980\n",
+ "Epoch 5/20\n",
+ "445/445 [==============================] - 122s 274ms/step - loss: 0.0011 - accuracy: 0.9999 - val_loss: 0.0054 - val_accuracy: 0.9980\n",
+ "Epoch 6/20\n",
+ "445/445 [==============================] - 126s 283ms/step - loss: 7.8055e-04 - accuracy: 0.9999 - val_loss: 0.0049 - val_accuracy: 0.9983\n",
+ "Epoch 7/20\n",
+ "445/445 [==============================] - 122s 272ms/step - loss: 5.6541e-04 - accuracy: 1.0000 - val_loss: 0.0048 - val_accuracy: 0.9983\n"
+ ]
+ }
+ ],
+ "source": [
+ "early_stopping = tf.keras.callbacks.EarlyStopping(\n",
+ " monitor='val_loss',\n",
+ " patience=3\n",
+ ")\n",
+ "\n",
+ "base_model_path = 'model.h5'\n",
+ "\n",
+ "model_checkpoint = tf.keras.callbacks.ModelCheckpoint(\n",
+ " base_model_path,\n",
+ " save_best_only=True\n",
+ ")\n",
+ "\n",
+ "model.fit(\n",
+ " train_ds,\n",
+ " validation_data=val_ds,\n",
+ " epochs=20,\n",
+ " callbacks=[early_stopping, model_checkpoint]\n",
+ ")\n",
+ "# Also add epochs that model has been trained on\n",
+ "import sys\n",
+ "original_stdout = sys.stdout # Save a reference to the original standard output\n",
+ "with open(f'{model_dir}/{model_name}.txt', 'w') as f:\n",
+ " sys.stdout = f # Change the standard output to the file we created.\n",
+ " model.summary()\n",
+ " sys.stdout = original_stdout # Reset the standard output to its original value"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "VRylmlDOu2M6"
+ },
+ "source": [
+ "### Convert to tflite"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "BKRuf1nXuyxq",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "35055482-3aa9-4d27-f55a-b5162ca80983"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/usr/local/lib/python3.7/dist-packages/tensorflow/lite/python/convert.py:766: UserWarning: Statistics for quantized inputs were expected, but not specified; continuing anyway.\n",
+ " warnings.warn(\"Statistics for quantized inputs were expected, but not \"\n"
+ ]
+ }
+ ],
+ "source": [
+ "def representative_data_gen():\n",
+ " a = []\n",
+ " limit = 3\n",
+ " counter = 0\n",
+ " for batch in train_ds:\n",
+ " counter += 1\n",
+ " if counter == 3:\n",
+ " break\n",
+ " input_tensor = batch[0]\n",
+ " for i in range(input_tensor.shape[0]):\n",
+ " a.append(input_tensor[i])\n",
+ " a = np.asarray(a)\n",
+ " ds = tf.data.Dataset.from_tensor_slices(a).batch(1)\n",
+ " for i in ds.take(100):\n",
+ " yield [i]\n",
+ "\n",
+ "def write_to_file(text):\n",
+ " with open(f'{model_dir}/{model_name}.txt', 'a') as f:\n",
+ " f.write(text + '\\n')\n",
+ "\n",
+ "def no_quantization(converter):\n",
+ " write_to_file('quantization: none')\n",
+ " return converter.convert()\n",
+ "\n",
+ "# Smaller model with quantized weights, but other variable data still in float format\n",
+ "# NOTE: Hybrid models are not supported in TFlite Micro\n",
+ "def dynamic_quantization(converter):\n",
+ " write_to_file('quantization: dynamic')\n",
+ " converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
+ " return converter.convert()\n",
+ "\n",
+ "# All weights and variable data quantized\n",
+ "# Not compatible with devices that perform only integer-based operations \n",
+ "def float_quantization(converter):\n",
+ " write_to_file('quantization: float')\n",
+ " converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
+ " converter.representative_dataset = representative_data_gen\n",
+ " return converter.convert()\n",
+ "\n",
+ "# All weights and variable data quantized\n",
+ "# Internal quantization is the same as with float, but inuput and output tensors format is changed to uint8\n",
+ "def int_quantization(converter):\n",
+ " write_to_file('quantization: int')\n",
+ " converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
+ " converter.representative_dataset = representative_data_gen\n",
+ " # Ensure that if any ops can't be quantized, the converter throws an error\n",
+ " converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS_INT8]\n",
+ " # Set the input and output tensors to uint8 (APIs added in r2.3)\n",
+ " converter.inference_input_type = tf.uint8\n",
+ " converter.inference_output_type = tf.uint8\n",
+ " return converter.convert()\n",
+ "\n",
+ "converter = tf.lite.TFLiteConverter.from_keras_model(model)\n",
+ "if quantization == 'none':\n",
+ " tflite_model = no_quantization(converter)\n",
+ "elif quantization == 'dynamic':\n",
+ " tflite_model = dynamic_quantization(converter)\n",
+ "elif quantization == 'float':\n",
+ " tflite_model = float_quantization(converter)\n",
+ "elif quantization == 'int':\n",
+ " tflite_model = int_quantization(converter)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "HheX71zbTzrE"
+ },
+ "source": [
+ "### Check model accuracy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "p7OZII2_T2aU",
+ "outputId": "ec83e4a1-b1a7-4342-80a0-4efabab8986c"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "112/112 [==============================] - 25s 223ms/step - loss: 0.0048 - accuracy: 0.9983\n"
+ ]
+ }
+ ],
+ "source": [
+ "loss, acc = model.evaluate(val_ds)\n",
+ "write_to_file(f'loss={loss}, accuracy={acc}')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "mh8LYOisu7uk"
+ },
+ "source": [
+ "### Save model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "RGUC7Pn6u80l"
+ },
+ "outputs": [],
+ "source": [
+ "import pathlib\n",
+ "\n",
+ "model_save_name = f'{model_name}.tflite'\n",
+ "\n",
+ "tflite_model_file = model_dir/model_save_name\n",
+ "tflite_model_file.write_bytes(tflite_model)\n",
+ "\n",
+ "with open(f'{model_dir}/labels.txt', 'a') as f:\n",
+ " for class_name in train_ds.class_names:\n",
+ " f.write(class_name + '\\n')\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "TaQkCQ26vgQr"
+ },
+ "source": [
+ "### Test model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "KBub73dHvhUI",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 303
+ },
+ "outputId": "12e488e7-ccf7-4e42-fd21-9ae0f6690716"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "[0.22265625 0.77734375]\n",
+ "1\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ],
+ "source": [
+ "# # Initialize the interpreter\n",
+ "interpreter = tf.lite.Interpreter(model_path=str(tflite_model_file))\n",
+ "interpreter.allocate_tensors()\n",
+ "\n",
+ "input_details = interpreter.get_input_details()[0]\n",
+ "output_details = interpreter.get_output_details()[0]\n",
+ "\n",
+ "# Load image\n",
+ "import urllib.request\n",
+ "import numpy as np\n",
+ "from PIL import Image\n",
+ "\n",
+ "urllib.request.urlretrieve(\n",
+ " 'https://popcenter.asu.edu/sites/default/files/problems/parking_garage_theft/images/cartheft2.jpg',\n",
+ " \"gfg.jpg\")\n",
+ "image = Image.open('gfg.jpg').resize((96,96))\n",
+ "image = np.asarray(image)\n",
+ "image = image.reshape((96, 96, 3))\n",
+ "\n",
+ "test_image = np.expand_dims(image, axis=0).astype(input_details[\"dtype\"])\n",
+ "interpreter.set_tensor(input_details['index'], test_image)\n",
+ "interpreter.invoke()\n",
+ "\n",
+ "output = interpreter.get_tensor(output_details['index'])[0]\n",
+ "print(output)\n",
+ "print(output.argmax())\n",
+ "\n",
+ "import matplotlib.pylab as plt\n",
+ "\n",
+ "plt.imshow(image)\n",
+ "\n",
+ "im = Image.fromarray(image)\n",
+ "im.save('veh.jpg')"
+ ]
+ }
+ ],
+ "metadata": {
+ "colab": {
+ "collapsed_sections": [],
+ "provenance": [],
+ "authorship_tag": "ABX9TyNoVB8NkKzl8JWhLRNunvLC",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
\ No newline at end of file
From f620152e1d13bf6c56001dc66bba30d0a0735b4f Mon Sep 17 00:00:00 2001
From: mkuczynski11 <59289239+mkuczynski11@users.noreply.github.com>
Date: Sun, 6 Nov 2022 14:02:32 +0100
Subject: [PATCH 2/3] =?UTF-8?q?Utworzono=20za=20pomoc=C4=85=20Colaboratory?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
---
classification_model_creation.ipynb | 727 ++++++++++++++++++++++++++++
1 file changed, 727 insertions(+)
create mode 100644 classification_model_creation.ipynb
diff --git a/classification_model_creation.ipynb b/classification_model_creation.ipynb
new file mode 100644
index 0000000..bbe2e51
--- /dev/null
+++ b/classification_model_creation.ipynb
@@ -0,0 +1,727 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "view-in-github",
+ "colab_type": "text"
+ },
+ "source": [
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "PFMlPQlLucMd"
+ },
+ "source": [
+ "### Imports\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "l8AjCQHIjBT8"
+ },
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import os\n",
+ "import PIL\n",
+ "import PIL.Image\n",
+ "import tensorflow as tf\n",
+ "import tensorflow_datasets as tfds\n",
+ "import pathlib"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "voUgY4blulsN"
+ },
+ "source": [
+ "### Setup training and validation datasets"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "lX_31Jsxul_m"
+ },
+ "outputs": [],
+ "source": [
+ "BATCH_SIZE_TRAINING = 100\n",
+ "BATCH_SIZE_VALIDATION = 50\n",
+ "IMG_HEIGHT = 96\n",
+ "IMG_WIDTH = 96\n",
+ "DENSE_LAYER_ACTIVATION = 'softmax'\n",
+ "CLASS_MODE='categorical'\n",
+ "OBJECTIVE_FUNCTION='categorical_crossentropy'\n",
+ "LOSS_METRICS=['accuracy']\n",
+ "EPOCHS = 50\n",
+ "EARLY_STOP_PATIENCE = 3\n",
+ "STEPS_PER_EPOCH_TRAINING = 10\n",
+ "# Use ready cnn architecture to detect image features\n",
+ "CNN_FEATURE_VECTOR = \"https://tfhub.dev/google/imagenet/mobilenet_v2_100_96/feature_vector/5\"\n",
+ "QUANTIZATION = 'float' # Possible ['none', 'dynamic', 'float', 'int']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "EgJO7H5qupL4",
+ "outputId": "8d8c29d9-df95-494b-f561-2ea9f92680cb"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Usage of google drive where we are storing our data\n",
+ "from google.colab import drive\n",
+ "drive.mount('/content/gdrive')\n",
+ "\n",
+ "# data_dir = '/content/gdrive/MyDrive/Mushrooms' # directory of your data\n",
+ "# !rm -rf /content/gdrive/MyDrive/Mushrooms/.ipynb_checkpoints/\n",
+ "\n",
+ "# data_dir = '/content/gdrive/MyDrive/garbage' # directory of your data\n",
+ "# !rm -rf /content/gdrive/MyDrive/garbage/.ipynb_checkpoints/\n",
+ "\n",
+ "data_dir = '/content/gdrive/MyDrive/organic/TRAIN' # directory of your data\n",
+ "!rm -rf /content/gdrive/MyDrive/organic/TRAIN/.ipynb_checkpoints/"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
+ "\n",
+ "data_generator = ImageDataGenerator(\n",
+ " validation_split=0.2\n",
+ ")"
+ ],
+ "metadata": {
+ "id": "z-uccdkdVPfK"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "train_ds = data_generator.flow_from_directory(\n",
+ " data_dir,\n",
+ " target_size=(IMG_HEIGHT, IMG_WIDTH),\n",
+ " batch_size=BATCH_SIZE_TRAINING,\n",
+ " class_mode=CLASS_MODE\n",
+ ")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "UAne_SWdUzEx",
+ "outputId": "ae7b6f04-fdc2-48c8-ab3d-72eff9539ca4"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Found 22584 images belonging to 2 classes.\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "uIh6O0CAutsp",
+ "outputId": "9e8deaab-f992-4b49-fcc0-b92a868ae5ec"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Found 4516 images belonging to 2 classes.\n"
+ ]
+ }
+ ],
+ "source": [
+ "val_ds = data_generator.flow_from_directory(\n",
+ " data_dir,\n",
+ " target_size=(IMG_HEIGHT, IMG_WIDTH),\n",
+ " batch_size=BATCH_SIZE_TRAINING,\n",
+ " class_mode=CLASS_MODE,\n",
+ " subset='validation'\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "class_names = []\n",
+ "for key in train_ds.class_indices.keys():\n",
+ " class_names.append(key)\n",
+ "\n",
+ "print(class_names)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "atnd6QzJqfcf",
+ "outputId": "8d7ee2c6-0c10-4ab6-d67b-ef4799804280"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "['O', 'R']\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "plt.figure(figsize=(10, 10))\n",
+ "for i in range(9):\n",
+ " ax = plt.subplot(3, 3, i + 1)\n",
+ " plt.imshow(train_ds[0][0][i].astype('uint8'))\n",
+ " index = np.argmax(train_ds[0][1][i])\n",
+ " plt.title(class_names[index])\n",
+ " plt.axis(\"off\")"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 591
+ },
+ "id": "bPS-x_W9pH5N",
+ "outputId": "361fc07a-8314-4f29-e552-fd5aee6639a6"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "iWZdeeVTuvG8"
+ },
+ "source": [
+ "### Define model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "RIZ75KRNuxKh"
+ },
+ "outputs": [],
+ "source": [
+ "import tensorflow_hub as hub\n",
+ "\n",
+ "num_classes = train_ds.num_classes\n",
+ "\n",
+ "# Name model with used architecture\n",
+ "model_name = CNN_FEATURE_VECTOR.split('/')[5]\n",
+ "model_dir = pathlib.Path(f'/content/models/{model_name}')\n",
+ "model_dir.mkdir(exist_ok=True, parents=True)\n",
+ "\n",
+ "model = tf.keras.Sequential()\n",
+ "\n",
+ "model.add(tf.keras.layers.Rescaling(1./255))\n",
+ "model.add(hub.KerasLayer(CNN_FEATURE_VECTOR, trainable=False))\n",
+ "model.add(tf.keras.layers.BatchNormalization())\n",
+ "model.add(tf.keras.layers.Dense(96, activation='relu'))\n",
+ "model.add(tf.keras.layers.BatchNormalization())\n",
+ "model.add(tf.keras.layers.Dense(48, activation='relu'))\n",
+ "model.add(tf.keras.layers.BatchNormalization())\n",
+ "model.add(tf.keras.layers.Dense(num_classes, activation=DENSE_LAYER_ACTIVATION))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from tensorflow.keras import optimizers\n",
+ "\n",
+ "sgd = optimizers.Adam(lr=0.001, beta_1=0.9, beta_2=0.999)\n",
+ "model.compile(optimizer=sgd,\n",
+ " loss=OBJECTIVE_FUNCTION,\n",
+ " metrics=LOSS_METRICS)"
+ ],
+ "metadata": {
+ "id": "Qy24zGY9Wq3m"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "UpkHno5Bu1b3"
+ },
+ "source": [
+ "### Train model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "early_stopping = tf.keras.callbacks.EarlyStopping(\n",
+ " monitor='val_loss',\n",
+ " patience=EARLY_STOP_PATIENCE\n",
+ ")\n",
+ "\n",
+ "base_model_path = 'model.h5'\n",
+ "\n",
+ "model_checkpoint = tf.keras.callbacks.ModelCheckpoint(\n",
+ " base_model_path,\n",
+ " save_best_only=True\n",
+ ")"
+ ],
+ "metadata": {
+ "id": "Lfb82zuzXOeh"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "ehcDfPkDuzV2",
+ "outputId": "94d4ee0e-5445-4afc-a3b7-01a10dffb776"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Epoch 1/50\n",
+ "10/10 [==============================] - 268s 27s/step - loss: 0.5577 - accuracy: 0.7680 - val_loss: 0.2203 - val_accuracy: 0.9267\n",
+ "Epoch 2/50\n",
+ "10/10 [==============================] - 40s 4s/step - loss: 0.2567 - accuracy: 0.9020 - val_loss: 0.1692 - val_accuracy: 0.9413\n",
+ "Epoch 3/50\n",
+ "10/10 [==============================] - 41s 4s/step - loss: 0.3014 - accuracy: 0.9070 - val_loss: 0.1689 - val_accuracy: 0.9389\n",
+ "Epoch 4/50\n",
+ "10/10 [==============================] - 39s 4s/step - loss: 0.2640 - accuracy: 0.9024 - val_loss: 0.1696 - val_accuracy: 0.9364\n",
+ "Epoch 5/50\n",
+ "10/10 [==============================] - 40s 4s/step - loss: 0.2006 - accuracy: 0.9330 - val_loss: 0.1593 - val_accuracy: 0.9424\n",
+ "Epoch 6/50\n",
+ "10/10 [==============================] - 40s 4s/step - loss: 0.1683 - accuracy: 0.9400 - val_loss: 0.1488 - val_accuracy: 0.9457\n",
+ "Epoch 7/50\n",
+ "10/10 [==============================] - 44s 5s/step - loss: 0.2169 - accuracy: 0.9240 - val_loss: 0.1356 - val_accuracy: 0.9539\n",
+ "Epoch 8/50\n",
+ "10/10 [==============================] - 40s 4s/step - loss: 0.1541 - accuracy: 0.9420 - val_loss: 0.1317 - val_accuracy: 0.9579\n",
+ "Epoch 9/50\n",
+ "10/10 [==============================] - 40s 4s/step - loss: 0.1505 - accuracy: 0.9440 - val_loss: 0.1315 - val_accuracy: 0.9546\n",
+ "Epoch 10/50\n",
+ "10/10 [==============================] - 40s 4s/step - loss: 0.1534 - accuracy: 0.9440 - val_loss: 0.1262 - val_accuracy: 0.9544\n",
+ "Epoch 11/50\n",
+ "10/10 [==============================] - 49s 5s/step - loss: 0.1277 - accuracy: 0.9560 - val_loss: 0.1216 - val_accuracy: 0.9548\n",
+ "Epoch 12/50\n",
+ "10/10 [==============================] - 45s 5s/step - loss: 0.1298 - accuracy: 0.9550 - val_loss: 0.1161 - val_accuracy: 0.9568\n",
+ "Epoch 13/50\n",
+ "10/10 [==============================] - 41s 4s/step - loss: 0.1589 - accuracy: 0.9510 - val_loss: 0.1182 - val_accuracy: 0.9555\n",
+ "Epoch 14/50\n",
+ "10/10 [==============================] - 40s 4s/step - loss: 0.1465 - accuracy: 0.9500 - val_loss: 0.1140 - val_accuracy: 0.9612\n",
+ "Epoch 15/50\n",
+ "10/10 [==============================] - 41s 4s/step - loss: 0.1336 - accuracy: 0.9500 - val_loss: 0.1148 - val_accuracy: 0.9608\n",
+ "Epoch 16/50\n",
+ "10/10 [==============================] - 41s 4s/step - loss: 0.1454 - accuracy: 0.9460 - val_loss: 0.1060 - val_accuracy: 0.9643\n",
+ "Epoch 17/50\n",
+ "10/10 [==============================] - 41s 4s/step - loss: 0.1271 - accuracy: 0.9540 - val_loss: 0.0975 - val_accuracy: 0.9674\n",
+ "Epoch 18/50\n",
+ "10/10 [==============================] - 41s 4s/step - loss: 0.1289 - accuracy: 0.9550 - val_loss: 0.0963 - val_accuracy: 0.9672\n",
+ "Epoch 19/50\n",
+ "10/10 [==============================] - 46s 5s/step - loss: 0.1306 - accuracy: 0.9540 - val_loss: 0.0939 - val_accuracy: 0.9690\n",
+ "Epoch 20/50\n",
+ "10/10 [==============================] - 40s 4s/step - loss: 0.1413 - accuracy: 0.9530 - val_loss: 0.0958 - val_accuracy: 0.9663\n",
+ "Epoch 21/50\n",
+ "10/10 [==============================] - 41s 4s/step - loss: 0.1050 - accuracy: 0.9600 - val_loss: 0.0912 - val_accuracy: 0.9690\n",
+ "Epoch 22/50\n",
+ "10/10 [==============================] - 40s 4s/step - loss: 0.1068 - accuracy: 0.9675 - val_loss: 0.0878 - val_accuracy: 0.9690\n",
+ "Epoch 23/50\n",
+ "10/10 [==============================] - 42s 5s/step - loss: 0.1334 - accuracy: 0.9530 - val_loss: 0.0781 - val_accuracy: 0.9741\n",
+ "Epoch 24/50\n",
+ "10/10 [==============================] - 46s 5s/step - loss: 0.1190 - accuracy: 0.9550 - val_loss: 0.0728 - val_accuracy: 0.9781\n",
+ "Epoch 25/50\n",
+ "10/10 [==============================] - 42s 5s/step - loss: 0.1079 - accuracy: 0.9620 - val_loss: 0.0763 - val_accuracy: 0.9776\n",
+ "Epoch 26/50\n",
+ "10/10 [==============================] - 41s 4s/step - loss: 0.1174 - accuracy: 0.9580 - val_loss: 0.0757 - val_accuracy: 0.9767\n",
+ "Epoch 27/50\n",
+ "10/10 [==============================] - 41s 4s/step - loss: 0.1013 - accuracy: 0.9660 - val_loss: 0.0758 - val_accuracy: 0.9776\n"
+ ]
+ }
+ ],
+ "source": [
+ "model.fit(\n",
+ " train_ds,\n",
+ " steps_per_epoch=STEPS_PER_EPOCH_TRAINING,\n",
+ " validation_data=val_ds,\n",
+ " epochs=EPOCHS,\n",
+ " callbacks=[early_stopping, model_checkpoint]\n",
+ ")\n",
+ "# Also add epochs that model has been trained on\n",
+ "import sys\n",
+ "original_stdout = sys.stdout # Save a reference to the original standard output\n",
+ "with open(f'{model_dir}/{model_name}.txt', 'w') as f:\n",
+ " sys.stdout = f # Change the standard output to the file we created.\n",
+ " model.summary()\n",
+ " sys.stdout = original_stdout # Reset the standard output to its original value"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "VRylmlDOu2M6"
+ },
+ "source": [
+ "### Convert to tflite"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "BKRuf1nXuyxq",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "6d2cd628-5f77-4463-c342-59741a28a07b"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/usr/local/lib/python3.7/dist-packages/tensorflow/lite/python/convert.py:766: UserWarning: Statistics for quantized inputs were expected, but not specified; continuing anyway.\n",
+ " warnings.warn(\"Statistics for quantized inputs were expected, but not \"\n"
+ ]
+ }
+ ],
+ "source": [
+ "def representative_data_gen():\n",
+ " a = []\n",
+ " limit = 3\n",
+ " counter = 0\n",
+ " for batch in train_ds:\n",
+ " counter += 1\n",
+ " if counter == 3:\n",
+ " break\n",
+ " input_tensor = batch[0]\n",
+ " for i in range(input_tensor.shape[0]):\n",
+ " a.append(input_tensor[i])\n",
+ " a = np.asarray(a)\n",
+ " ds = tf.data.Dataset.from_tensor_slices(a).batch(1)\n",
+ " for i in ds.take(100):\n",
+ " yield [i]\n",
+ "\n",
+ "def write_to_file(text):\n",
+ " with open(f'{model_dir}/{model_name}.txt', 'a') as f:\n",
+ " f.write(text + '\\n')\n",
+ "\n",
+ "def no_quantization(converter):\n",
+ " write_to_file('quantization: none')\n",
+ " return converter.convert()\n",
+ "\n",
+ "# Smaller model with quantized weights, but other variable data still in float format\n",
+ "# NOTE: Hybrid models are not supported in TFlite Micro\n",
+ "def dynamic_quantization(converter):\n",
+ " write_to_file('quantization: dynamic')\n",
+ " converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
+ " return converter.convert()\n",
+ "\n",
+ "# All weights and variable data quantized\n",
+ "# Not compatible with devices that perform only integer-based operations \n",
+ "def float_quantization(converter):\n",
+ " write_to_file('quantization: float')\n",
+ " converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
+ " converter.representative_dataset = representative_data_gen\n",
+ " return converter.convert()\n",
+ "\n",
+ "# All weights and variable data quantized\n",
+ "# Internal quantization is the same as with float, but inuput and output tensors format is changed to uint8\n",
+ "def int_quantization(converter):\n",
+ " write_to_file('quantization: int')\n",
+ " converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
+ " converter.representative_dataset = representative_data_gen\n",
+ " # Ensure that if any ops can't be quantized, the converter throws an error\n",
+ " converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS_INT8]\n",
+ " # Set the input and output tensors to uint8 (APIs added in r2.3)\n",
+ " converter.inference_input_type = tf.uint8\n",
+ " converter.inference_output_type = tf.uint8\n",
+ " return converter.convert()\n",
+ "\n",
+ "converter = tf.lite.TFLiteConverter.from_keras_model(model)\n",
+ "if QUANTIZATION == 'none':\n",
+ " tflite_model = no_quantization(converter)\n",
+ "elif QUANTIZATION == 'dynamic':\n",
+ " tflite_model = dynamic_quantization(converter)\n",
+ "elif QUANTIZATION == 'float':\n",
+ " tflite_model = float_quantization(converter)\n",
+ "elif QUANTIZATION == 'int':\n",
+ " tflite_model = int_quantization(converter)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "HheX71zbTzrE"
+ },
+ "source": [
+ "### Check model accuracy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "p7OZII2_T2aU",
+ "outputId": "6b8dc5d2-6799-4838-a918-460cd0e3ef01"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "46/46 [==============================] - 33s 710ms/step - loss: 0.0758 - accuracy: 0.9776\n"
+ ]
+ }
+ ],
+ "source": [
+ "loss, acc = model.evaluate(val_ds)\n",
+ "write_to_file(f'loss={loss}, accuracy={acc}')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "mh8LYOisu7uk"
+ },
+ "source": [
+ "### Save model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "RGUC7Pn6u80l"
+ },
+ "outputs": [],
+ "source": [
+ "import pathlib\n",
+ "\n",
+ "model_save_name = f'{model_name}.tflite'\n",
+ "\n",
+ "tflite_model_file = model_dir/model_save_name\n",
+ "tflite_model_file.write_bytes(tflite_model)\n",
+ "\n",
+ "with open(f'{model_dir}/labels.txt', 'a') as f:\n",
+ " for class_name in class_names:\n",
+ " f.write(class_name + '\\n')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "TaQkCQ26vgQr"
+ },
+ "source": [
+ "### Test model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "KBub73dHvhUI",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 320
+ },
+ "outputId": "9fa19cb9-107a-41f7-8c09-c81025c7072e"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "[0.4453125 0.5546875]\n",
+ "1\n",
+ "R\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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OfnspvnS1//zfdlT4KQ62Yxx/eE+N1F9Qdl8ExPTg3tsB6HoR8DIzxnJi3fH6iCjGYEpvI4ON7G2PmtEyY+qNEIjE+huPmErFBk5+1uepvbz8YPptuWBDRtY7uL5Fui1hc43NWuzyAiuK9X2dI6HiDK/f+XsjlN3MK90NWETFWuPRKvDOVWB9J0jnyi4KucDP1wpq/M23fPJchoYftJfscmE+CF0FhMagPMsdPy7w/eaCPJsTlivyowdYtyP8YovsBgh7hAjrO+zpc0dbHz/0uEIDU/38NyufsTgImBo2ZhgKerdDN3ukbbDVwtlK95YQ4kvJrS+elpMlnxR+ateH1gSUGlaOlv1AicUwy2CjMxVtPGAjRiBIQqTBJGEEbnv406cj29F4uvcWZJfzwqqB2WxkuSgQCjkWRIytDgwIqxg4bBYWjMC0v5BwrFz64jN6cMKn1kZqhM0Ou14jmzvo7iB3qAwQA3GRYNmis0RpA0GFUHyl0jh5PvZaFP8NUXY7WI82KqpwOQvcXwTmO7wXQgVgSxFuOi+W6bJPtoVEHqcF93VPqxDVsOBu5lpHnhTjjkxpGnQ2Qy8vsMsV8ol4nfUwgnSw77D1BuYzt0zTl9qLY53kSJyoK/un4vsvvuSHCVfR7M/O4nzawp9y9S0rNmZ0N2B3e3RWMALMW+Ty5OOH33Iau9vJv2515YCsH3+jqvMXpmt1AOa03mrQ7lZOMctYLW/1pbxy4SUgIWIEDGGfjZ/cFJ53xr++g/VoPF7B/YXxcFV4PygpKUlc2TvNjBZJkplJQSUeveaTZMOnTnJ9wU4V0U5eql6HmCFdj2x20O1g3GE6gGQkKqGNMEuUJmCxehU1W2NTmPOawr43QtmP4m0PEHiwUN67MD68q73HK8HGzLgbjRhg3Rv7QUkSeLtpeagN85BoyOR6YXspbDA2NnJXBpYBmgcPkK6Df/OTuvVURYKHDm6ukVkDpRz14uCzvjjalxra+nNUIpC88Ex930k/PAytnXtOujmcfFEBMugd2ID3XVdM5sAFkEAWvghOLXuEep4UKxkpAqUQVDyenbRiUorPWFh8dx5XRTXnLWSF53vYZ2EskIsyD8ZVMiJGG4wgU4mrekcaG5BJyS2BOqAWVAgWKOaA636EZ3t4uodPtoH1CKFuD5aSci8XGpR5EAfiTFHLWIQokcDpzp+nF8rq2nkSMpzcy7RgIYcwRzBQQzZ7uF1j+73TfTXXWCY6MHdxSWxmBImexY0vff1rkjdK2d1BBAvGW0sj34M/eSa+cAbf983MuO4d1LntlG0H7Ux4bzHn5zpjGRIzi7VXCuzJ3Arc0HNdOko07r/1No0B84qmmnlKrtsjT59Ck7DRi2XkUNX1sq4f+9+XKbRHq70yQnX9/ZnAIXccQELkqOwew7yAnqMIA1gH+aeYbUB6CAPwCAvvAXNEWrDorbnDhLiDaKmUYIilQA4VqDsxfS+bP5ume23Wbe5hDQX2RfjwNnDdwX4wugwPW+OHK2OejAcLo5GJEqPACPRgBbMGLBOKN64Qrfv6qTBmYzcYv9gIH2/hp3eB9Sge46sRknJvzLRWEBFSADMlkjGzquwR0bqAhhpK1GvmjUeCr4EnWMPBC1Ec2xFfkIOBqCLrDTy7gd0aK/ujEscIF1dw7z6pWSI0lKCU6N8bJuvwmuSNUfZj/OTWb9EYl3NYNsYsmtOVTFCDbMJYU3DrAdoUmAvMQ2JJYklkpHjqRqCPxo7CugxElHuXC+guoGmrIvokkjEj2x1sd9g4YrnU9NEEQk2jlQoETVrjU6hgZC2YKaVM1qABAgkhSvDJVPZ+xEokE0kg0SceIFagDGA9pjuwDSZ7zHqQOTA6AmzH77cKKB6s/NRb/9SFl1CByxfwKF5o/ChTTUCoZBYP04didKPQZeiyMEShqKJTLXA9h5i6+87Eia8L5TRWc09NVchi5OI4TKnl76j3KmjECU9K8bAAP8YRDKz7D9QfosBoShFlqx29ZYJ5m7Ikkbm0BBOSBEJdAmT6fXLikRWFfoB952nYA6EqOuA5bx3kTcGfVmotAK/A4/9q8sYou4vv0B4FHl4YbfL20Q/bkZ7AThMKdNnTQZ/shZ9s4L1GeDsKD8OM78kcpTBoR5FCH5Q+Gp/Q8WF/SyfwzvtvEZYz9OISwgw1Q0smbrc0P/sEI2LrNdy7xFKqlvg0Xjd3dycXunrQfSlsx54hZ+72O4oZjSwIkriPcGWC7PfI9bUr5NUltA2yWiBtzeuLYTpgeQ22xewJ2A0qd6hsCUGI6W2EVBUnUlQdDItGmAmWIiU2SEjOBKzKKzFg6vH3oT8fRmRy3d19thBQSahAKcoIbDtlvVV2xffnWwZjVKUpVfkUR6m1EGQE8ZTbobxVazhTd4PJRdgXZT9A1xvDYEiGVGAuykUamcWBIoN3DTosXu4ROek2ECVg4n0IN5bpbORflk/4ebmjESEBV2HOD+U+C2l4ZCvmNEQJBAlkMUZRt+q5IOOI3t7Bs2ew3RJydoCzaaBp4f4lPLzCZu1xTuSCIHXzE6G8po3U3xhlnyqGrKKibYR5I8yTMY9WQWBBzZzgZF4JtxlgKI7LtgQuSKxoiPQOJtWQrkfZlJFLAjabIYs5NA0Wk4MvZm5e+h7pe2wYsXF0MClOnuEpOHfEuqbHWWHjTWx52vnjefROPI0pSzPCbk+8u/Fedym5JWkbLCVXvkDl7I81Pz31bhvBMiLepdWLTApmwUGwySzKdC5LDR1yxeNOZqBN3kDtCSgTSOhA22hGZ05guhvc1e4d8HcrrBN/5xgbW/38Cyy6KYtRQwSshgkmqAlZ7WDVy4kjEHEANkgF+zAOlNgTiO1YFS913EpP4VZ7ntqeZL7JVEZ5LEtEBBU7tBA/OGYV63AyTYGx9jco2T0ViVhthSxtA20LIRx/869J3ghlN6xuHOGTCIRlE5hF4e1l4b1V4dkA17tIMQjmMfHPtoGLJKwW8NdVuKDlr8X7LKzhQ90z0BMlEGNgrZk/628ZZc7fufeYNrbsru4xrlakvCOOAzL2cHeNLWeU59foaok8fgCzVIG6SbOpAIP7wzG4W3izi/y/H7dc9w3/8nZOr/BomVg0gX9L7xBbs3z2Efd//M8JMcH7fwVWV5i8h4WIRCEkwcYB298htiU0IwQjkDBpqwXpgIjZc8QSVnosZxgzNhaMEWON8wv31QtogUS0GcIMK+YKBmio8Xy10D9eK398Xdhn5XY/MKowDAtKacjZO8aWlAlWF8lJp3PGdEDDANJ7V1krFcEPGAm1hNDQ58jdAOsOdnuj69w5CSrMgIukpFjIMpIQ0FTddV8AxIzGI3YMGFFudOBGO/683PKn5UldEDPvyAXzEHkQljyeXyGhwTCK1M3DJCAlYzdb7G4DN7fY3Q3st94OOzTocoFcrEj3r5AHl1iTMHXINYZwEsy9PvlCZReRD4D/AXinjuUPzOwfishD4H8Gfgv4MfD3zOz69Q31l4gd7zyeNFJtM71o4KIxtsVjTa0lrMW8IOa68+IY8PbR92XGRjJRgi8MNaYbTLkuPY9iwtoWmQnWtpS2JWrnYE4pMPTQd2jnN0oBoUb2Nb41qfH1VMDhLn0/Bp7tAk86+PE60qmwI3DRwvtqdDqQNht4/jGSGrh6Gyy4F1HUra86SGR5AAYkTWZTEItu/W0EGxB2mCXQgmhFqa2AZXzLpWrNLQJzHCQwxOKhNMCt0xR/uuLedvCTW2M/Fq73GVNxD0W83bdlT7cdutBMBt6mRdtz4xy47lODiwnnjxQV+gJDNsYi5Ow9B8WcUNOEo2XXCVXwU3/wAqeimGnd7aywt8yt9jzTvaf/dCRJYGMDc5qa/5B6HK0G3oEJ60foJmJVByVjtRDHmgRtA7PWb2EqpjqmJ1+3jX8Vy56B/8rM/rmIXAL/TET+D+A/A/5PM/v7IvL7wO8D//XrG+rni8i0rcMR14jBreb9pfDBg0i+C9gNlOrmm8HtIPxiJ9x00A9KVOH7aQkCiyHU/mce520t8wvdcRkT6xS4mDUMD++h7z7GPhmw7XMsB3TYU7ot/bOnlHmLPbjAWNKqMc814V+RbzVFofK0BRGlFSOqMHbQZ9gln/c7zexKx3y/Jw47grbk/R6L84PLqBKds1/clRRGLI4Q8yGvY+wwfgbaYPYULCHlArRBwgZrt8hsJC33kI7xMsMFlmdg72L2PqYBK74tVy653gtqgWc74ad3gV0Wbjo/3w9bmEel1XpYrT3666ph6jdVra53ruXC/l60enASsdAwWqAflH4UxhIYT0KDKIVZHFEZUVPHR9QcFJ228QoBC+Gg/IXCWntudc+m9HRl9IVPMyUYbUzMpCHUzrYqWmG/Ovdy8Vj9+S2yXSP7LVa8+5E1ES5WcLHCFvOq7BW5xA6p1FNlfw343Bcru5n9HPh5/XstIn8CvA/8XeDfq2/774H/i29I2WGKKaeV0hfOIMrlXHjnKvJ8dJ9LK7JrBpvROfJ3vTFkI5rwdlwwijIfxBNelfjRaeapdTxizjYJ+zZR7l1ijx6g62c+UcsIY4f2O8bbG8bVAu3fxawQaqpmivHcmkzptQrOiNIA0SD3wjAKfStEhU4LvfbkviMMPUEV7Xs09UgePV1We+WLqgNDjFgpiBQODex1XxVJQKMre34XdAXhGpo7pB2Iix2EgknnFne8D7IEWuAxZgnTgBoULRSDXhPZ4KYXfrEN7HLgtnfSSkLQ5EF1FFeYYLUFhRXPRdRCHFOt/Hh9weoDDgNKQ7FAPxpDFkYVisrkBBCl0MRMDoWiBZPgXIjTySHhoPhWMyE7HVjrwF5Hes2OfZiiYjSSaMWbZkyegJ6E7WTF1ju42yD7HdbvseIhFE30opflApu3yKzlEPYw4TeVNGuvR9HhS8bsIvJbwL8N/N/AO3UhAPgF7uZ/1md+D/g9gA8++OBXHecXDKzeT+SIQ5UUzBM8WMLVxptRlmIHPKUvsC3CZjTuOoUoLFPDlbZcSGJpgYxQxNM8u1DYSuZWR64sslytmD14RPz4I2wqldQK0NzdIYsFNnQUMloXGCEcKaRqIIbWvH4UYRmMubgioELJQg5OTunNGItC7hFTQu6h9EjfedfbJmElYbmv6SubkEGgIDUv76QVwSSANmAewxO3yOwOmgJhBHFz6UqSQXpMxhr3Htlwzo6DnJW+jlkK3g061986KsWMIoUiihY9Gd4EpE3L9XHcxwRGZdlJQEKiaKAblX70isYygXtmxFBoUsHCVA8/HdkOm3geFL9+XzFlZwMb6xlxnCCYp95TEBYSmEk4tMyQeiDBK/GsqF+D3c5DueJpNwNICVmukMXSw68QT2oBKvh4QClfn7yysovIBfC/Av+lmd2d9sgyM5OpguAlMbM/AP4A4Hd+53de2885XQ2n2F0NLmfw/n3hk52wapxhZ+o6uStCGeF5Z3y8MVZz4eHVDEV5QMN9TaxN2AFDMO5i5jqMPCkdc234rQcPWL2XKR99SJl44MXLXeWTJ4gaZbshW0ZVMA0n+WpqDtiIUTAijcBVEi6CEEuALIxDIBh0AjuBPmes20FKxGFLGFrYbWCzRFNEUwJ2qLlFj4e414G3qTGEXz637Gorf665gfQUidX64Qrr57cHUUoY0FBQC7VWXNDi/PZh9JZg4yBINmTEN3Uxo4SBrMooRhSrMbZfJNOChsO2m0flt9MFoV5ZSRBaRg1s94Vdbww5kQuYZoRCCiNtk7FQ6CsI5kUnTsiZusQcVd0oZG5tz3Pd0dvIRJyJRWiDZ2kuJHrtvOgLQLy78QrrO7i7gX4Huce5AgLtjHD/HnLvCmlnNYtSJjT5aOG/frV4QV5J2UWkwRX9fzSz/60+/bGIfM/Mfi4i3wM+eV2D/MLxMQEcdniGGk81EZa1Cm4eoVdjEHfli3oVXJdh00OKTlxpJbIKDRfS0lFQczd1FOgruWajRp61yOUFNpuRJRDF8WsxI3Y9ttsT+h7GEdNUwaXDzD1YsmlxCgHaJKSppZaCFUMDZBHGIGSVWkSiSN9D3GHPbyALNAlpEqQeWXZIHGB2klYzZerLbuLEHjcwI8YIMiJkhHAY2ERmmcpEzE5uE3BW7y8EpU8AACAASURBVFWNUhQtEZ1i6FLfUceMGCaHeIpjDxpOj8QBooejx1bTb1SqbJeVocghVhcxgighWA3j5LB333TUaJ+xxUQFbXsr9FYq78CI5uFHQmgkkE7Tj9MxJp++pl3peygFmTwViUhMMJ/DbHbY7vuzrN43ruziJvy/Bf7EzP7ByUv/CPhPgb9f7//31zLCX1G0TtBVC+9dws8v4O2lkjr4pAR6hU7dlX+ygx8/g/dL4C+/E7kXjQ/SJTdppGPNkzxQBMYI1wz8RXfNaDN+8PCSOL9k/y8esJeWVow2CKEUls+vKaMyXt8w3K6xuKTEpg7OAa0CHjPWed1GuFrCxd6IZURGyJIgC7sk3KWWBzkyZJBxJDx5isQN+SfPUU1Im0htgz1M8NfnsDJoO3fJGcAcMBIxTByndqR9izd53AJ7TCM6elwp5nyx6XNTLtwojlZbqBu3COOoDJ0x9IFhaBhHyKPjHhoKljI2cfRHV1CtHWhMK4ZhGWNi0JXjBTWvY6d6PPveeLIrXO/FXfkMbTPSxJFZUmbJ69NjBdBynREzgxYhmdNbrX7baMpt6bnOe8aSCUVpLbAicCGJi9iwig0hVDWubj7FPGW477wP4bNnyLj3qyu1/n6xwt5+CI/vQ+Mq93kK/zrlVSz7vwP8J8D/JyL/T33uv8GV/H8Rkf8c+BD4e69niK8uL7bfdZZaCsYseey+SJ7yltrHsFR2WF+8xn2f3YYlEZYhcRkaGg2+qUQlUmSUrQ5sTMjtBdBgbYvGhNYOK0GNMAzuzvdOsLB2NmWuDvGaHYgePh4RI0VPGQZzBMjUnCMTHIjKNfY3NawfnIG3H7w1bus/UNLM90VspYJMkxWdvreyT7Qihpb9RiXanIBHh5zV9JQcjzXVnU8ei6lVi26VaVedismb0SnO1eOPrq9ZBVLM7JCWPLmyx1u17EWNoRijHvGZIEY8seoiB6zcf3G9jpO1P5kpHuRYYbBCqaFPMGfZJYJb9oknz0TL8ZNixZxMM20WUur5lQASISVsPnMyzTfYm+xV0Pg/5PM9jH//6x3O1yl+WZoITVDuLYR3rwSJ8LPeGx5EFUIM3GT413ul6YRclBTge7JgJ5kf2YashZZAK97X7CPdohTuVo8YV1fovfvI1T0YOnJ3R8gDcbsmmpKe35Ke3iL3G/Li/tHlAwfIggNxjiIrs1BoA0QLRBUsOwC1t8hdadiNLcXmaOlht0Osw4bgFs8SKgnpZ7AFQkR6fGta+fTNqhstWl5S+HAIJw8VeMVDADPFwpQe87TW1D5uzMYwwDimCcj2tJcDFIhM7DYlTovAC2Df1JyzOCBoR8suErDKibfsLMP1oOxG8117qbsCtZ7OTg0kmyy7ew1FoImReWhIIRIEslXmnBXWOnKnA0MpWFGiRBZEFpJYhJZ5aLxGH6AqvuYB3Xaw2RLXa1ivsbECpKElNHOvdHtwD+5deGrUjvz8X6e8EQy6z5Wa0o7ilv1yJmxGJ7aoUjvAQleE61HYZLdKDXBJwwNpafFWQ4iRqtu31pGFBPomUdIcm8+R2dxd0L15umsYIEbCfk/c7mE1HnYalpr7JYJTQKtlB5IU4hRr2pQ7FkYROosMJWIkzEYsj245x4BogOi8UcvA0PsmFrnBihwQKTko+wli8MJ2S0eUGHxgLyDk4fj+qfDGrbyfu5yttpmaDlVj/lqiKmKehjz9ipP/sMnzONkcYlqdxAuZqLTboTjm4l6RF5U10Qv0JFDR9EOPX0fYJZBC9PRfHV4xI5syTDF7dUtC8Fi9mSy7hKPVE9yjKYYOg3cY7ntkGLBS04Yivuo0DSzmWI3ZvwE9B950Zae6cRJYtsb3LxxFncfA1H08mruD151w3cGmAwg8iHPKzLivLe0YiBZq4ajxjBEhcJdg10b0aoU8foTcCnL79NhOSZVwtyF98oywvKoccnPGmoHWppTmmBnBCk0cmAWpliSw00I26ENgnxp6GnJxBpkx1uq5xpW9GDIqDNmZXE30v1vx/lyRqkhTuWg9Q+oW3IrXwDuoVE/g5CMzAXt6SL0dFoVKpbOilOzo+pEw4+eimOe8hUxkJFokhoZYa8/dtXdlFyuIDEz8fPPOkGBKIVKsZSjRt9cbjWlErSiL4CBdkVIxgDpOdSZjBJpaxIIEimZ2OrLXgd4GBusp5mScSGAe5sxlTsuMlpnzCyQcx5VH0noDmy3se283lQtSDE0JW8y8UGm1QpbLSqj6ZrT9jVd2NwrCooH3Lwpqwjy6exfx5gljhucd3HTCpvPJ8DDNaZNwv2+ZEQ+AyqTsJoF1MvZtIF6siI8fEXRwIo6qu2lmVdmfw+N3DlZQLHMoJpli4QJihTYOzGJgHhPzALtBvStuI+ykpSeRNZBViJIRUaIlMEGKIUOBQaqyB+ijK7t4iaVbnFwNZe3SckDGC0aGkF5SdnNFx3fCseBW/WCeHV3zFFypmQLc0bXahko1U8RDhUgmmbiFrX0GjsoOQkFqEY+Fyap7HJwtkq1lKIlxEMYMat4opA3GPBghFFd2Sl08nNZKqLvFVWU3hIyx15GdjfTaM+hA1oyiBIRFmDEPM2Yyo6UlE7wIRyq6P2ZX9vWW0nXQDZ6GUyBFbDmD5YKwukAWi5rSPCv7axA5zNUU4GoVuMqwiMZMOEzSLMJQHKC76SFGITWJi6hcRM+vZoFeqoMp5r3ly8jt2HMxa7h48AC2azLB2dtWLXjXETYbmHjyJxtGuOJPlFzniXs5udGETAoTDxyyBUZJjJIoklAiSY1gFd12Hp4fWQ0bDAbFqzWON5nAL6M2a5AThabeji2bmUKOA5jG0aDX+MM+43YEIjk5bnXjmQDPF3x5juDh0Y0/HnNirgWy+WI3qOuVqRDEaIOHayHU44gRK0in5v3jgwRiiF6iinMjOsv0mr3H/4mP3UhgKYm51Mhfph89XUHx4qHt1vf7K1O/PDyOaFtstUTmcyRGL3U+soS+6uT+0vKGK7uf0mLCrBXeeyhohAet8jQYnRVGVQYLqEauO/jpnTCo8NsXc+7PGt5OC94NM25jYRczasZYPCf7dNjzUdnwwWrBgx/+AOv3jCEhWZmpEnJBbm4JKSG3d4RxxBBK9TYO7ay0gnWmRJRGYJ465sk7sgy5oSOwDwu6MKcPLa0k5mMhaaZo8XIPM7DgbuSueI+zUZAs3nI1uIU00YmO7aJTr7ca/Aq+OEANm/XI49YprnZaqzem1YrCT22h1bvu2hEPpGYQQjJSVGLU45Jn7sg7OJcPN6NQSq1TU4+Rc4kMOdHlwCZ7mTK+2Qqr1rhcGE1SChkRo6nejMflRoyJWTOjCb5ZRDblRjtutTsg8RMSMZfEwzDjUlrCSe98Xyyd4ky3pzx5hjy/Jg4dlMF/S0xwcQGPHyFXV8RmhsV0wA4OLL5fo7z5yl4ndBAcrU3GvN6P1L3dRCi4pVgPsBoACzQCC4lchEh3kg6aLPuujGwYGFIgrFbofI4GtxhT8jiMI6HrPQWXyzH1MsXvEyJtx6ZOnkJSYrADaKYqbtGIZAKZUKmf9fNTC2SrBJZskGsvcvek/TWmSWbIgaxvxxNlPpGPhseOf09IYrXCHkdX74kJlJssu31K2f1x7Td3AAjrXX3TgVQjyqkVnWg9U5Yrq5DNH0/fk4LDFFI5BJO3dPL1SHXhZQJAOZJp1I7XGJxQM5dEewLMHUY94RG5QOfAnNevV8uOODA398IXC87Fn87PwTP4Ncobr+zgF6cJ8GAG/UJ47x7ssvDjrbHuISS3fGs1/vy2sMvwN95NrAi8G2b8lbhC2PNh2ZOBPghbCj/NG5aj8GjVEH/wPvb0E7SdwejcanIm3a2JRSk3t5T1ppY5Nm7ZT/LNUxositIEZdGMLBqhsTkxJ8acWOeGO51xG1tCTDzESGhtoDXlx9WzVrvidLFB3LonrexNVyRfc6Z8ew0vjvm2g2W3abE4Ml8O+XKb6LJWKj/e20yZescZqzwGT725mgRRUirEoIeMgBcmCRMKb5N1l0KoHVitdtUZRmGbYTMY2wJdAS2+gCxnwtUSQij0eSBYIRUvZPHkeyKFhja2JIkEg0ELT0vHM+0rEn9cYJaSeBzm3JP20Gr6sChNLMbtDp5dY9c3WLdBxj2EBDHB1RW8+y7cf1CbnFTM5BuS19QA59shJ3aztpn2YphlIyxbT8lN7Y5UfN/2zWBsBncbg7llvwoNczl2OplUa6fecbZPAZZLX8Vj8lW8KoeMI6EffOWvfemAw6SZLLe7dkfKZwyFJMVbPZnVziyhxu6RsY4nTLH0ZCmrZadadu9meWJpD2+1Cl5xVGSb6LMv346f95NgJ+89eW2y7JOFNvu0ZRePqac03HRQO7ynLkB1IZr6z0u1xkVhLEZW7yVYpjHghKQmOS5RJm49U088T90FkYNl96ikxux2gt5PnoIE5hJpK5B5uG4V7zFVLGdkur61TNffVy37YuGxe21/dTo3f93y3bDsk/uIK/v3LpVB4aOdwLaud8Ho1fhkZwSB7VAYs/HAZvzleMXzUoh2g2KE4OzqT6wjmPI32wt0dh+7eoBcPPBupd2ddykZOp/DN7fw8RPk6hIulkhMJ8UY6hNNRhIdUQqrNLJKQrTsKa2ijGp0Etk0K2al84muigRFgit5USql1JBsDgpmQbX2nKMqmeE17Ygj31atcc1nH/sDOHp8BOMmAM13bPEedaGm7syr24pRauuoipMRQkRIRBFSrHF7UGLwb/GxuWUX80BFanMIfz1hNHSjstaRbmiwMWJFsJAhGrOkLBqwqBRP0pFMK23Wu9IEcU4cBArQW+am7LkrO7J5c8poiqgxk8RFWrGIcyZmkq8ZNdvRdchmh9xtkW3nxCMT79yTErZawcOH2MWFf2aKfPj1x+vwHVB2m0gh4tM2BeP+wtiMME9TSYTHvKMZdwMsE/RjoRRYEXknLLmn20Nnk4lFtWYgmrJrBFssYbGE+RLpeujvwAqWR1SC9xC/XXu5I+Lb9+pUxezKFMRr0IMUZmFkFoLn7HXqrqNkAn2YMcS2WkPXJqmIj5OF1KvVCl58onJgswWpeIIEUN8GydRRLqO4+x6OU1HsSAI5FPEcrK/H7G6gJ2pvpc1axfYOxtu3WwoixAmTkLqRRgXopry8TAtJOCXVRHfjC+yzL8RWomcear1+itBEIwcPbcCq51M3fBIhEAgSgVD3iVN21rO38UCTxfxzicA8zmhDA5UNQC1cJBfvItv1yL5iMoe92lzhrZ3BauUFMBxxkG9C0eFNV/aXqUriFWUPlkKvxioZzeR6FqOosVfYDnDbB256aJjzuCnc1zWLErwRRHUGdpYJptxZZm2FNGtIb72FBMG2T9DaLZVSPDXz/NoLIfIIMdRtj8yVK3AAiARlHkYWMZBqftms1owT6dKSPs/dch78bqoLD6gR1F14yeI9I/V4Sg6WXSIOxtVJXmmwL7PoBGrL5xf9+8mjnXaiP+IPR+9/OsA0wUNwplsIcthJ9ejDnzLnprCixtASEUmMRdgNypDt8JtiUFL0nV+aZF4vXwE3rbFDlIBvCTFx5Y0sykCh05FeR8/Lo17lRmAmiVloSMH711n9rWCu3Jsdttthvdewh/oDdTZD53NkuSSsVshsVvGO6cd+M7b9zVb2U6lxWwzC45VbwqvGmGFkNe98ilPK10G47oTne6GZz3l3FnmYb1l6zowxAOKtqkbgxkZurbCctzx49x1CFMrPfnRoeyohw3aLPH0GsxYZRywlSva8rqToMamBihKssIwDqxgqw8wXJFVllMg+reji0gMTtSMiP2nZpOjFDo1ljxWjVWnFOLTOrb3nnDDj1tVqlZiLHOLxQ7nsQbmndxzfo3VhOoTKdW57vC7EGIhRfI0LU5jlY5PK1OMk5vbPNkho6bOw6Y2ubrmNKakqe5sKbaMM4mXJU2LB/QKnu05UZBNjpPimj9rTaY/WLbsbgVmIzEJiHlpaaY7zaGpS0vXuqW026H5LGDpf8IJ3H9blknSxIl5eIm374kL5DZn274iyVxe3AnXLxuhnsGpgGY197QTjWV5hNOFugJvOeNQGLkNiJYkV3gt9xPeBy3VThR2FWxshCvevLrD9FoLXr1dHGcYM2x2636M5V2qqLx6eYw5TdAwoTci0MZCCHXjcRY2M0MeWIbaHRopHoOwEgKt7qIUskJ0Sa6fnY7KmB8s+WdOjVT289/CxY7LwqKHTMQ4e8Evo07Sw2AEoDbXn3qcrwI4LiR1Ax+l4AlQyTfa6/sr29eKaYKQgxKn3ZeUAeNNQr2RMTACdUGrrkIHCYJnRyuE7E4EZ3tegqQuEX5UpdDHfqXfXudKXEVPfZYYANmtqr7kZoWkgxoOHckQrz5b965UT97EmiggBHq9g2cK7K3h7Ac8Uttnz7X0UNgof3vqE/5154q37LW/HOd8LC1rrWVtHFkUjDAhPZODDsuXdReCtD96jSQGdLQAnbiQUdlvkk6fk1YLS7ZAmEuIck+htqdS59yrOilulji4FFslok7PHhlzYWeSmuWSRt4ySvN1VpaSKTlsQgWVFRoHed7GVidh10EjfWIoDAWbq6Fp7r2mBWgTkH6nYRnWtaynMoXGEW3I7nGubmIKVT2AoqgUJ0DSRGGNFxafVQfFBOplGT3EBfE8cJbEfE+s+sq/tugLGXAqLqMxbYd5GNsXQnL3hhwiJ4G2lQqQVL2rpLXsbKu24Kx0b7Sk1JTm3xCWJy9hyUfdwP9QDTFmLzQb55Dnc3qL9hjAOnteX6NsyP35AuHdFWq0cb6kUajkpHvp1K/wbnXpzscOE0uqeNtF8E4nkG0k00z5neO1XAXZ1A4lSfLK0EllJYi7pEMNO2xt1qDcqFPNUy2IOoZZeAZghuRyrokavWKsBdH3P1O7Yx5pESaF4ffakMGYUhDE05JCYSkiOMe/UgukkaD7xuqdU15H0cmKpXk6vcbCvx8d2em/HJ44fOHnqNL4/HR8nDXZftu51fGLH5jTTEAE1oZgwFr+fjhzFb1NY4GOccA7/DQ4MTmm8aVOIQjYlW6HUFmF+vEAj0XeMIRzZc9M58XpeB+hGp8haDQEMHJeZtX4fwnFDiCqnfKJfp7zZlv2gBL4uFyuIwCz5BXx0EXnvXqTbqPPIAQvuxn+8dRba+i13gy9txg/jPZLt+JFtfUJGv5DPdM+fdc9JsYF33iLmQp4vsNhglt3N2++Qmxv0+pLx5hpFiQ9mSEwcNgE2w9U5M4s98yS0sdBEozclj0ovgXVzyWZck8W3szKpqbBDn3c8TBipHHmOMfsU04N3nwGmsjsxq5ybKTY/NnB6UdHBe93LyecnBfvsCGBy50Pwnv6hlvKLHHErOQRSVvPqPiYz3/llLMJ+EHZjoC/BU2oiNMn7djRN1S8nzKMIowQi0NYYPIVACMKoha0NbG1gz0BnI8XL/zzlJnMWoaWRRJQjQKd1CxrZ7JDrG2y7AR3wDjsGEgiXF/DwAback4M44ahe4qPan9341yN24sbjXVytbiCxmsGsO4JI05TbjbAWYciAQkvkXphxq6OXdE8xqwidFa5zx1aCW/blAlKDhYi3SDYkZ6z3Ekjte3QYvC/9qenCxykoUXIFlJw2O6HcJQhDbBhD49soT0eQSTmrVPf6gHedOBEvWm//d/IcTt9ykoDz5+wzX3zxSIcBfdabaswuxqGY7VPHOFUGOaQmtRJosvq2z77zra8WIbgjddohejqa4l5CQA7FLxMaP1phpFr3ahDEnEzTSiTJScHM6YKsBcbREflq2Q+pARFoW98eLDnGU5vrHAb1TTWrefOVvZ5pkXDYYBHzjq2PVvDDR8azDOm5oDh0rMBt9nrl61G4G6Gxht9u72EF2j46UUS9u8xa93xUCu/FSL9ckFYX6P0H2P1b2F7D4P3byQPS7Wme32IE9N5DtFJn6yZt3iLaCk3oaAI0oSNJR9QEJVFSYtdesI0rutAyhKamoGsRSqlsAHV6rOWCZDjkxg2mLhpWTevEopMKFP7/7L1Jr2xJlu/1W8vM9vbmNLeJiIzK6rKgnsQAweSJCTOG8IQYMEBCiAESUyQGID4CI2CKYMCMARO+ALwPUG8EUkmo6tWr96qyMiNudxp3342ZLQbL9nY/NyIzIvsbGdckv6e57r6377OXre6//n9qg6gKF9NvsuwqLCSUqo2YkgVua2cQDWdz9c3BIwHFqaOCVMKim7a8Z+Ogc65dN0pt+HazQLbEOMNpqEyT01GLGts+sO1B44ip1x6W+p+1r12IdBp9JtFgrE4ceqrzOvtutSIGW+25kSu22qPasPTi9Ys8TNRxRB8e0bs77HTymgc4JDZ1yLNb+OQltt2uXYm6dCVwwQr7HSTQv9fG3jqi+JW1daDL/0+43cAPbuDmzlszvrzpdCi+mz9mOGYjSeKHcc+jzKTBZZZcM0441Ykv6sxdvCZveupui+2vsKtrbHx0PrhavL8+TsT7AzV11DxhZDAXZWx1eYRCkIkoRpSRyISaIDVQLHCSLYNuW+4eEDVUK1VtNV4XpbCmoigXLhdWdYPFiNfowlVwn4y0rs9p/v/i1w4wgqXg5505aSE5rfeu5xfQ2m2ch2H0TJ3TjrBWIlCD0IoOFaUSmLMwjMY8OyOOAF1S+q4imjGdQIq/73Lq4rPzUcOKZJtr4Vhnhpop0lh3PFygt8SVbOmluxic8c24TBkdJvQ4OC5+GM/DNhohdj7tdnuL9f1aO1g8+0IY8juoz/1+Gzss97Q0Y1o6H+41rhN8uq3cJmGjzkKzQCvGqojA3QivjkAnPNsFbufADmVj7ruKGIOAqHGvlXdSsCBsb64Iz26xh9fkx7Yx1IxMI/LwgKSIzrO3yNTHTteJMSpRZ1JoX3VGSWCKCw4LWQJz3DLFHUmGBnm1Bp9tCigNLMRs3ndfsoZm6OvslcmFUbYi34UBXlzJX2H5+4joRSX+XFxswfoKx13VV0UxlGwevo+5Msw+mmxt09hEo48GUhsKDt8cW/guDQ+/CCgCzFY41InBMqUV8nxzEToNbDWSFnKP5eNbRU6DK78cj8jphM1Tu+YB61x7XfZ75PraMfHrPdeinOWS/g5i+d9zY5f1nhVRHyrhfNu+3Bi9wmcbYa8O1xzJVINjTcwIXxzhX90Zn9wKf/I88U4StzXxtkSOuN7pUY1BK6+18BPN5A7+8JMXxGnCvvwHsgmxVqeHHo7wyqmrdJyQWsmyUDM76ksodGGgj4VeR3qdiLLB5+SUCWWSyJCuGfpbtBRCnZvowjn3lMoiJePFugZOu8xp3egXz+UbDU+M/Vf+C6wHM3yuIMVICHHJE1jHWnFarEpuIhfVB0hM3dCLcZwKj2NmXAQ21LjqjH1nIIXZMpgR2ggwuAHH0Dx761acLPOuDDzWibnNuweEZMJOE9exZ6PneM8T/YrcP6Jv75C7e3h8QMYBLRXTiG02sN8jz58jL184M82iqNOOK7+rhJ3vRevtq2sJlqPCJhjbZGyT00yrF43XgPJUKvdDcSo3Ar1EdpLYNZE/a5DMqjBK5aHMPFqh7DZwvcdS64WbNcx6RobRH7mcySBsCZMd1RakEsVIwYjBC1pLpbsiZFHmVqgzje7NL2+k85Nb/WiBl35dz+fSsN//+qusi3ShHVrEc/2vKpcu5bS6/oWW96iIq8kUp+gqdWkoeGqWgl+nlQuf5tm5GOcRcTBPO1KulaEWJqsLJ6ZfBRGSBvoQia3G0zIBf+U0Y4MLf1Ack2Dg9Y+u80dq9LZrJNE+y5KyyK9nI/1F1++1Z3/a+TG0ubXSykd9ynTReLGDz6/hzSTcHYLbXy8UhS9Phb96m9lvlL31PJctn4cbhqoc6hsOOTufWQo8UPnr8YGjFf7oh5+w2yTKX+6pVYjVEJuR6UR4/cb92GmEqXi/PihikVoTEOlDJcfCrqvs+8q70bDirDuTKKNEDumKQ3/DdTmRrDh91cQaclKhThWbxKXbVtCe72jnnvhy87XJM3Pc37mE/KusxXv7UlVCjGgILMD4s8KMtx2FutqD4WOtxzHzMMwcx8opw6RQg9cqrju47gyR4kg4M4Ipy7htECGFQNLYLk3lWCdelSMPdcKCIhLQXIgIV7Hjebdjq6mF3LZeU7t/xF69g8cHmI5YnihiEANye408v8V2e9hsUQ0Lo/7aerOLG/O3be6/18b+1bXkiO7ZVb2Y1UdH1B2XicoLwMZY4GE2xgxqgWgOrtlpJDT0mrX7drbKY5l5tEredNT9FoveR7fmGaRWZPL5Z8nNO6xtqmUQd8GNO+47hVbQ8rfwYpU0TjpNGBG14AW69cxbeNyi4wVII6161i7DxY745IevFpCMNSz+6l162ZM7G/b7McIq0rAMwKwn0l5rSzhf1/e09p65+KNUx8R7c8CvSVDDOS7q6tnPp+jf6QU4BnM6qqkW5gaCXRyumhAltP66nif6lg1pml3iqSnnruKNKkhKsGi5abspzsB/3jul3/r63hi7B3Aeli34kqCCSuD5VvjXb42k8Jd3galC1/qmd5Py99bzo0E4TgEh8aNuS9DCv5gjuXg6oMDBJv4mv2Uicv/8iquuR/Y7JEVKhBI9l06PAzUemd+9xW73qCZiv0dEQZJLBklBJLOLI9dpYKsj0Wa88pCY6HkIO+7DntzvUHXJIj05n1y2waWbC2huvHRlxDS3m/OsYe+z4orUJvzYcPXu3GVVa9FqjYmqWYas2ShUh4RO1dlqlnaVqK0QXY8dqnPjt4IjsPahlYnIgC5U11REfNb/MBkPJxiyk3hUAalGoNJHH4KpVphLplgGzX7ueL2m00SnrsiSpXKyzH0dOTJR8UEg78ULW4tcVxeFUAlr2G/TjL175zWX4xGtDXcngqQOff4CefECNj1EbZmUfT3k4Hewfq+N/f1aiD0pUbQ29d7Z9AAAIABJREFUlQjbCC96eDMCJhc4b2Msyr05amsu3q9/polDTKSsrU3lXnG2wtsycGUd4+aKmUjoEhoCptYm2kCnDOMMwwmGI1JyoxNv2mDSeu44ZLbXTBInY5DWgqoERkmMmqixQ2JCYmlQ0KbcYoJWnEyjWssvrUXWCw9ck242V0Q7qzsZZrL2g5u9P7m4ctGjh/PMvRvYIr/k13r18o2Jx499plV2L11QcyXWcyjhBcc5w5ghF6GYG5Kz8ba+vTqMtdSW96+Mjm2bbyAZpI23WmG0TF5gstb4/xCSBXpik3tqyLnq2H5OJ+R49JydxnEnAiEg2w2y27pnb179MnD5Xa/fa2P/tmvXCZ/fCnfF2AZjLE5eYNU4Vi/gvBmNL49KjcJnYYOGyu3Y0xPXjHek8EpObMV4iMrRAt1+S7jZk+YRmQaQTNEJmwf07p7wZk958QNqNGddISKSCJqImul0og9HQrjBgriiK8Ykwin2HG1L6XdonCFNWBwcWDMLWmjSyRXLDrIRDAstP18QJy1tuaSrWkLyy+La+vgZ6+lT2usu6LKgKfTogo1fiDsuj3mevvOc2xlv5uJ03xmlNIqnpV+/sN5Uy1iZMSfhX+msgizjrcpMZWLmROZks3dfKE5BpokrOvaxZxd7uhC9nlILdRyxw9HFIB4fsXn0uogAKJI6uL1Fbp+tmm4rb8AHsr63xr7kv0Yz9hvl9Whsw8xRzOGY1TiZMRm8HY3XR6eZ++xqw0bhWhMdgaUnPFF4zcBOlMekHEnU/Zbuekd5rHA8umcJM8wjev8Ab3eUacSCtWp8QjSiEgkS6HSm0xMhZAgObpubsQ+h52RbSreFNEMHFmYPj5ehs1yRVsK2Iq3qfFENbl2Apy6ojbou8f63XvbeV+E8heNefc3ZdXneUwNfZukXEo2FjHKubuyznWE3Dn22NgZcmWqmlryKQjg5hjbJJ8/ZRyqzGSebGWxm4iwIsZHEXnt2oWcbeqLGNgFcsdOAHU9wePTHPK2fTSRATMjNDXJ7eyHg+F4d5He8vketN1kfa8Go3TRdgOsNXPdwnZR99Nny2njUCsoxK69P8DAKG+m41o49kV1VoomHsBhZjVGrA2y0ctp3TM+uyH235nBQsDrD4Qj3TUAiz62fFEGiV4dF6SSz0YkohaVxZE3wYNTEGHpK6LG48cGbNmUSRFHTRmDhxi5l4StfAC3KSmCBPPGwthriL3azrua+lp0XQ/fL7zj2pUDXDPrieOtxbZlrbzwDpU27oRQNnie3xCy29iRWKNW5/Ze/uMqCiXdjn600Q88Myxy7eWFuo4mtJBLhHMI3Y+c0wnEgjBNhmiE7X7/n68m1/q722NXeqXh+5t33tNH521zfW88OrBOg2w4+D/D6JPxg6xjoIRtjhdxulHez8c/fwR+UwD/6bMdNVF5a4lkOvA2FQ2y5aoBHLfxYCyEG6vMr7IefsB1H6o+/cO/GDEWpr9/62PjdHYwnRBPoBqFHJbmKaJi4Dgd6nVE954+zGY9hy05mxu6K2hvWz9AfESskSZ5tZnO9t7mRUEb3dhC8p7/kzQvkc0WxlV/aJ51zftYwXrDV0GP04ZWFp3clrFjQc1ao5EZmmShVGYowZGEmUBots+Dh+yZBn4yDzeQ8EsMyUbdITCmpbYCnmrmrE/d14NEG5jatFkS50p5b3bKTjmROYlUEas5w/4C8eyA+HtDDkTKNlDJDjOhmh1xdw6efwKcvsa67qGV8OOt75Nm/fpkXnUlq9Grsmo57uAxtBeYCj1PlNDsePomyaS24JGFNCSrmGu6WeagzYx/JV1tKn5oy8zmHlWlycsp5RnJuigd6fohz0CXJKz2VXBhSJjiBhQRMgk/ZqT4F2Fx0tBYiivOHb5HG0nvi4vyeePVv8kPvN9meHuNSsVVkKd697+Ns3Rguo4llq/CpN8dAmixFtzZBp/44pwJLYewMlV0gNt5yy+RGHb1q1WMkWsvN44Dm2cU9++BzDeTsdGN1ka8WJDYgTZew7lyc+9DW99uzt3+DVJJUrpPyB/uAofx4NB5Ky/sCHObKv3gzux+szif+Wdrxx/0tg97zBc5UkqmcauZfjvcMJXL9bMv+T/6A4dVbxiBEM3pAakEf7pFSqPcPrvHdR4iKEDF6hJFtnLhKma1OJPNawiK3dGBDT2WUnhxO1JRgk/zm1MZpt/TZpwpjwZJQJbZ0urYQ/nLPv2SIsYsa3aVBf53xPw1SranFLEXxJppKUJdUdjZuf+5CxyULYZ44sMcZZ91+c43MNVIsUNCGfixsUqXrCikVZMqYzThlpPP6pZBImlptXTnWibflyLGOZGZKI6gSIrvQcx18jr2XSJbWBJwy9uot8uotHE8wT9Q6kymElNCbZ3D9DLu6ht3epyuXcbcPaH2vjd3Xgjg3khq75FTSAb/n/D4X5moc5sppllaEFbYauQodHWfPbrje99EmHqoxdIF5v6F07tlXhTMzZJ5hmmCakTm7rPJqMO7dgxRSo13W5ocWzz4TmYkUCY4hX6hbQxvqtvVQKwkl9XwPev/73C9/4mXt292s7/tneR91Z+9tA+JTb3568t77OAqO5bTa60Gopk7fhRfsRFhbbqpelb/cqJZgRZeptWXazZxzrrQh/xWeKzRGIgfT+GvaydXq6qzD+MSrg/k1X2CyMfr1X/uUH5a1fzR2YLnVNhH+8NZ56q5eGW9Kw6wLjKa8mQJvRpd21qh8Enb8o03hJ9MjMjq/WohOF/VlPjIV5adbZS9X7PYbx0sXl0pSM3Q4ghVXeX04gHb4pIpi7DDJxPCOLo50YaDTGUQZa6CYMEjPUYxJO7JELPXYfueiEm02HvPZe7LBULCtNl246jPvgEj0YsOlx75Qcl3451asuZwLnda+c+20C7NfO2/td42LSlqRbp2dbwITWEVlRmXGGWYD58TIKHRkekoN1GLEzouq+64SQ0HV5audU88wqSjKLm7YhB7FgUOPdeJNPjLU2Xv0GIWCYuy140p7T8uAZYqQcUTfvoN3d745XwxUSd/D8+c+0roY/Adm5Mv6aOzAYuwpwPNtZczQi5NTOO2TMFd4LG2+fYZ9Fq6l47O4YT8Fh8E2jwDwWEesCnfdhgeNDH1yCGUxrOG3Jc/eix1HH53ctRAWgAQkh8yGmaiZqJlMgJa7TiQmKWQ8tCVGH6tMkYUcUawZcTFk9pHXc15emzEuNQJ5YqtLQX2Btrq3fM+Yn1xB1sr+uuy8MazAu+W/2ndn8ozaQvmldnEeda0EikVqdSBTEGOToIseDYie5+CNilXfgLqQHBMvDkMea+ZQJ2Yr6xEwj5o68UGnIE5Ru7D0Ss4evh9PUMqajmurxLPfO0NRbJxzdYH8fljro7HTAj8RUjA+3Xu0e91VthEGgisomXAS4aHCTw4O19zvI3/cdbwIkW7BtDc7OrUprDdifBGEz7aJ4WpLP0zEw8lv7iaSKA+P6KvX0G2aDJRQpafKhojRMbHRiU0YqdYhtQOUHAKzJEbtGXRD7CoRVxWtLd8NC4f8LDCBZEFtwYotHE7tsaAB7cwz86tcU6Cx05wbngvhxdJ6W3vqrRq/ltaMNsVWyBhzjeTaNSZeL87tIvRxYWxdagQrvShBYKuRXt3bZqscbOauTgwUamMISubU0XuJXGlqSDuBXNA8YccBu3+Ah0dnG7JWu5HoY6wvn8Gza9Y2wIcXwQO/gLGLSAD+Avh7M/snIvJnwP8OvAT+GfCfmdn0mznN3/TyG6SL8IPrJiDRu2JMMWvILX/cVfi7B6FU5U93idtUeRkiG/FpuWVDP4bKpPAqwMbgj3aJ4XoHonSHwY3d2mDM/SP6ky/h6hrMW15Vt5jMRKn0TGx0ZJdGclYkO8Q1h8gUKqfQc5INm85IncHxRDXnig8Vn3abWY1dqp4J2xYCqUsP/zQL/8Uv59qvb4be3PnZu7vbXNpuZ2Lq1n5b2oBmFHHN9FwTc+kp1aGyUYRdMjYRlpn4NYYwo4pPu+21Y6vRuxdSeawz7+rAiUJV3xw6lJ7AlSauJLmmuwiUip4m6mHA7u7h/h6ZB6gzguvGsdvBZy/gxS2kiKhczvF8UOsXab39V8BfXvz83wP/g5n9OfAW+C9+nSf2G19PCs7uX0SMPlS2ydglYZuUoHgOCKDu9e8HuBtAqvORbwlsLdA17tDaeOyqwIQxYBw75XjVM25dN2wRcxBw9prDAYaBWkqjMYqYpoYSKwQpTi3dWnCYUETJEpy1RiI1JFcfiZGlzbuCW1w7ioYk9R42P8uUF+P/WYb+C2wA8nSuHBZWWv+NXbSoLsE1a3GxbQXFlGKODXDNOtdijwtRvriCjaKtvukcAAGHEFUctz9ZYTKvwS+a9i452Yy+gZlMxWcJxgnGCZlmdMpN/NK85RYape1u6ww1S2HuA2y7wbc0dhH5I+A/AP6X9rMA/x7wf7Sn/G/Af/SbOMHf3Fqqtj7AkQFR47avPN9UPrkKfHqd2CShVO/JSoCxwr98Z/ztG5A58jx0vJSOT0lcEZjFmDCKQBF4xHhjldf7ji9/+Iy7l3tMFJeMEydWvH+En/wUe/eOMo+UUjHdQNiR1NjIzCaMbKIX6bRRls4hMobISXuOuvXpt/0e2Wxc4XxBpxnYDDbQOlvajP3Smzc03erZ+Qbv9C0Nfo3Zl7z9wtAXF9gKdE6lU1o4v/51qFTmmphrR6kBqiu87FsYjxZq450LOFU0TU9ug5LM/4ZTLR7Gs4TxfmrJlN4CN9pxox1JfYyxTjPl/hG7PxAeT+jxRC0zmRkLivUdXO3hk+fIs+uVDuxDXd/Ws/+PwH/DuerwEnhnZrn9/HfAH37dC0XkvxSRvxCRv/jyyy9/pZP9da6vpFVL0UUhaqOZ7iBKG/dciz8uIHGYoVRFLNAT2Emkl0BTK2tvKRSc126MwrBLTH1ciQygebY8I+Pold5SHIuNt9NW1VOpBCnoWsA7Y8SLBGYJVI1Im6U2nnrN5h5XZpy1N9U++8qUs4b1712rNRL6eo9/7tQtjfmzUa/eXM5h/TrPvj7DX2uLDNOTE/DWW7FAbRNvKkYI1pB4y3MvXtPShgUcU8xWyui8ePb2l1oGZaJEkkT37OBttnFqf5dFKaelGapOLpm6NsOeWHn0P9D1jcYuIv8E+MLM/tkvcwAz+5/N7B+b2T/+9NNPf5m3+A2tc2HKWPIsBQmkEPijG/jzF5WbVJnnQi0VFU99/2GGvxvhfkrM05ZbueLP+1t+kPYY6o2cFm6eLHPPxLt95NXnz3j38oocnagyY2QzOB4Jb9+i9/fY8YCNE5WAaUeMSh+hD5leTiSZvMUkhlUhm/KoHe/Sjqnfk3bXxH7TInGjqlCDQgYZDJsqpWZKKc2RCmfSCKVN07SR2EsSCVoLTlvQq95JkIVpBi5tTqquRloRogpdEJK6/JJ6tx1Dm767YjZhnHBtVcf/hxKQEhnqhoNtmS24fpsa267SJb8WFUOsjci2/ChoJIUe1chohWOdOJYTp3JkrAPZZgTY6o592HMT91ynvQ/AAHY8YT99RX33llxHMhNWm+FvdvDsJdy+wK6fYbsrT1nMPliD/zYFun8X+A9F5N8HNsAN8D8Bz0QkNu/+R8Df/+ZO8zewzv2fJz8Iiqh79dve6NQckVadT8xMOBXjUIWpBHKFROI29Oxq5jwP794xY0xWGJMw7DqmTaLqwrTSjpmzs59MTXQgKtYFEKc+Fm2cdGR0oWzibICzBEaNlGBoMOcvF85FgfZkyXjr7b288uxJl7B+bby1ayXr8VjD/ycXkDXjvhhCWdt1rG321nrzb85HWC5Gxa9YXXnWHR+vFALZgstUt/pKCG2O/clnWI4vF3x3ytxknrJlsvlYq7V+eZJIEkfadZo87wcsZzidsHEEc7UQsYZfiBE2W9de7zr37Mvn+EAj+W/07Gb235nZH5nZj4D/BPi/zOw/Bf5v4D9uT/vPgf/zN3aWv8m13IC6VIndC32yhx/eCC83lZtQ6aVSi5KzcCpwmI0vj8KP75VYtvxZf8PnYUuajZidD12CMknlQOaxD9w/2/F4vWXYbpg2PSKBWATJGZlH9HggvXlLvHtAinO4S8sfNzpzowd2MrRQEiCBdEzSc6RnDh3aR7QLxODy1KtIRhGvxC/FBDt//ve++YXXVzz7k+trSyPdf2zX+uLVeNXQ83XW5MTzgloDpQbmFS7rrwkq9J0SAuQyM5XZJ9MVwCf+ogSSJlQDRyk8kDlZZrRMMS/o9URe6I7nYcdGOofVmnjKczxRX7+GuzukzijF+/XaeusvnsPNjRt8Sl7IrR9oKZ5fbRDmvwX+axH5KzyH/19/Paf021lfubUXg8eZSG964eUebjpjp5UOsOLkh1MxhmLcjcLrkxJqxx/EPc+1d0MvzdhVmMUYKJySctxvGHYbpr5jTslrxyZoqZ63DwPh/gE9HBu2JqwuMWlmpwOdTKwTZU0jdiYxSKKE6OqwUc9ySLDaE/nC0OulZ/7V++lnz375y+WHum6q6+WWi/9e5tll+XreiWzJ16uSG14ePFdP0bsluWZycc6Z0moBwRQlEBvz7kjhRGYyf1QMNYfH3mjPtfR0EokS0EqDyI7Y/QN2PDjnP8VvEg3IdotcX8Fui3QJYvDP//6w0Qe0fiFQjZn9U+Cftu//OfDv/PpP6be0LiNcOd+otd1OV53/7rYXbrrAUVxEopqPvU4Gb47GF13lNgU+vdryXHs2Epjb3d7Y4DFgUOHQRY7bjvl6Ry6Q3z2gOTeiiYoOJ8K7O1BlNsEkAgkh0WHsZWIjE8LMUmuowFCFQw6MJlT1HvNFX9FvviKt9SYXn/2XvyuXjt7yFmcjf9/Ft+Jm8/BLcf78LGs1iIXU3k9YzBqfgKvg5BrJdQnjW32sbWi5zsDs46gqDQ8fCW1+zXAwzaFOTFKoeu7KdwSeac9taMZOgOIUVDYMyOGAnk5QZ+8YiGASkN0OeXaL7bYNnNPgwmYXm5WvD6Vs9xFBB4tNNOikP55tKtsEn+6Ul5uAVuE+L0Vtp3z6yWNlW+Hf3if+JFzzN/rIXhOTGaM1uWDzkPQUlXebwLP9huH5DT2B+f7gUQAZNSM8PiI//RJEsSouJyQ9Ss9WjGd68jCeqRm6FwOPRbnLkZMpNYDpgihrx69gWTyOK+KcdHZRWJdfwuhbif6sYmNPTFwWNlxZ+OBsnXw71xyWjSB7QaFh29f5doRikdJC+LkkN3bxML5LQgjGXGZqnZnFKKJE9Rw8ik+6Vavc15G39cQgmay+sQvKRhKfhh2fhC1bcdXWeR6o84w9HtB3d8ixKbWS3bBF4foa+ewTuLmmuqb2mrE0Fa4Pbn3v59l/RqJJUCGpz7Zfd9CHc9V5+TuesnE/G3MREg653BLYtKTUFUQ9DC8ijAJTUPK2d6pplfNMtRmWZ+R4RAZnhnUyQ8UkogJRMkppI662usdswlRdIsmwCyNebHkxfM7CK2tqeW6VtRL+xc/tanyFl+6rV84ujX8x43Nw0TAFF0U6uXiX9sQF6HppJyu+zlyT3dOBs/RzEGPVR2eJHpSg3kJzBVZjrDNDnSktehAgmE+6bTSxkURYcotSsHmGOSNz9gJq9Y3IR56DzyBst9CdW24fooFfro+e/XItxIsCnSqxYeX/9LYyPwp/fXTqphD9r/rFaMzV+Dcn2NbALYk/CB3BjAeOZKt0KogEJoP7Avd95PDZDV1Qpr8VgmUWdIceT+iXXyCb3tUezNtvNewIETbxRGBknl1quO+dZmooykMJDOYtPcfIeBVa249UbxMzA4NX3K1brLF5q1UcwluQIEiTk1plJ5cBcxGQBanXPLu1nLUuG6PDihVIIvQKUdqsyDJOSIPN1uIz/ovarEiLopwxdsqBKTsHvwajj3CVoAQnkKw2rUlTDJE+beliRxCh1srb+cDr8shYZ8AIQDBhL5FPwjXP454YvJ1o40B9OCKNlYZx8E6JVTRtodtgz26on30C19fOR2+sUczvUuLp563vr7FftK/8x6Vi1ApArdCzica+g004P3n5U47VATZzy4MDyk4i20bJvIx1iLgzncSYg5A3HWWTHJLJ2V/aCuJYpKFa71sj0kA1Qm2gm3M+Xk3IJsu4egufz+5TmrEuPFzi1PJPa3O2fLL3W2JLKHMWuviZub61yvzFWy6+WmgcAcvx1vfiSdSwKqIu72Fnz27Ns7e9rPHenwdobCGaFAh6nkA07ElhbjmjYC0i00gnzjqHALm4cTdWGimL/rq1AweHyfa9K8FcXo9fQ3fjN7W+v8b+3pKLfy+N5PnO+NEL400WOhNmoyHg4X5SBhVej5U3Q4Wa+NfCMzZ24P+rh9WzozAJ3FvlMQWGlzdMopS+c852VVCh5ozd31HvbtD7e4gGNWBhRwiP9GEgMlLniUKkzIUMTEkYQ3D21VxcrjkpdIq4I2MZTCGDnFjt+Gzwl+H74uHxqbwLw3zSz758icEKzb2oV1iTYYpqdME9+4ohB2wZa7WmPGlLNb4NvJqQqzhDjUVCUDqFPsGmq8xUp8q2QrFCqY4B7AkEhCqV2QoPdeK+jMy1YNXoqnJlkSs6rnXLPmwIwWf/9fGAvnqD3D94hFUaH54qttvBbg8318jtNWx7xEq7HL98wfO3sb73xv6kUirv/5/DZm+3sEtCMG+/Lvf+2G7EYxZORcC8snuwjFZ50oIpGCPGGIS868mnGQuh5eTOdUat2DhhYxN+HJuyiEZUxeGytGEMc1RfDUoxLxqWCqXBYUPw1t8TfIy17larh53P7yI//8ota2tub6tb/rqb+mzoq8PmvKE4X7w9yWtXH96KcguJBbCquVRb5DJcullViG0AJgZnBToX9Fz8SU0aCZWfT+FiAKZRZIdWie8J9Jrcsy+59zQhxxNMI1az10+W6xSjk1T0vadbMXgufw4RP9j1vTf2n7UWBPpVL3x+DZ/u4FlXORbhhFBYSBDhzSD8q3th7jr+eH+DVmE/C7E4F1w1b9s9UnlMysOzHZtiTFc78m6L1uxerVQP448n5NUdApQXim32RH1grzN7zew1g2WXJMqVcYZRjWEunKaZrmQ20Zz/YvIbXpZZ9YWPLsnCzPEVD73sD5f1u7P44hmxtv68hu7nf22hp2oTadrQfQs9FCybzTLqmlvOvRg+UJVSErkkSu0o1qGirmwbDY2g1cUkaq3M6ulSEGFHIJgwWmGwwmOdebSZjE+sbWviuW65DVv2oWejHWJCLYbdPcBPv8QeHrA6Y+ZKPBIi5eYGe/YM2V9h3cZL79UVM3VNgz5Mi/9o7D9jLV7vqgMR4eXWuE3+ZzwR1nkSMXg3wo8fhKuryA+fXVFrZWtKqq3tJbRJOOOYhMP1ln025t2WstlSpxM2e4GKanAakbf3HjZeB8puS9TAVgtbzWw1k2vmVAulBKYCUzbGuTBMM5Ti3YPoBBpyxua6NczmNFV1qb77enqLnhP6xVkv7bzlF6vnbk9anfqFZ6dVyFXdOEW8cHfeTBZjL6y00utmIJQaKDWSSRS65tkXYzekOB/cMrmYxWsnG5QATFYYavY+u2Vy+1y9Jm5tw7X2bNV13TBxiaeHA7x+C4dHzHJLNRSR6KSSz575HHvqWuoxNQOPXFZ/vnpNf7fro7H/jLWkuFFhG41dMq47IwvoDJjL+4gYpwxfHgRNyk4C1xrYo2xZBYhZboJZhEMUjknJu56631DziGVHZ4kKUhoN0qbDyjUmCRUlhEoXjC5CKsLQKtbVIFchZ5jnSirVq2HhwkihMbWaG/tSoGsPa1JFX39zGguY/+IleKHLmsGeL9zq/+2c47vGm61EFm0PaK9b+oH25LGg585kk4EosirAKF5pvDiiC0SK0qkX3HJ1Gefl4fyaHsLvNbHVRBKH31gp1DlThwE7HrFpWltuGE4uudvC1ZWH8kttZ7luF7H8h2Tky/po7D9jGf636xuf/PPe+GxvyCD8OHtlOAQfOX07BP76tdLFyAtJZEk8l8CtBe5NOS3OUGFAeJsC3TYxPttTXtxQjgfKXJwYVoQ6zcibt2448w1VtvQh0MfKPnl3YM7wyIUOmsIwV4ZhJuaMJQ/jTRz1twq2LmH8ZD4XXwVTu3DR74WhT9JzWYt2S6/6/JRzOH/22EsQsPTFzesIF6/0PN3TkqcG3zYxi2SLFEsUEiH4FGDSijKj5HWDqeoIOo+CEiLKUDOnOnOqI0OdqMEx8XtNvNQtt2HDRjsSgTJlbBipDw/Yu7dwPLTRVp/AQ4N79c8+oe62TW/O4dXLxvUhGvmyPoJqfs4yWKe1UvBJuG1y5dC18iTWaKZhKiBVCaZsSewkEcx53q25zSowUBnEmPtI2blkk9ULg7MC44CMwyocoSqE4Eoqzmy/uGT3rxWlVPfspdrZs8vq81raYW3uxC6Yl89IuK8W7c7HubDDi+e8F+pfourWsN7n2BeNedFLhdd2jDYaulT+l+m5Fhd4kc4c7NQ1TDwXPv0yfVim3QyY2/x6bWnCMrGfRNhIpHP6ED9Wzg1M0x65tM2IVZFS+g7ZbJB4FvT8+aw+H8766Nl/7vIxySBwsyn88TPf3Pu3xjEDwTCFx1z5YoK3J8hzIoYNn+stpwAP9oY3ZSCqElNgLvB6mtGaeXy55VRvSP+Q6Io5zFUNyoS+ewVM6PhnhJoIGgldIEXoZaZjRnNBpFIlkUNkmIX7h4k4zkjnAznWRkAXEgdyRUf37C0KxuSij3xhwB5tL1YsOO0zLNh1uGijmc+U+yCoQZOMthpBhUiloxBDcHljqah5jcJKRYob4qKStuThFaWYy2XnIuxT5JN9xz5lainUUtbSnhhoFb9WoWMWeKgjDzYyy0DVgUAhmHFD4jPdcqO9g4OqUY+P2OMjPN7D4wMyDGipiAjWRWTTI89fIC8/RTcbHL1fHHp3AAAgAElEQVSwIAg+/PXR2L/lSkG46mCX3LNe7uPZ4FSMqUApzka+I3ElnYs+1gVx5nMog1UGKlMfmLeRGvWJx5RaHVgzjkipTaxCUVUfAPEuO3JZHRfvDMzZyM3I19h9aaovnr2h3N737F/bJ/6aX8lFjr60Ic91u8tCwPnFzqVnK5ntRfGf5UTWdv9FdOHFvPNXD+OFoL4hXHYIloq4snj2ymSVGaetqtIwCDQwjQRS4wwwM/fmjVNAckZqWVr+EBSLAek654oPDUxj61X44NdHY/+W66oTfvQiYmJchcrBcPngKpyqV9tfzcpPHvyG+EPd02vhr8aIFVY1mIHKT5nImvnyStmXRLdP9JuEhIYgz4Y+PLqHvH+kPhyQAiHu2YbICx0oEqiWmWvyfBJhqMrdHNhUwUJBQnEap7XA3dptkwNRKE5nXVo1cs05v8bAn6zLlH4N2S8La7CSYFQnewihEqN3y2XdZJZ3Kd7494Zm+50X5oYSGHIgV29hbqJxuzVSKAx5YqxzG+RzFhwk0GukD9GBNHXizmYetTBg3ObAtirXacNVvGIbezQoOs/o6zvs7Vvk/oAMk6v0ULCQKLstXO2JtzewyDLb0w3tQ18fjf3nrpY3msuwvdgJb0/QSyGBo7qqMJsxAocKD2OgI3C76xDt2QzBu0nmIJtsxgOFJIVDLxy2gbELlBQa17vLSzGMPiM9js5uKqCNDHEvM4/4yGVucFKkcdsXZVppXhp4dgnDl+9LM/QGn10/JPaNdv5114f2yqc5v69liEbF0HAZ9reTxtZe/CrM6Ik9ZkouSq5KaXDZFLxuErT6HHstK+uPyzK7FntsYKWBzEBmUmPGiKZsa2AjkV47kiafxDNzIM39EV0MvTaqa4W6ePTN1gUhQqPu+g6tj8b+DcvMvXJS43lnPN/As63ymL2DNS3YbeBxhr+9z9xsK8/2W66icas9W4s4EYVSpDJa5SSVNxvYV+F2o9wkRarQF9wblhmdJ/T+gL59RK4qcrUlhsBOBjYEJDuajurZ41yFRxOGCqYVtOXNjaQR2onOBrk6Rv6i/tbKVO2Jv2xoaucvq9cvK5GnrjWAJ3kL6yheE4T0UxUmi0zVPXs2oWuF0qiFKS/SjD7pF8S12IMoQZVSKo9l5lhnqnlOvyGwJ7Glp5eeSPLTKQV7eIS7e5hGVkINKhID4foKrq990q3vvXgDHzSb7Pvro7F/w6qt8NNp5UVvvNsIz3eRhwz3Q6Vmo4pQRXjIxt/cZT7Nxp99vmPTBV7Ihp1FZpRZlILzyB+k8moLnQqfbpWXXSDMkGevtAdmmJVwd8BeP6AJeLYlBWWvJ3YoMmev9LeweDTh0ZQj4sYeitft64UnLUCuDVTDWW2KC4NfjPFb2vtFAN9+sSYNLAYTGrxVhIvzaa+WhZaqXmwC3mOfLTJZZDYlVyFFuOrNjb3MTJJ9mxCX0U7oKsyYMR7yyMFmKhUFNjgeficdW9nQiYNprBS4f2x6bs3YFxhvVMLNNdzeUrc7rN94f8AuLt53YH1svf28tdaZvHikaqTgajHPeiOpYI0IQsVx6Q+jcZxALdAT2UpkL5HedL2Xq0AW4aDKQ1BOXWTaduQUnhbqzJBxRA9HbK4UcSqrrRU2VppwY2UZIKnmnrA0UcS1Nifn0VQfQ5V2LxePDBYEkbXJMYCmKectLfe20kZg61rKW6r2Z864RdBlMX5XZjWiQFIXdzCpzqZjLduwitCKYasElW8dru3Wjqkexm9iJaizydRaqG2+MIj4tFtLh4pVDjIxMLe2o7IhsifRS0RDU3ctFeYCpwE7naDMrNXLCoQIu2vnnYvBi5+/YMLzIayPnv2bVvu7Sss5d53xJzeFIMLfHp0MMYhXx+cM//DgQxahJPbAi9Dzg9jzmsJhcrDmrDCK8GVMlAp/erXh+GJH93ak3s1u5AGo5uSTIVE//YxRbxGZeF4HHmsk1gkps09l1cyMcmDHQN8q3tUNXYWVIMsiUrpGIz23qnxYW2pYhRpQSyCVYrltds7p1vhtueSYXbyctAq/lwI8vZGmZrMJyi4GNEDWSq1t8zCQOiF1QqugRKp5T7xWIzdsfNWABWGTjJveFeDmMlFkpkTP26MG+uBK7FQYbOYVD7yVE2ZCJHLLhk9kz1XcEDpnkpWpYKeJ+u4d9uYNMp0I2mYVqkDcYJ9+jn3yCbZJ3uW4GPj5rqyPnv1bLPeQ3i9aBAX3qY1rGqvwQTUYqjFUKFWwqissM6FrDmsiFIFJhBFhioF5E8lR3Z+4O/XHPDvNdC5Y63MnKonSzM5DTR8rbaOgK+TmosfFBdCleVAfGPNfnElgL3L2FVPf/v/CvNcY//JcORciz++yREV+7URYZZfOawmJz95+SSqsTbstWYiqEWURc1yINRqWQIQoLvi0CHRMlsltBNUZ75VOArHl9Wo4VHnOZzBNPQtI+HB8wPoNbHr/IOtN8d1aHz37N64F1+7gii7B5ze4VFQsbK36zaiJ0QqvamZT4N2Q2HfKM674UbplyHf8i/mASYUEWpWH5i/fXm9489kVcSyM4lpvoQqSC/XhgWqGPr5ERiFlY28zO4t0jERGKJmcC5MGTrpjYMMoiU6CKzGHVpWvFauGVMEKyGSQKrJdTXWNw2U1Uy4q5/6w967NYvAX3bf1dypGECOpkWIjnFjgOm1zUcvAfEarsRxWyLUj1843DCpJlT4apVZyKWTKmRY6dOziBg2RrMJA4b6cONpEMqeg2mrHjp5t6BwXP2W4v4e7e8LDAXs8ItOAldnZfroe2+2xT1/Cy5do112o2Xy3XPtHz/5zVwtWL/TKggj75NNwvRqR2lhtnPxxBAaDsQhjVjoSN9rTE1gYVSpClSasKjClwLhNzClQL/yVY+NnH3udMxRDK0QqiUpolJM+4mkUE8eSNzmJIuIMUwvb7FqD4EIO6uLjLmCZJXX5muvx9WsJa88w1+XZDoG1J55d3n/tUgw7Y24byayzyxq6wpZV7MxQw6IE5+ftlXivAvrYvgt05KbFHsw9//IIIqgZjBM2NfHG2acGWfTmtLHSbNyzOxbiSWzznVkfPfs3LGu7uDUywhSET/eBIPByk3nWVR418IiHr3OFhxn+9s6YM2yvt/z55pa/K4+NZorGoSKc1Flq3lz3vPrkit2bA3MCzU2rpBqcTkip1PsjvB2Q48hOC7uY2chEJzNWM3OuDASOuuHIhpN2dJrYavFZcnM5pnVMrhgyCYxy1pzwT8yFn+d97/XkBjcvwq2Q/q955oJFj+pjqWGBAKzphGGNTcOkzfUvqQnKRE+mpw+RXQxsEqTkaPk556bZ5jFIJ5GNdBSEBwoHyxwtM1t1pV0CW0n00tFrotcE44n66g3y6jV6PCHT5MyyJSN9B9s9XF/Di2fIs1skRMdCfIdabsv6aOw/b63h2tkEgsKzjRvOTTdzFSsjtjKqFDOGAl8ejGDGJ/uOl3HHjSTvn4ug5pynU6Oketwm7m43HHeJHBsbVW0h9Tj50MphpBwmZJzZaKFXB+ZEMlYruVRmVUbrGekYJTFJZBMyqnUdKJMlT694aDG3n98z8nMb7WdcluU5lyE8Z+d86f0UI6hfO4WLqnuLBvzKtSKin6iwcOtFCokUAn0UUjRCqEip+HjLAsIRIg5/LcDJCoNVRnMF3iuErTSIrMbVu1sulLt7uH9wePI8+4hxLX7Cmw1sN8jVHvY70Pg0GvoOrY9h/Deu5dY3SvNG/UoxrdxunBPNSoVanffMhNcn+OIAWhPP44ZrTfQ4j53ztkIRZVblmCIPm8ipj5Q+UpJSWpiqVgmlwDBh9yd0mOik0mslkUk1u+cvrmGexcN4700Hn3rT5i3XyTpj1WvPnH8H64284NGXstzTHADOG8OTJHv9unjtpfWmclGgQzhj6BtPlp/I+UgtjHdhiEAKyiYFYoDgki3OObf49abC2hEpZhzqxMlmp6HC2BDYEVtxrolHmGBzI6t4PGBl9tajmW/MMSFXV7DbY12HpXgGInz3HPtHz/7z1/kv6gSK3r/dBqgRnm+Vl3vjdYV68gm0qA53/YcHGEbh3yodnyXlWejYmZLXtxUH2WjkoY+8qYmHXWLeRiJGnbzw1JVCMKEeBurrAyKVjRQ2Wukt01kml0rNUJIyS2AiMdbEZIEitbFtRLB4LsCZYTNuY9XwEbglZ16C79Xyn9TdZB1AObPcXt7/bqju7ZdaehQj6WLsl2ZdwWbMZhZddl/LrH6k1MAmRWoMdGFGxbV2cuOUMxFEtIXxiYMVTuXEoY7MVBKwJ3JN8rFWDS7LbMA4I2/ewbt7bJ7AcqO1NpdivnU9N9v20KeLUeTvnrV/9OzfZi15e3uIVFQKu1S56V1AYmlNifhzhiIcs0/BSQ10FrmWxIbQKJTqetPPKgxBGVNg7hMlOT+6v6c/S3JBhgmds3t7qyQrJMtufLX5WPHZ9tkCs/ngzjrTfoldX4t0nG/eVhjDWEkw3xOCXf9dfLP/5rwVnMN5u3juUlzzn+r6jhd4+IVxRs6UVU5L5Ug6R+B5df9MMHlxTDsX6CrGZDPFCrAIUSsdjpnXxqcvtTpd9Dj6o5a1PYkBsQk4breI6pll5zto6PDRs3/zWgrxba46YMBIVOMH13Aq8PcnJTSvr60G9mY0xgzHMVHHyE3d8idhz2uZ+Cs7MlulxxA1jinwxjre7Tc8PN8jGnj2ZkALDuCgIseB8OaesA2kZ4neAvs6sK+RY8lYLphFqgZyTRzmHZt8IgtYdIliakEteE+7VpgNm9v3hnuzAphQxesKrp3eKKLAN4RaV4mp+mSErQX85pN03q502acgQmw0TmUN8UvzpBNWJkwbEKc1/qop8xwpWemTNYBO9nC7ZtbhmwpU55Xbpp5X9cBdGTjZiIqRTLm2xA0dW+3oYk80QacZO56ob97BuzssT4g12t0qsL/GfviH8PITYoy4zPR5oBbOSc53YX009l9oLb1V9/HbKFz10IdziCR4pXY2mKqQs5CzEWrkWhNHioPULm6aLDCpMMdA3vSUU1MLXdo/mNMjTROSIlIVrZVIIVlBrLTZbj+zipItNs9Om2u/YJCBM6CmoXhWf7o+x1hvZXtvRGZN3d/zcE9qepcGwVkW++L91mfb5YbBE7xOMf88yyCNLJ/j4ihrIbDJPRVslWVWHNEYG6AmSCCIb2AsYJpxgmlunr1tN6JYSj7h1vd+8t8hw/669dHYf85a7udlbiNQUfGcN6jx+T7QqfL/boRemv5rAUMZGpLs9VH44h10Yce/sXlOlx/5f4aDh/GhYlo5Nbqmx/2O6YefM6cH6t/cUxsw1RDqOGD3b6H2xO01XRVu7citCF/WgVwmco0UU0ZLPLCnlxOSAqmYz9PbYqgGpSJjhmhIjkgRajVqw9xLda/8VPvNa+vLrLo76EtqqKeAG6GNtoq33VL0frvzudMMazH085SZtd/NBocSOdXAplMkQdSK2UyVSmkEMakKqZ615I514lV+ZLCJXQjsa2RTEhsS29CzS1viXKnHe7i/Q+7fwMM9Ng1YzWiIWEhwcws/+AR5futTbt/N6H1dH4395y279DdNbhhb7/td8pxyF/GiGt4uWjzSbMKQhcMIukm8CD2vbGp9WrDg+fQMjAJzSpSrPfUxO5ijwT4NsJxdc6wXJGeCZTqb2TAjVqhWnMbJhIIy0TGRQJ23rgosWna2GH2pSJYV034ehKlnTw88NfaLx5qfPy3KLa9YAbYLIEbPoJrlmi5RxHI8a8c2nJZqsv+fvbcLlS7d9rt+YzzP/KiPtdb70d1775yvbIxRY0A0QQRBxHgh3uRGgggSYyR3Cl7pXbzwUhCvIiEiuRBiDEIEQYSgt4GjEQRjvIh63Ofss3fv7n4/1qqqOefzjOHFeGZVrbd7d797d/fZ3X3e0VS/66NW1axZNeb4+o//XykoOcc+iqqdwUmu8ZrUAzCzptSLV462UDByq9Mz7aaZnDI6VXwuyDzFeV2mthRkuHaI5CCo2K6R/dsd1eGds7+VrW+zNGKFIh2usBkgJefZCO+PzoPBx6XxrUjGRPjxg/MPFG6eZ77/5JZPqOwQiq/gmlh7nXGmceD4bGBzMkrfU9MCEn1xqQWdT+gJ/D4hVLb1wM4TySasLlSroehK5iBbTrLFNYQQ9aqRRXNMKYYvoA1JF4KMdlaQveKuuUR4X6P7dRR/s2aP+4us67qxpZbONFnx13bl4LGRZ5w7hBIT90NRJpRdJ4yDkMSoVqheKA3CPGpmzDnScxFOvvDSTswsDMDooeuWEPrUMXQD6fQK/yhgsrpMsMykUnEzZDMiwxa/vcXu9rDdxMBiTT6uPhPfJnvn7F9gaxS61LRC1Q4Exr4w5MqTAZ73QHF+WozSaj5D+PDoDGb8sZvEH+v2/MRObBEmYCVwNKkUEea+Z7rrmV/PlL6j5hSAGAnlE1lmZAI/BHx0YxNbetQXzArmRkUoZE6yYdINroqqnQNTbJYGHZUXW9mgGlGMt9p/dfb24j+Vyjdba/dzErBi2S6/X2cYSZ2U/Lxbc47srWY/j/HOBUH0Ck9VmEV5lpVtvzp7zM+rGEkSfdt2Sw3SPFF57RNGDWyDCcmCl65LHUPu0blgn7xC7x+QZY611hocdXQD7Pb4fgc3O7wf4nVWf/MMfKu8/p2zf56dBR55VK+t7CQKIMquh+dbmE8eoolOiH8LHIrzMbCUxMZ7Nt4xkOhc4uPt3qpUYUrKQ9+x63t8O8JxgfmE1wIiCBqqMUtBdGHUwlYqidB+W1Nwc2GykckHqiimTYH1LGrgV2O2a006b07e2G2ENm5aO94XR13bd3Fu2utwQm++ja9UnF4qvViMBK92DOLppG24RZMxyB0Tax1vnli8o5IZkrDJgBtLsViAoc3wNaionCDdnN04UejcGV0YUXKKLbcs0azTaUZe3SMPx1BptRWN58jYB2Jus4lUPud2sQ8sgvPNlWX+PHvn7L+QNURZ844siqjzfKv81hOhvjL04/hASKvHP2kj3H9iytz6llsP5poDiclnKsZCKM085MQn48C421DvbqA4/tGMTxe1GGqF00TKys248CALHQtR+cfMvbpysB0H2zNLoibODu+EZBJJGgumNLRsOGiCGL2RAUe15TYNbnvdCV+32kOT3SgmLEgTTwzVlo1UNlpBE2UVVYBQRV332b0QfynEEQSgp3rHsQ546tl2wm0PQuW4LJy0MicjaaJPiV5zY9xyjlTuWbhz5dYzO0l0KZNyAGoGlPxwgp98jLx4hTYsfKViCvlmhz5/ht/dwmaLqKIWa7Jnyj6+VUEdeAeq+Vx7lLyKXIEqru8TvGg3Q0BoMxcGZyE+fJM5cxVqSYhldtKxI4ND8VAedRWKwEmcKYENCR9idGZnB2t5swVRRIcxiMXmXUu9gzxCKfQsdI0yK+bhLldFZ2vSrVh5txbVH6Xllxe7Xg9oZcCl+F/v0BLzdXOupeJJ2/ILtOyEy9+cH8cuP2wlg6/NyfZ9TkKf42+qG3bekvMzDZVJbLqZG2ar+pqSUHS90DioO7osyPEUI7eGr5eGxKPv8c0Y227Suor4+TU9PjPfHnuryC4iT4C/BvxJ4lX/28A/AP5r4I8C/w/w59z9k6/lKL+Bdn6zHZ6M8FtP4dXsbMVawhfX0aM5p+q8nBOvDhlsyw/1lj3Kx/XAvS8kzWjOHAU+tJmxq8xPNtRa4ENBS4yDNMdoz2og+O4oFCnsPEQjUjV8EYp0PPgtD35kVihpweTUGmIDiRxgmSpQJYA187XDQbvK4OnqhXKJ6tfNudXBQ9RBLnU/Rp+EPoeSi149VHTUV/roEHY8V/Iejm5tlJhQdkPiZqOUWjnZRGHBqah29NrTpY4Jp1KYreK1kCQxSozcOs90nsjFyEshvbon/fRnyP0rXIJBViWhqnB3i3z//dBgF+XcRBS4EoP+yj9TX7e9bWT/z4D/wd3/ceCfAv4+8B8Cf8fd/1Hg77Tvv/P2qQYNBONp5xHZhdZjDzNve+tVOC0Jq4m99Oy1C540u6KCFucolUmd2idsyI1vvs2xr5ZYxCOy99SI7CvbizlmQqGjkKkiTaz1OoJeZwmXTvzl12++Qj/D5tfv1933N/ZirlY/I23Qtu0ma+S8KhkeR3U/H5L7RRRiPeNZQ6gDaZH7av9dW2SvBAy5tp+LC2mN7E0TR83RYkEVPU2wLHHM58iekKH1TLrujdo8+hnnDO9bFt6/MLKLyB3wLwD/FoC7z8AsIn8W+Bfb3f468D8D/8HXcZDfTIuGlIuzH4Rfv4Of3MOTMSMzvLSgMCseVFM/Owr/188EHzp+4/aWHcJvzz/FiyIamI2DF37PZ4Zu5vXzDRt1xl7JZo1FVvAaQowqlf1yonpmqzOjFqTO2Hyk5MJxGDmyZbKB2frIHlIKIBgNi74UUMfnAhO4WmStNaLrozR9dfA2Sz/feDPmx1ANL4g4XSd0nZI1ZLQcGmDOcI9tt4tkc2vMWXDgV1dSynQ5s+1h1xuHsnDyieIFPLYMBx3I0nPwQq1O8RozdRe6KvRJ2eSBjQ7kw4L6PfLyFdy/gOlwFm/U1Md229Nn8P3vw80+LqxCzPSvsAXXaIFvi71NZP8h8CHwX4rI3xORvyYiO+B77v7jdp/fB773WX8sIn9JRH5bRH77ww8//GqO+hti3hx+yM7d6K1uF4a0Nq4iFpgohyJ8+ACHKfEkjTzLI50nsMvCy0LlJQuv1Zh2mWXXU1N07c29zcHXTroz1MJYFzpv0d0jfTVzFs0s2lElUyXha4NPhHX5xGu7lXZlugK0yblT/iiety/80/9eJQucd9RbZE9N6bQ5ywW2e0HMXXoSK4lOTAREEkm1SVU7SGWhxJJLGw8GBDYxu3G0hYoF0yxCckiudJrpNKNLRY4hrbWCac7sHZqQ1MF2i9/eBJhmfeVtI+hbFswf2ds4ewb+GeCvuPs/DTzwRsru1ytOb5i7/1V3/9Pu/qfff//9L3u83yhbI1pSp8/Grjc+2MCzAcScUuPDkRUOBX78AK8n5TZveJY3bMmMpuTWhy7Ag8MrhY9G5eOtsgwZ7VKTOgbcsWp4KWiZycvM6Ce2nMjMbcfbqKIU0SCy8J4asidx1NYuRKvmW1DAhbihEERPPuNecE+4B620rBh5uWpWGW3sdllPjXo7VkizGlkqeh7j0diiI/rjpY3dYkMNiTS+xtyPLitdVrJCFsO0sMiCq5E0RCE6D331B5t5aUcqxiABWSpWcDfGFJE9HWf85X2jjC5xK03Ysh/wzQbfbmG/g6E/X9CkCWP61Tv/bbO3cfYfAT9y97/bvv9bhPP/RER+AND+/enXc4jffFN1+s7YD8YHG+f54KjH56iRk3Ks8HsP8GpK3KYNz7oNOzKDC9nlDCJ5AF43Z/9oo5QhkbrgOIfmWLXitZKWhVwmRpvYyYmurXUWD2BPITF7x6nN22l8526EwqS1mr14bMCtwd0Nt7ZZ5trGcHqZqwsrOif+sTXriF+ah04bCFmMrHaWa0YjJb44e43Rm0eDLhZ5AnaMKF2XWhkQwpAulUUWqlS0qb90JJILB5t4YUcMY5REAqoVHGPMA5s0oMcZf/kaPwappJfm8Ob40Ifiy34H+z3e95xLGdfGm8+5YPm22Rc6u7v/PvD/icg/1n70Z4D/A/jvgD/ffvbngb/9tRzhN9TW2OatYSMi9El4snHuBie3Rpq3un62ANicqoB1qPVsJLOXTG6zarPoTS8I9wleZ2HuErXvqBpqsGZ2SeWtIlbpfKH3GfVy3n6zVvMudCzSx266FhA7Z90rwEXMkdKOd41aK068jcEuAJg1sl+diZaax5crZDb+XRdhrvtZfp7vXRNNrvVDywzWkZvGTVuNYBhF6lWHoAlDqLJQmWxBzNl4omOViRQ6TfSi6OkUMk+n6QwuCnpv8GEILHzfI12HpHRO3b/N6ftqbwuq+XeB/0pEeuAfAn+BuFD8TRH5i8D/C/y5r+cQv+kW6aaqcjM4f/RJqJ8M4udGV0U4VMOq88EMXrdkMZ7qyPup56c2cVgqarHQcRTlJ53ivfLD7cDdfoT7I3JaSCpIBpeK2ILWxGAHdvaaezthZlQLMcSFxIEtD+y41ROqE2KJVfQlrUqriwdwZ2x9f69onXHJeB4D0PNGZHfxM/VzRPZLYnvuprtEGp+skU5wBa1fLyilRfagpYpLQCzziCqbLjFkbc5eKRRmlrjIehxVnzOuieMy88qOdNV4Zhl1x9RwFba5Y1878iev4Pd+P+ija2QWToXUBYjm6VN0tw8Rx2sX/9SE4ttnb+Xs7v6/AX/6M371Z77aw/k2mZz/WT8GSWE3ONsBel034byRuTpzA9fMSwJySBFpR/Y5GmVt3FRFOAgcFKYuUfqOnCb8ajoGIB5gmmSFZAX1IKhwa/IRohQyi3SxLCuP++brq/Cm6rqS7IlfGoGwDpyunviNNPZRw/7RGWorrcL5uS9kD2sTb2WHvSzJNtwQeMgwZ42movtF6il6h3oG6yBB9lms0rvQ+dr41CDOQEjuyDzD8Qhlac/VHk0FH3rYjNDlWNFbx4TX7/e32N7BZb8Kc6AK2w7+yDOhKjwfjNcZXptznJ3ZndmMF3Pi9z4ZGAbjudzAcOLlaeL3p4KkhHcdkzs/TjBn5aO7LXfvVXxayJ8cyA3lKjjZFnpgKEc2+kDWA8gRVyiyZ5Kel3rHjT3le+ljUqrUGrxtwTkfOPkyz9jBkY2Sq+DFqa2et6s525mnpWXh5914v3Ia1p9FNO86oe80HB5rzDfSnOgyejOM1B64mjMtIK7cdT1dl0EmikO1mWoVldSAOopr4P8nK5zqwq52bDxHQ1CVUXrG6oxLIX/8MfLjH6OvX0WfQAxTgb7DPngfPvg+ut8jKccVp9Zf1afqK7d3zjuYdO4AACAASURBVP5Lm5//8TZSSgLbAXYDjDmiu7ZwbA2EMhs8TIqRGMaOm9TTuUA1vEkLmQhHgQeFU98xjz01p0dzbcFRD5qp5C2yWznX2tGDi5p9YgiaKb1wt51j9vrc1VADMT3TRr3Jjf54EvcZaLrV+deOhjQZZb0IP8LVReJ65HY1evM2CcSFXhOdKjSGeGvU0CopCosW1VfwUbWA/CYHkRjdZUkk99gcnGbkdAyZJ676BEkjqm830Ciovmv2ztm/AlvTzqTO3aZyP8GzDbzcwGGCwyx4FjzDsSo/+sTZj7D7wchu2LF7yEhxNIMmpYjziQqWlFf7DQ9Phf1PXiGSWrcoLgpilcTCUGY2MpF1wnWilq6tuibu2fJK9syaIRloJMKX5pRRl4pNhiygNRp260zfryL7GTUH52bdGubPkb1dEaQ15rocyDdtuHh5dLFYR26rMET8snqoSgvCrs+kLmG+MNfC4oXiRkbotSOJMteFxWIBx3GqGMWdQZSNDmwsoQ8n5Fjh+ACnI15m3NrFJqeo0Z89hfffw4eR6+vcd8Xt3zn7V2FtgpUEtp2x62E/KPse+inw7Ctn0mLCR/cxg38qQZA4Soqo6iAp2FcfRFAVjmPPaQul71qk4tweVjfUKp0VeltItjQyxtpo4YUTA0dGiqQId3pFIxWjArwaVoxUNYgrHjn6+SXGv2vUF87bf1cbMucv18ieV+44ODe5ZP0bD0roc2f+6jmqASKMXUKz4kyUNlq0Fo2zRnQvVikSI8OV1KpKrKEO0tGR0GmB0wzzHECaGpMLAFHFc0Z2+1B/6fL5tX9XHB3eOftXYxJOFJpmiSE7z3dwP8GPjqHm2lalWQp87IaJ8cPa0/tI74nOiZC2hERyEWFJiddDx4ut8KzLlLZ9pebQdNwANla4rTO9zRRfwGasTFQvnKzjYBsWCV1xX9kiPfTNpTpUReyyZGPVLheoy4s8L6j4FbrOsfOF4VK3R+agGL04vUZjzrgSi8Rxq7Fuu27srf3+VmurhB67JKfWgs9z02N3lBCFEJSTLSzt4jfgiBvmFRVh7HrGktD7I3J/gtNCK/6DqDMpdBtk3ML+BvY3SM7teB6XMd92e+fsv6Q9ohAWBwlcedbE2Dnfu60s7vyfnyhuCSycdHHnp1NlNsfLwOiVwTsGl8B1z8Eov6gyJeHlZuBnlvmg71hEcQy1uHKYhjfurPCsTgx1ZrEZ6kRdTlSrPFjP6FtmyVhaR2YGVim1oKJITWhRvESEt2LnxZiVc6+BX2N+fpZyXuGuK3nFipuPMVlyY9TK2OZ1FuRYcc7csFpRK4EXcEM8E0qUoQKpSRiGOLe1TpQ6UaxGGSFK37CHB5sp4iQzRoPkFQNUhV23YVON9PIefXFADhPMNQgr3BDJ+LiFzQ1ye4fc3SG5u5Qu3yF75+y/rJ0/B0JwOlUCHhY64TcjPJmFMQcHmyN4I4pY6mUL7rhk3IOldhFYqp0hpYYzJeGYlKlPlKFDvODtA79m2ckrgxe6c6MuoqW5Uz1T6KiSgsACogPW1jTPnfWVieasq+gXWt3WhFyhMVc9uMttPS3X46om+7QSTV4PsdaJup9r9WvHimG8itKl2OkrVqm+YG3VVEXOnHOV4KkP2uh4qNpw853EIpEeTsjhGGIb67Zfrfig+GYbQhBDHzvsqpeT+x2yd87+ZezMp15DgdQSRqYT+PWnyjg4z3/H2EpltsRcMtXgsITCyYcPA/SO14G7ruO1Vx7mANR7F9wzLzvhZ6Pycj/y8HTP5nRifD3j5lSNSD36zK0f2NUTm2VGyhyChcCJkQN7Zu2pGlRT1NrkWVqtXFrjbxV6LI2MMlnD0BNRXVpkt3jVl4WWS81O+w5p3fjGCiv6hue4YxSUgrfxm3tq0V9xyaj2bLoNxZUXx4nJHiipIiqoKDklEGW2yiJONhgb7n+xmDTsU2JXZ9LPPkE/fk06HVEMrwVfFjwl/L334f3YX2e/wRvW4Lvm7e+Yar6knSvQtVPtUbuPHez6kIbKTZt8bWBVott8XITDHDjyTmPvel0sIe7OJHBSmLJS+kzN6eJbLW1epaCyV5JX1Oz8uxpSEhgpOODg0olvz7Gqqqy3N9fez07cpK3OQe9N/+XN0VsD1bRPmawouvMfP34iP/9SgHTGvqsoRqV4icgO57GeSluOdW+tk0DWrROD5E7yGLlxComnc/nhFjX7OMI44jmdx5/ftRQe3kX2L2WXD68S8oFCFUMF3hujVn2+EZ6MwqsinJqy0CLK0Z3ffxl6cGWbuRtHZp9hLvHYDcD1s2Qsyfitbcfh2U1g7j+KJZZag25qTBO3YuzrgZETpYzUUihkpm7LURKTDiyqJCDX2ja44vilCaj60qCzi0dNW1Nsf1qg8WqKC0YTTQnHbheWlTrr3KAjpK1Slsb3Lo/x8XiL6C2q0zbPXEESmnpEe1QyDsy+cPITsxUKjiJstGMW4VVb/tHq9DVYgqokMkpXK/k0kT56gf7sZczYfcE8tN1lHNE/8mvwwQd4N+DI477kd8jeOfsva5eQzspucG5OAWNyLMd++5jhsNbBBAKuIjzMICrUsREiSomgc1XjnsRJ4py6xDL01C6vBX04onqr2YXOCkkKZpXFvC20Zao4VRJVG7x0XT65fglr26HGY8ubNbtcddIvKcHj0tb98rBt+WUVdLzGqJwj+zmVuIruHquwojlwBcQSjFEpZ2BNNEiz6HnktpJcqhPlhqTgmzNDa0VOE3I6NTz8BVxEl2G3h90uonw7kl/VyO1NINOnTc7n8hdNPt45+5ewdVjEuXUFASsVhoZ4e74xfrCvLK+dnzx0oJBTjKxeHTLz4uRdqIe7VXQJJVGpISA3aQyrXw3Ky12mex1VLi1ykmCLM7pz6wt7f+BgI8cys4gw544TcKLnRM+gTk4VUQ3iShFUmq5qFVgUCphV3AtYAZdo9rWxm7Z6fMWkt+Z+ywI4yxqLOCkJOUGkzYJZW5KphpQT2NQuGMFdJ1II4rsNSIdKRTAKxuxGNY/gj4ayixulTCxNq92a/ExSoTNnPCwMD3M4+ukU/PBekWEgjSP+5Dn1g/fh2TNE05ny67to75z9S9o5kLVNESdEm7qUcYcnY+X9TeWjo1CtOVWTUb4/JU6zsys9G0bcD2itAVixCO+zCpbg0CuvN4ltp9F59lBHFYURJ+HsfWFrR4qdqKVgGhrtM8JMx0xGpTCoIdLm26ZtI82DgLI06is33Nadc21VrpyjNauzrzX8VaC+lnRKKwfduaHX7m8V6gy2cIml7UFIwIjQIRIou+KBiqvr9AAhaULMQyHGoiHpGmAkFaGrzlAWutMSPPHzHGAaKtJtSMOGentHfRoa7ElTzP2/o/bO2b+sxUJW29KKj20E44oo3I7wwU3iRw9CamnqqphciOhdS6JWAU9kuiCPaBtoFUFUOHbKq1656ZQ5JcSd3hsCVhtNlRfumKg+gS2Yda0aDkmoiSHY4HW+YNWdRiHtF9LJK2WYa+XXi2jGpaF2bvBdz9jbfVpSQtLLX13MwQvBLHv1MxwRRaXDRTGvZ/ad0tLv9ShaVRTAQGAhtgw7UYbU0U9OPpxIhxOU4IaXhp0nd/i4RTZbZLcNySeVC2v0p0aB3xzz87rtdcOTT339pr1z9i9j7ZybeWSHHookKUHfVyQ7790mfjgLv/MqQB8VqEtTR7FE1cSwZPqSoHb00lMpTPOEqUPOeFZe98rPNontmDl1GXUYrZK9KaW6sfeJ7/s9ZlvcJop1LG7MKCfvOfiOTtpIze2cbkehGzW616C9sktOHrcGjGmxnHP3fHX6K4fHI9NIAl2KG8T5uZT0FfEJfI7qWS6PKiSyDhRJLFbi1rTdINh7xWOWbh7OHjoyThGnS4mb3LN9KAyf3NO9uIdpwsuCVENM8G6E/S1yc0t6cgu7HZoTj8YP3wL7RSqOd87+S5t/qpNjDkvxMx5FgLGDmxG2PQwKMzHKPgdWByuJOndQg1zRRc8a6O6x0TWrcsjKKStLlygWCDRrKb270Xvlxme2vqC1BmiECNYrRVUhseqvnUH27QPj7o0JRx4twKxUy9evfY3i67js/H0Ds4hE7yI1AAxnZ746f2eGy3Yi1pgtgkoQchczqkUDLpTs2ohS2mXG/ZKZSDxMEqXTRFcLepjQ04zUQOmdGXVU8b7Du4ynFD2Mq7fzmxvX4c2I/sVNvbB3zv7L2rmjvH4tLNV4dSjkDMOodFl4bx9KMf/gp0FE+VDh49qg5xajs+XQM73Y42li03eh6FrAxUO6SYRXvfLjTcd+N/DqdosfZjavSiDCpOLi3PmBf8RfUOuGYTrEjN2NRTL3vuETv2XkhGjDontorceKrmPmlFJbdG8NPL90yFWD2cYsGowrTZb5BS5rFq39rE6nsebbtzS+XsM6pILM4AveVnJXykpNmT6NFE+c5oWDLUw+MctMrwO5iTgWj+dP1UnuuBomziDB4Ls7Heh+/yPyi9ekaUJLacfsWN9hN1vYbdChgz4jFiXNN5Vj7rN8+ozJOP/y5x/7O1DNlzRvji4tqlRzSnVCK1Do1Nn2AbIZEnRX/OPnt6dm6txDzQ0GyiXwEfdfRDilNbJnSm5NM1+JmI2Oys4XNr4E5ryuQoSPI3sbGzz69DxOxddIfX0XOQsmPPrQXYfrdv81sgf/XFtvlasU/vxHK1f848cTLheWaka1laHGmtZ7o+rmcXSnOWpCyCRSdfQ4xw67rXjg1jpMKTjnug5Xwddi/RvfifdH79MvYu8i+5exdWVzVT5JICkEFB+OwmkS+lzY9cbTMfG9fUeehA8rVFuHz8JyusEd8u2J8YYY/5RoRiUPR5mS8nGnvBgyr3YD4sbtJ7S0OfrkG1943478tBzYTQeq9GBQSRwZecWe5zLgrUZ3q0DszUfEhmC2irIAs3OmHe6l5/ZYlPgtmjeFlnXmrgKjOr0KOcdCy6fPXYhECA3RA2dHFxIqPUhitoXZFhZbWChsRehTJp1po2jZxUqEAalCXyEfF+ST18j9A2IFwSAFf356+pT0m7+Ov/88FoqcRg3mSHoDGPAdsXfO/kvbpbqTq2UPaTsU8xIf+j4bnVbGTtkPwsFWUESrl0WwMrC4kbYDaWV8bvhz8SBxLiock3DKsRQzd4lFoDtHdiGfI3uhqwu5hiMZwtK68YUcVM7mzeEaG+260WYt61i76teRW1ZUwVXD2v38k/i2abFKkHms40Gu7+9rz6Ch5lifS+KUoLGNRhBSrN1488AFxB570FutvQJba/HWb8wGqRhynJFpaTBZP79JshmRJ7f4bhsbfc5Z3BJdM5E3U+Q3PgG/4AXh7SLxpx/zF/u7n39M75z9y5g0Z2hpZU6w6TOlOvMSaVY/C+qJXVZ+85nDS6f7xFkq0RQSwarglqEOdH6DuZL8dXy4rYIJs4B3wuteeTkm0pQCJUZqDTIj4QwYW194Yg+49dzXihnMPnBkzyxDcLaJ43Umdsm7RimfUUtgyjnrbbLOvgpL0K5sKyxOOD9/+EYQRI7ZGXIAXFzl/Blc+em8iS/ihdZvi6juCmRc+th284nic2sGSmvQJZIrjWWLJcHSsoLs0M8eSjmHOZRaT42swiy22lIO0cbnz2F/Q5I2LrjSa3wbB4s9iD+IDOA8D+RSMv7i5cY7Z/+ytsoQAzklNp0yi3F/XCjVGVJofm464TefOlN1stXoT2lAX82Ck44y0tsN5k62QK2tpIeLOkun3PfKiyHR983ZXQk6ZG/kDcbWFu78gWIDB6vMFSYfOLJjkhFrx1zrAmbh4ChqEsi9Ksh5KSbIN6whbJ0WGRtrTkTA9c4Cjc11zCF4SWrODpcmQCsh3EJT/hzZz/9loMdRFp8pPp+zl1WiUV3QloUs6hQHsRDc6BdjnAvdcYbj1MZuBbAYuQ0DcnsDz54juz1JWhnzjRFnvb6A+Gf8rJ33dzX7H5S9MZyRFubX1U5dG14WMlBq9IPQ90KfUnSoz8wvbRPbOnzZgM8kYpGjGtEdBzwrc5d46OO25ETJmYzjtTb4rNNJ5YlNFJv4yGYmX1gQjjqwSMZUEWmRUi69g2gKxgacNPz9uffWauPrl7029dbx3DWN1Rr4Y2H1Erm9NRP90fJ8nENfe2QiICmw/TXqdWuIPUXJMWk/67QXMwqVpB0JZThWxulEN81oDXKMGB9K6LdtN/g4IuPQaKPPB3j1wh6/vb8qe3O8dmmSXjVXr8aWn2fvnP2XtKhZH78BK+BExOhTAEuqFY5LhQT7vbM/dOyHG4oljsUb11qwmXrZYscniDiDDyiVUwlV0toptc88jB0/2/ekUnnYDGwXJy+VNFe0d6SrbGTiN+w1m5r53frAfd1yJPFSdxzSSEmKJMcltJhEEiohHuGLQRGk6nlxB8At6KrE7IwBuGAF2ujN4qZEwzKLkwlFVfW1wQfr5N99RighItmiawjBRM1u7hyXIydbsN5AhCSJnoyaUGth9sKpzhScu2HDqB03nxRuP57YvLpHl1Ps95sHnO/mBp7cwdO7M98cjRfgLATxqE/xNX+QPtPCeT89Vvt0+v545Pb5B/vO2b8CO59miVXO5EpuSq4rAlWa5tmQlf2m7W+dhKUGJZoR9FV16TDNJNGGsrOIaq0mNVVOXYotuKwsWbFyDVgxkhtbZjY+k9oyS1VhoaNIwhv1cliLuXJpUj3eaX8zzK2veAXUXEV4/CoCXUr6M8fNlTDkylTTzg6ro6/PZq3bH4Caeun0Ew4vbd5vvkpnNzCNKLnMpOOMzkv0PK5EJ6XrkHFEuh5PuV1k/JLVeKPXfrtg+ZXbJUo/dvTP6g88vhg8ap1+pr1z9i9jVyffcVSFsc9Yw1/XahwXY65OlsqoC893C//kb068Oik/+qjn/pR4edxyPw2UaeT+4x06HOnvEjkLr4szL0aWRJeVkjIf3Qwkc17cjgwGgy10tanD1IWNnPhAX4NltuVAVyamPvMy73lIIyWlANY0Yoj4N0V0LoYXabcAoOAe46oUF4o1irusuvGXnXbz0LnrEmSN190Y3rnAOipQGlx2aU3yM8MF1WBejKlUpjoz+xIAGqBLHds8QoVSCkUKRQNuO2go7Iz3L+h+8jHpxSsoM5SCezBoprs79Hvfw+/uIqV3h1IQd2xuuwCaYwMOvlGR/drhPxtM8y6yfy12PunXP2s/FyEiu0jjYQ9GlSzGmOHJrpKy8OpBEDemxZhL6Ij7kvCUyM0JadGWaAfgIpw6ZeqUOUfdXvUy/xZ3EpXRF0ZmshfUC+YxfiuSqKIkCQIIjxcTR98AOBcOOlihsHKOz+1Fy4WSai1pziX7Wq9LuPel73UdfdrWHbYeeWsbtHVaazc3zjKOTrDXqGLVz9TRzhrZhQ4hLSXANMvSyDXavQSkj8hO10XvwlbJLD+f5+t5o5//93ajtl+mS95O31ve78qpr/388Refae+c/Su1+BAL0PeCe4LU09dMmkClkqTwx+9mTgW+3wunWfnwxcSLe3iYKi+OEBSVI4VC8rYoXh1qZVLjxQa6WXgxZjZj5olq05MTqgmqzi1HZh+4qffsywOa9yw2cvSBF5LZ4NxYYOjdhpBZhvBSF6jayCwsxlaNCPM8qr56yVIDgLMutKw7+ykFEk5UGgIu9tLi7ywkoaWeGS5WocalwMNSOS6VSYylMdOBk4EscFLjKAuzBDAoubCtxp7KcJjQV/fI8RTcgGqRmqeE393g7z/DNwPUgk0z9voh3rrcg2is01837L5S+7wHfdwoWDvul867XEqhdnEW3ujKf46/v3P2L2mfAYGAFtkBXDIpOe4VKzOC8f1tZanwpF+Yq/JEZ17khQ9fJ+qpo6As9Agd6ikUTtsYruA8dMK2Fw6dcsyJsi6ZNJlmcWdkYcPMaBODTRTbU7xn9o4DCaGys4XAxIekkq/76Uhjq6FdaKxx4/HZHyb3YLYhMDkBMvLzXrmKNFAMrN33WLFt3fjWaZcQbqcaTFaZapBWVGloQlYJaHAxZqksbUVWEHpzRjfyvCDHCZlnVhEK0QSq+HbEbnYhBGEVL4V6mAAhbXKg57ylUfEGfupN/vKz9c/6+89Pw+WantdXeMOaE73dGO6ds3/Nlhoai64jbbf0y9LopI0uwVKd4U55r1PeHwvvpSNFDhw0MfnAhp6PxTk6HGpE74XErB2vh55Xo3NIykQgxwYXksPglY0v7OqJfTnwijuOCSZNzD4wuLOSzwXhpF1ggI2iyiuPZaDWldgWbdaS5cxYs0Jwm3BkWn9/LhfWBmANJhxbcCnxsxZJhVCgLd5UWZvoY1w09Nw8W9x48IVZQnq6d2WcjE0p9MeZ7nhCpwVdPJx83MF2j49bbByhVPzFayiGomfU3OO0hfPXXy145rFjv1l/f9547XwNug7mn9G1/yx75+xfs2ljQO2Gnm3fMS0FIVFqZZgnSi180CXSrXF6OHE/vmCeZ14+dByrcyMTHyn8nhd+XAsHh6N0nBRejgPjBh6ycgI6b8ASYOOFky3clAM35YHXFKYkTJo5MTBQcTm2znjMq887ou7h6JXL0oWtc/QLzbIqjfBhpZmOLEG8kiVGj9c0k+cZe0vhrc4gy5kZNrC1UcUvDos7pRFDBtMsQCD5JjNeNZ32REfvwvZU2U7G+DCRD0fkNKOzQZ/x7R7f31J2e3yzjRHjz14iKZP7IdCMK2HeG/b1OPpnN+He/PrR92tPxX/+heLz7J2zf822juQiGkZq2+fYbsulsmqyF0+glW4c0ZRwjKEWfq3CjY1sWXjCwms3fuIL27SwGwvdkmGzpW4nzCrVauvkhQ7ctk7clCPZKtWF4srsPUtLgJ1Gw2xxfKyijvXSGAx7DJoJv2/d6/P37Xll7cafZ29cnQZWFpxwazv37Kx1Ic2dYgQNFYZhJNr2nAte4xjNIsPIxIUuLUZeIjvw3MFWqEOCYcA+eI7v91jusGLIGbcvyMqdlRRPF4dfs5f16y9rn/bHL3bUN8drq+xWXCg+fZ/Pc/l3zv51m7QreXPArLAf+8DPVwWMB+BUhNSNDE8yasbTElpkv2n3mM8cHmaOh5mPrPAP6wkbZ4bnG7rNEX01R2p/OjIfD2hd0GUm+4n3T5+AKb87T8xVONrAa27IGIsYWRbUK27NoRS8CLY4vgQLz3nUdgV3NTdqNawWamOyxQLL34mz7ZSxW+Gv55ZTZBFWwQviCyKlNb/XJp4zmXGqcDJjtkJVo5McCzC1ZQnm1GpkgdFhU2E8zPRHD0DO/hbb9diTLb4dqT/4Hr4ZYbOB40I3hjqs5kTqg8Ci9BlvW3FyfZH6GvHvb+/onCP7pUb/tMN/nr1z9q/RrhKzc4W24slDFkkvNb1Gr7lqDxiuFXGl0z661J0y9Bm3wkPNFJlhN5NST3f3BFkMP/bULgX90qRAx6ZP7DrYZmejTpcEUiyDeJLW5Pn0GHEdu51vZ8BMu63/rCO3N5pHSdc9djgDd7j8TWQ6xoUxhzM4J2SrLlz00OSe0PNjCDFqy6L0muhdSWpIMnw7Uu5u8P2IP9/jmwG/uw1M/NBDSsjVzdfIfr3cc+3t5/fu07X0L2erEz/+/tE9PucpVpe/YgH8uY9zbe+c/Wu1y+xZWUcplxF2pPPxvSY4LiOfTILXGTm9RtwYupA56vcD3W3mfRfec4Vq2HtTECn+kT+KP9zD/WsOr16S5pn+9Suo8IO554l3vNoq/XDiB52w0Ru6Y4HjiC2KawfStYtQG70V8AWq2bmhVq22uXSJhhxy3gE3b037gAuSk5KToo3ySVxbBDew2GPPUhApqEfjrRKsPIsZ87JQWqGhwJaOkY7sAlbpVbnrR4bU8Xy8ZUOiz4LMwuHZB8x/wunHkXG3Q3ImDxskZVI3oqlD+h7pOmgRHZFwfnksZvEH8Rn5IluJUS5XSxq8l0tttP77OfbO2f+ALK6/bRHE4+sktJk05AxYsMmYefiTg2cJbHnuyEPP4Imtd4H4Gna4VQ59zzIfsdevqPs9TBO228NS2T4U+gLPe+F1V7lD6OtA9tj+ivq0A8mtvyBIWnHsDa++dtOhwUlX8E0D4vjj1xkUVsGKu3bqZW3HX1KC6GGsYbqdH0PPUFkIeKyI0Emml3yO7p0qm5QZcs+2HxlJ5E1COqGmDksZ7Ud83AVCUEPfPqWOpO2Ed12IXeZoDEp7rp/n7F8+oj82Ef+5/nldObhfOTycF4Y+5ehfcIV6K2cXkX8f+HfaU/zvwF8AfgD8DeA58L8A/6a7z2/zeH947LL+enaXlrJTnXmpLMUoNaJpj3ObE64dJjc4haL3TLLwqkxM831gw9ttTyIjbNXpu57u7il6c0OqlWEO9Fg/VcycP5kGfqgd4/Kc3emPk+cT48sfkEoh15CT1qaTbskoXcWHRHq2RfsO7Z5heQfdHm8ovEWaUGTukM7Y7TJPS+Ju5+yGmSEnzIRaFTNt1YCBOJ4HrH8fkwVyCuCNdDiZzfAez9mxScrYPScl5fl2x5A7bmRkIx2Wldoncspsxi2dJG53id4EtVjXTaJ00YlAtIsMox+QHDU6KZ0zrss79gdrb9cOWJuE7WL7Gb9bK6vPe7wvdHYR+TXg3wP+hLsfReRvAv868K8C/6m7/w0R+c+Bvwj8lbc59D8stl6Ar3lLr8vBUirzUhsRo5IF9klwzVjeUr3wyhYWdz6eHvhoeoURymidKB/kgQ2JH8jImHvyJpP7IGPs1wtNDUWV5xzJTFDvoGyxWllOv47Xis4PSGlsLlZxK9QyIarodoumjKY9nkZcR6yN2oJkAkgZyZVxTNwsid3ojN1Cnx33HCouZi0yBY+ca4/1TxAKlgLwYjLidPQ84VY2bHPPzWZPTpmnmy19yoxNw63vB4Z+QFJCu3DkTmP5Nc1OWiw2jErIZSMJ0RSpe7s/ctUx+IqjP/j+3AAAHBdJREFU9tvZ+gn5gnvJ9dc/72+++Krxtml8BjYisgBb4MfAvwT8G+33fx34j3jn7J+yNTVc58sgpBTgT02KVJgm4bAEVFRFQQxp0icZYRDlNg8k9lScEkRKqDvVK6eHV9xPxmDOYE4WiccWiXRVlLkPAvcEJBxcIYMkR7uetcgQQhU2WwGV+J0omjagHUZGpMNcEFNSquyfPKHfFn5tO7CZOu5uM+8/69iPSt935LzKPkFKQ2Bz0vex9CcRjJS6NqsfgETy99jwHpY6lmGDqrLLPUmkbbILmhKVhJjAHEtAvsy4QZ0rXgzRREoZTQltkfy8cHN+f9Yvvv6Y/tlP8cs8r3zmY63p/s+zL3R2d/9dEflPgN8BjsD/SKTtL9y9tLv9CPi1X/iY/xDYOqtd58siQs7hiClntDoPk/PRvTP0ie02oV7ITZxhEOhQNv0OHzcUNyavFCu8nl5Tysz9Jx9TXjywfX3EXx4DqjskJGXY3+D9wPH2PU67O/qsbIbQhx/7jqRCGjdo6khrh1oIOiki6wZQiXXQlT7aDXSGbM6zfou7cysjk3SMXWXXL+QsbIaE6kUiKnbVR9w2+P57gJC0J2gpOvDEk65H8tDm3qGOK22zbrEa9NhuzF7iojgveDXyyyM+VWopeKnk7YZ0d4s0LXfpYrTmfwCO/XXYF839v4jE4m3S+KfAnwV+CLwA/hvgX/kFDvAvAX8J4Dd+4zfe9s++e+aXBo+3/eqUhc6EnCtJI0ofZkeskho2JkVgZkWutZ5ejKJSAs/oMCCboLrS2npiSaJGBdyMZamcTpUlVea50LMgfk/GkX6LpQ7rOjR3WBJqTkGx3EZSrh2iCac5i1803/yNzDKuFUFPpZquFjnW2fDabbJ2PgIJ502y2Rozj1XBdAFC9UUcFozawDbFK8k4ZySqCU1tDq0J7XIDy8gj3rwzrfUXhcKvyb6Ouf1XNWf/l4H/290/BBCR/xb454EnIpJbdP914Hd/zkH8VeCvAvypP/WnfhWF0a/UYg4tF/ZTnFILIGzHzDgIr6fKqRRenpwff1yjh2VOEuHp3hm7StKCag0n0Ph4d/2GrhsZvjfSP42mXD/N5FLpTjNaDTnNeDVODzMfPzywlJnTdGQ3veQ3P/77DGWiY4NKpt9s6cYNPnT4rsf7jL+3xfuM9DvIA2nYoeMebzNuw5msUqsz1YmDldYVT4inlqKDe1BDWW275fWElE9aE7K08xJjyAfbc297FjOOtaIi3HQDWROmMQRIKuQk9GQ2MpJV6bYb8tguciKQFe+j8+59pPGsCLnr8fS3yD4PHvtVYON/B/jnRGRLpPF/Bvht4H8C/jWiI//ngb/9CxzzHyp7BDONH4A0HIcLXYY+x6ZYyDqB1wDeTMVRdZIbagVTCelkaVROQtTeLc1WUWRp6a1WdI5Fk9Bbr9RizMXplko9TdRyQq010ipodVgy5gXGjJ8EPAchpnkAcuq6lhqvxWo87lKEuTolC2appe4rG6pccPY1Zu3Y1DoQofdmBuZCqR2z9SxmTKWgoowaOmwGeFuHdW/9DYlorqqt8x5jPz/ze9N47eRriarfBPtKIru7/10R+VvA/0pQgf49IlL/98DfEJH/uP3sv/hSR/udtTZhFxBJK3bq6rfG7SDIbSalymLONDsv7kOL/KcPCxwmPB1wPZKyMAwZVWVMXYyXSkWqMUyFeljwWmEx1BxJwbryVJRBjQcZeaV3DOWW8f1EXyfSUtFqjWVVg1c+CXSgRJd+WYRqMzUpkvqYpZMoxbj/5MA0F35y6nixZOanG/p8w1gr/eBo0oja5thywsprpH6CLD8FrUgfF66kG5SOXjMb7xkQti4kVfbDlpxyUFU6Tfc9kV3QqsGGWyteK6UUrFRk6JDtgHofVNnIhQXrD6G9VTfe3f8y8Jff+PE/BP7Zr/yIvoN2DRm9oCGAVmv2Wdj2iVNxtn0jcFIo1TnM0YyqacHSic6VXarkpOGc4hSrpGrUUvGlYjVw6+6OqYbaeQrRBu0ypd/RW0e3/YBUF9J0REoJEoqyak8bqCNNyMFtCeR6XZC6IASu3xZjOZ2YToXDsfJ6zuzGxLRUUg4EXiy3NLDMuu1WTkg5IGqkHLW1yAjSOPxIMQUgkTSxGUaSprOenKZgrFEDXXXvPRhnbF6oS0EE0tDF2I9LrS7XQfArdvxvcubwDkH3K7S4BvjZt3xRbIoO/c2g1F7plx2LZQ4UjpxYrPCz5TVahBd1IiPcnIyxGO/fV7rXhQ5nY0FGMeeMqFJaF7vIQmWm2MS8nLA6k09HdCngwfjiV2CASgYE0YGUEqodSXPM2SWhYoz7LdpX7oYMi/L0duBmm+l7RZMGCSca0OCuw6XH05aqT+OC0mlzxC1OD/S4azQhW1/NLfoVs4dOu5YYw3WzMbye0eLU44wVh5zRnMh9T7ffI31Gcjqj5N52vv1ds3fO/iuy8KcLdBQjWGJPCRW4GQ0XpZu2LLXH65G5dky+8Mn8gIkjdkRRnpyM7eykh8rtfTjFEJs2FN1EV91qsE2VhWoL6jNLc3Y/nUhLibpfc3hXkui8MwAK2pNyJqU+GmWiFM2IOuNOyKNzNytpEe5uevabTM6Rgq8KsC4S4zXpqWkXzi6G/P/tnU2obNlVx39r7X1OVb33utPdUUKbBBMxKEHQSAYJOhA/MAbRiQPFQQYOBaMIkuDIoSBqBiKI4kBExRg09EDRmHE0QZGYDxNR8kFiJybpfh/31jl7r+Vg7X2q7uvX+TDdr6q55w/16lbdW3V2nVfrrLXX+q//Ss0j2gZ8QIhyG94ahiT0981g9sqEodVjIsxFQb50gUwVu5igVvSxR9HhBnkY2Ny6iWelptQoaFxHOwdWY3/okKMQvn/pkgpDC7NNjOLOtG+qbTUaTLIM3Mo7Eo75nooxE9eJqs5FMi60ctcnvBi3phL0k8t9ywQGS61muBh3FK/sashMj81womEl8greu79CwWJRfD9w5eWq8bQEkXRpq1aFWNATlF0cwwv41Oiz8b4R6juTKZcWpbvqUcbbm4Eol1RmnI0JW9MYWW1NqnqTwTNpO5K2G3Rsc+0kqiB9A3W+gfaLi9XYT4WlsyQMXTaQB8dSYT87X7pnFHOyxtjj7XbHoxuY6oZHqzB55cu+Z6ZymY27qXLj7swtu0e5nHjs6dtIdTRHGM2wxdPIvDO+fOsWGyZusAefuFmNwYi5ca3Flqb7hs2IKcJmkW2qBF22B8VNs6KJIbbOPjvqgaeXIKPm71Yjoqh34lgW7IHZjcLAvWrcLhUVJ7dpLUbCBCYVisDLPLOrQ7DnrJIAubmFnMiP3CTfvIFsR7yV6iqGu6AeFZCOc95jv9BYjf3kaDPM28jnlEBqiMmWJvKoIsgcGeuKoAYJGIl5a1VTWFtOTGNinpQqrW/NQm5KpIZYxBw3ZGaWQvJCbeU5z4qYxLQYbwcZWhqxFrDceli7d25JQDOqGXOpzDVEJbrITSd1xc8eCboyYTbhtif0abpajzDjlCoUS40DE62xVcNYpZ2P5EG0SbQIRDn0d/ecgwhd6soPp/vaYjX2EyI6mLwpIgnbEXY7ZxYod4S9xcQYM0cuEuqJcXBubvdoch7NA67KnAeqVPKjA3c0kzaX3L1b2UwV3ReyeXS3lcKW29yQ/8V14na+w4VN7J69TZomhrxD8wb6HnsQ6uMJG4NP7nUmSSaPu6Y5l7DqXF7u2U/GVy7gK3sYkvDyx3ag3nTxWKSkpsu7zJdfRPzL4E8j1JhQi3CnPsKlb7jtt7gwI6dMZgvaB0nGIIgsiZeReJTEIIaOhlenln0Mhd1uSZtd7Pk1NwaitTBe1jB+xWlw3JaoGn0rKcXz5lBM2nBHoc9s2o01vHYeAcFFSQqWM2UcKJvKPGaSC1ZoNNSKUFGr5DpRfaZobUSbGZumIKn0enSbA+dzTIv1MuMlh858p7o2okw1o1plLjGXvlRbRDu8STEf5sFF6U18iokwUpvOpVBtS/GEeW0CmG0tHAgxGWVAyQjZ2iz7fi69RRTHBJMlA38YShkDL64fVmM/A/TE0ZCER8ZMLcaohVmcIh6z1EWpDJSqzHujauG2zVQFySE4MZox5oH91nn28ZvsZ0MuKmNxNmXPXAtI4lYqVIFL2aEyQNpjA1TNlCUmVry2DjIcmwqeCqmWCOlbdt27Hp2H+GNKRzdt0kmNPB/BegXmoMx6Z74Flz2nDZktW26A32RIA7fGHagypbjWZROyOXI5Ue4UmA2/KOCQt3GlTDnH5JecF8Pu0290EdK4fhH9auynxEK2AfAI5YfEJscE1CSGSNe3ASdhrpRiFK3c9plJnUyK0VGuZFVKzlzc2GDF2Gn0dcsENgMoWzcKUBgRSYgOkOoiSkHbG7uBVceLhfyUWaO6NhqaHjTlYyTyUV29iza2z3a4t+XWlXVFNHrnJaOMDIzAhiEPbIYRF6GmtuWxaO2lVOzeZcymu1ejvDfklpBMTRCjKwkcgvcrIfw1i+dXYz8pYgpaDyoHhZujsJ+FTYapwL5AcQlP60RpyW/gtifLhHmlmjAnoXplcpjrxK3LS3Qy5E4hzw5eIkcghVGizJZ0Ewn3TabkjNSEWvDtBSBBUsVVMFEsZhvHIBcg+G2RYEwCQxZGUYYsaApdeSfkstuun14EU0lBj9W4yCEJfAOMCDmoxQbTPGPAPQoFX1RoZC7kUsm1da6phifPAzLkEKnIuhzx/uEK3v+5Rga/Gvup0PuSEfqM5CHBI1tlKs42C1OCu7R2UA+SizCS/AYgDPUZTAp7F/YuXDRRi1Innrh3Qd5X9JlCngyGaFdVNcZcEBlIssM1YduB6gWdEmlSJOpTQXZJGsmEJnuBCVa89cEoKtGdpyKMWdmoMg5CTqHLfii9SYtQej0+k/VG5Ck08g5StriPICNKxqsz1Ynixm2L+w0DIxmZZoa5xNz31r4qOYxcxhE2A54TXfMv6LT3dybE/8B1wWrsJ8aSoGslpaxKVmNoRiDiS+cWhNGYRdJMU3hUWWpb8UYmMCXYq1OYMa+komjVsFkLIg4+tSTahPkE+wSzRrUqxwXGSooE2yIt1Y23Jd3MsWpYrZhr626zI620+43Jot2VmeqXuDslpjVQ7ZJqQtUNVQs97K/LBSLKjuptqIXHwEaXMHZLUb/Udv+gktv9+/TrY+qrsZ8JIvudU4gk3hiU3aDsS5TljuNNs8xcN7hWhkaYudsy1pFaE6oKz24Fw7nkHts6sZsSg6Xw2AombYghUOVZCpcMlwKTIoOSNgnLijFgNWG7gufojutGTjFKNeb9zDQVCkFesbJp9FxF5PAVM9osOJuofhezLyHiWIta9sWYbEfNUNMAEklAAyRJlP2rsynGUCtaC4hiGp+lDgO+GUnjCOPQsvz+XAu/pliN/dSQbsphsCqdPisMKqj4wqPvEUD1FPpvFh5fGr2++zETmJMwazOwzr93W6ilsQOvLbJoY5iqBDdXQ9tN+pz22ry69XFPiyj2QqqxGmOaTCQuBO3D9cRYD99Di6+wDJPDIiLAm8evh3Dbm2KNHL2bg5ghZsvfLQSaK4o07eSuWLAa+8lwvH+UUF8Bkhhjch7dBUf983cqUOO7nII2ell3JDd2++C7azJq8jak0ZmTc3dMaM3MaYjSnbbRrO14irOzSH4NQHJFS8HnGvv5OkSUMBliUKcZGxJmMyY1SmYtCz+XyjyVNozRqLMRs1UzSQYAik0xcKLu8XIP4RKRuV00UmszFxIJ0YymIfT2rASLMEWSL5dK3jtaahi+CmSFIaGbEd2NSErtU65O/RirsZ8Ix3tJD/Fy8PDeKtHjPubm2SWyyd1PlZYs09pHGLfyF7FtN6CoMKtGFr0p1kZhu++k25RVj4uMNm6ru4G17LUTkUD1KLd1736UVe9z4OLWyml2aDlReka8vaJNcBU5zGZfzoWEAo10Uk97f5fYniiEvn2tsW9fXhZ7fkkaraxHk1ivOvjr7elXYz8VltrPIYSHmG+mCo/sIvG0G4RBO5uOxlrTaAzxbSSpyiWaZyQprkpNyjQO7E24s8lspsqwt+huW/J9TibYa8l90ba3Rnsxr4c5VW1Glff57BaNMpGIq7hXzCuqmSxKSi2x2IY4xnUkwvb4e8PFo75OjzOikCeSYh3eZr21K0GukBGG4gyzR/9Ao/Vqy8CncYOO4dlXj/5crMZ+DlgcYWN5Kew2oTU35Mi467L3jcq8ecJsRKQgdolajXZOwpOXITNX52LI3BsKj8wx/FjwxcEnmsot/VLT6+kc6KquPfX+nNsystkNxxCFpKlNQXVCoSYiir7X9xCWiihm+VRNO05i3s3B2A818uSQHXKBPDtiMRdOVEN6K2U0ZzQPwe7juvvx52I19jNBD3V7BDtmYVOjdj3mxFR7y6gsXtBrCD2kCmOpVFFKam2nmqjJ2WflIitFdaHvCCFLncUalTQknWu7Rc+8NRadH2a2mx0eS5v55rbcgtsSHXyHT9XLddaSc+01S2da+9AtbRhhvyyJRe80XGvGbk6qwaKLbYvGVJhm6Nqag5bzyWr0HauxnwEWZ0l8eTU5uzFy3kGfde7NdRGEMMmYVaxuEK/kGTZamDVYZ47gOVMN7g2JNCSmZux9+6A4w1LBDu9badlvJ2ao462t1a/c3BzRtr93WzL1KkBuQx3lYOjusS04hP3ds3cjPxh6D+Ort7HNxNYjO4zOEsa7hGdXiTBehxEdR3QYMV3D+AdhNfYT4cCIv/+HgKo3dpmRk6F9RC8R2ppAlTYkwhK5anTHLemz8OKzwpygCFjzmAZ0/mhjpy+L8sWjtuRfX54fefdWyjvOe4VAjZPEY61H7+70K9nRPb2E189G77RL0WDTPmmUG53kjRffk4fSpsRqY/h1PfgUGnouy0dc0bAa+6mwhK/drddGIkmIGEmdIVW248xuUxgvZSklmQCiXOg2BhmWLTd9pGbBbA5GmSeqO/dGgZ1weQfmg2NHicScEMot4opScC24hLxTKxMA0vrFe0a+hJQztNZTjblq4ghzFNI8rgCGRkmwXSh6Vh+NqXU0CjAoyAZki5MjOQegIZm1mQrbCqm2ykQL31MfADGmaC4YWCoOq8FfhX7tP1nx4qP74cM3U1rJLRpFevfb4e8jSNboUkNRCyJM97r93YpGk0wRobfEHxjq7Vgcrj0undAiB055HDIM1g976aPF9vzigc9y/ObLG7SIoO9bruyq43NEyU2WIGAJ8r2PlfblJZ0Tj0YVIvTm7l/Aio7Vs58Bno/8IeIMQ2WzLQxD6KeHd/TGKU+ID6hvwDeIzUit4UnFqSpcbDNVRu5sJm5nuFmdbYkLh8txnbsnxSITb02LPTUeuncmXQ0NOfd0ZPixnc8iDKroMg65X8IO+/vOmuuvcwH1jEtMiHWGVjOIfX0SYXBnmI1hDrqAICGgmVrjy2ZExiGeO7L01atfxerZzwSLd10Q31RNRkoR1munzC5ptSizuScgwm5Z9sTxV3NS5pzYJ2GfInDGaZn0IzLO0UIcDmKRPe4/2m8v/etw5SrVRzDpFRHH+17X4wrv9z1d2KbRNDnYPghSXeJmkMyW/frS1npFvK+p3rpcyTesCKye/YwRnt3YbKLpJalSzZBe3yaBO8aA+3iY/qqHQQ+lzVe/OySeyZCr8wRdELJxzfsghn7zmCiLgVULw2riFcue2w5Gb60kpyqknNrMNegFRT/EDFceh+fX8Ow0z95ENas7GWdEGJtnz5ORPB08+zDAOIZn34zB6T8SvV5xFauxnyuaqx8GZ7Mx8mAkbVl5a8wyV5yM+4gxgk2k2jxaijcoecBUuTdohPFzY+lBTJblmLDTk2pgTY0mWUg9+0KXbTH7Qqxpba7uIYiRwthZ3vNImaYZ+iHnIAiKeYrPIbo0xVjz+gPEWOti5NmauMbB2KUZPMOItDBeliOsOMYaxp8YV4ZGtGcg9ptKSFMlrWHoKRJ2y/yGnikn4QzgKVRcTCJMx6OMJcqsymWSRXe9HvlXjlZg/f5BoXpPrHWSzZVEW5+RfixHdfRaov98Yd5dSb8l4ED66TdxSAbJnGTEBBjah1cJYY2UkJzi56MDHw96WhFYPfuZog9fyqkw5EIelJQVrYcvMrSMPCPCDuwCrU0CyrzpRiomcJkTt3PiXjImaR12bkfCWHLwwR7GLosIxRGhptrhtgyBsGiTbReivrjY7kcSQMwWfvxySfHIwrv0MP4+5pvDUGEskIqjNdRzlhbAnJGcgxs/5MjEr3herJ79ZPjqfuf4N92TXy2/tWRUw7GBPOhdoz4fBv2AqUxXjvy1AmB/wE+HtT7g6A96w+c5yP1Py9H9gcQjh/vlR3ng61YcIF/PEPcX7GAiXwDuAl98aAd9YfAtvPTWDC/Nda9r/ubw7e7+rQ/6xUM1dgAR+aC7v/GhHvSbxEtxzfDSXPe65hcPaxi/YsU1wWrsK1ZcE5zC2P/gBMf8ZvFSXDO8NNe9rvlFwkPfs69YseI0WMP4FSuuCVZjX7HimuChGbuIvEVEPi4inxSRdzys436jEJFXi8j7ReQjIvLvIvL29vwTIvL3IvKJdv/4qdd6P0Qkici/iMhT7fFrReQD7Zz/hYiMp17jMUTkMRF5t4h8TEQ+KiJvfomc519p340Pi8ificj23M81PCRjlxAW+z3gJ4DXAz8nIq9/GMf+f6AAv+rurwfeBPxiW+s7gPe5++uA97XH54a3Ax89evybwO+4+3cCXwZ+4SSren68C/hbd/9u4HuJtZ/1eRaRVwK/BLzR3b+HYB7/LOd/rjn0NL+IN+DNwN8dPX4n8M6HcewXYO1/A/wY8HHgyfbck8DHT722+9b5KsI4fhh4imCMfhHID/o/OPUNeBnwX7Qk8dHz536eXwl8GniC6C15Cvjxcz7X/fawwvh+gjo+0547a4jIa4A3AB8AXuHun2u/+jzwihMt6/nwu8CvQdOFhpcDX3H30h6f2zl/LfAF4I/b1uMPReQmZ36e3f2zwG8BnwI+BzwDfIjzPtfAmqB7XojILeCvgF9292ePf+dx+T6bmqWI/CTwtLt/6NRr+QaQge8Hft/d30D0TFwJ2c/tPAO0HMJPExerbwNuAm856aK+TjwsY/8s8Oqjx69qz50lRGQgDP1P3f097en/EZEn2++fBJ4+1foegB8AfkpE/hv4cyKUfxfwmBxmJp/bOf8M8Bl3/0B7/G7C+M/5PAP8KPBf7v4Fd5+B9xDn/5zPNfDwjP2fgde1jOVIJDTe+5CO/Q1Bolfyj4CPuvtvH/3qvcDb2s9vI/byZwF3f6e7v8rdX0Oc2390958H3g/8TPuzc1vz54FPi8h3tad+BPgIZ3yeGz4FvElEbrTvSl/32Z7rBQ8xsfFW4D+A/wR+/dTJiq+yzh8kQsd/A/613d5K7IHfB3wC+AfgiVOv9XnW/0PAU+3n7wD+Cfgk8JfA5tTru2+t3wd8sJ3rvwYefymcZ+A3gI8BHwb+BNic+7l295Uuu2LFdcGaoFux4ppgNfYVK64JVmNfseKaYDX2FSuuCVZjX7HimmA19hUrrglWY1+x4prg/wDI3f/FAiJwmgAAAABJRU5ErkJggg==\n"
+ },
+ "metadata": {
+ "needs_background": "light"
+ }
+ }
+ ],
+ "source": [
+ "# # Initialize the interpreter\n",
+ "interpreter = tf.lite.Interpreter(model_path=str(tflite_model_file))\n",
+ "interpreter.allocate_tensors()\n",
+ "\n",
+ "input_details = interpreter.get_input_details()[0]\n",
+ "output_details = interpreter.get_output_details()[0]\n",
+ "\n",
+ "# Load image\n",
+ "import urllib.request\n",
+ "import numpy as np\n",
+ "from PIL import Image\n",
+ "\n",
+ "# image = Image.open('/content/gdrive/MyDrive/organic/TEST/O/O_12574.jpg').resize((96,96))\n",
+ "image = Image.open('/content/gdrive/MyDrive/organic/TEST/R/R_10437.jpg').resize((96,96))\n",
+ "# url = \"https://grzyby-pk.pl/gat_a/imgduze/amanita_virosa00.jpg\"\n",
+ "\n",
+ "# urllib.request.urlretrieve(\n",
+ "# url,\n",
+ "# \"gfg.jpg\")\n",
+ "# image = Image.open('gfg.jpg').resize((96,96))\n",
+ "image = np.asarray(image)\n",
+ "image = image.reshape((96, 96, 3))\n",
+ "\n",
+ "test_image = np.expand_dims(image, axis=0).astype(input_details[\"dtype\"])\n",
+ "interpreter.set_tensor(input_details['index'], test_image)\n",
+ "interpreter.invoke()\n",
+ "\n",
+ "output = interpreter.get_tensor(output_details['index'])[0]\n",
+ "print(output)\n",
+ "print(output.argmax())\n",
+ "print(class_names[output.argmax()])\n",
+ "\n",
+ "import matplotlib.pylab as plt\n",
+ "\n",
+ "plt.imshow(image)\n",
+ "\n",
+ "im = Image.fromarray(image)\n",
+ "im.save('mas.jpg')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "#### DEBUG: Test other model"
+ ],
+ "metadata": {
+ "id": "YNuJfppf4TFA"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# # # Initialize the interpreter\n",
+ "# model_path = \"/content/mobilenet_v2_100_96 (1).tflite\"\n",
+ "# width = 96\n",
+ "# height = 96\n",
+ "# interpreter = tf.lite.Interpreter(model_path=str(model_path))\n",
+ "# interpreter.allocate_tensors()\n",
+ "\n",
+ "# input_details = interpreter.get_input_details()[0]\n",
+ "# output_details = interpreter.get_output_details()[0]\n",
+ "\n",
+ "# # Load image\n",
+ "# import urllib.request\n",
+ "# import numpy as np\n",
+ "# from PIL import Image\n",
+ "\n",
+ "# url = \"https://img.freepik.com/free-psd/wine-bottle-label-mockup-design_23-2149458593.jpg?w=2000\"\n",
+ "\n",
+ "# urllib.request.urlretrieve(\n",
+ "# url,\n",
+ "# \"gfg.jpg\")\n",
+ "# image = Image.open('gfg.jpg').resize((96,96))\n",
+ "# image = np.asarray(image)\n",
+ "# image = image.reshape((96, 96, 3))\n",
+ "\n",
+ "# test_image = np.expand_dims(image, axis=0).astype(input_details[\"dtype\"])\n",
+ "# interpreter.set_tensor(input_details['index'], test_image)\n",
+ "# interpreter.invoke()\n",
+ "\n",
+ "# output = interpreter.get_tensor(output_details['index'])[0]\n",
+ "# print(output)\n",
+ "# print(output.argmax())\n",
+ "\n",
+ "# import matplotlib.pylab as plt\n",
+ "\n",
+ "# plt.imshow(image)"
+ ],
+ "metadata": {
+ "id": "hmRb2NO64S4e"
+ },
+ "execution_count": null,
+ "outputs": []
+ }
+ ],
+ "metadata": {
+ "colab": {
+ "collapsed_sections": [],
+ "provenance": [],
+ "authorship_tag": "ABX9TyOaVxNrAog5ibhOF8q3bIxe",
+ "include_colab_link": true
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
\ No newline at end of file
From 64144c9f506ae9d3d6e4aa36967a7d2cc3ae1006 Mon Sep 17 00:00:00 2001
From: mkuczynski11
Date: Sun, 6 Nov 2022 14:02:54 +0100
Subject: [PATCH 3/3] removed old notebook
---
big_schroom_model.ipynb | 527 ----------------------------------------
1 file changed, 527 deletions(-)
delete mode 100644 big_schroom_model.ipynb
diff --git a/big_schroom_model.ipynb b/big_schroom_model.ipynb
deleted file mode 100644
index 7b64819..0000000
--- a/big_schroom_model.ipynb
+++ /dev/null
@@ -1,527 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "view-in-github",
- "colab_type": "text"
- },
- "source": [
- "
"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "PFMlPQlLucMd"
- },
- "source": [
- "### Imports\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "id": "l8AjCQHIjBT8"
- },
- "outputs": [],
- "source": [
- "import numpy as np\n",
- "import os\n",
- "import PIL\n",
- "import PIL.Image\n",
- "import tensorflow as tf\n",
- "import tensorflow_datasets as tfds\n",
- "import pathlib"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "voUgY4blulsN"
- },
- "source": [
- "### Setup training and validation datasets"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "id": "lX_31Jsxul_m"
- },
- "outputs": [],
- "source": [
- "batch_size = 32\n",
- "img_height = 96\n",
- "img_width = 96\n",
- "# Use ready cnn architecture to detect image features\n",
- "# cnn_feature_vector = \"https://tfhub.dev/google/imagenet/mobilenet_v2_035_224/feature_vector/5\"\n",
- "# cnn_feature_vector = \"https://tfhub.dev/google/imagenet/mobilenet_v3_small_100_224/feature_vector/5\"\n",
- "# cnn_feature_vector = \"https://tfhub.dev/google/imagenet/mobilenet_v1_025_224/feature_vector/5\"\n",
- "cnn_feature_vector = \"https://tfhub.dev/google/imagenet/mobilenet_v2_100_96/feature_vector/5\"\n",
- "quantization = 'float' # Possible ['none', 'dynamic', 'float', 'int']"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "EgJO7H5qupL4",
- "outputId": "9573a609-14b3-4799-c8bc-054eaf4051cb"
- },
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Mounted at /content/gdrive\n",
- "Found 28045 files belonging to 17 classes.\n",
- "Using 22436 files for training.\n"
- ]
- }
- ],
- "source": [
- "# Usage of google drive where we are storing our data\n",
- "from google.colab import drive\n",
- "drive.mount('/content/gdrive')\n",
- "\n",
- "# data_dir = '/content/gdrive/MyDrive/Mushrooms' # directory of your data\n",
- "# !rm -rf /content/gdrive/MyDrive/Mushrooms/.ipynb_checkpoints/\n",
- "\n",
- "# data_dir = '/content/gdrive/MyDrive/flowers' # directory of your data\n",
- "# !rm -rf /content/gdrive/MyDrive/flowers/.ipynb_checkpoints/\n",
- "\n",
- "data_dir = '/content/gdrive/MyDrive/vehicles' # directory of your data\n",
- "!rm -rf /content/gdrive/MyDrive/vehicles/.ipynb_checkpoints/\n",
- "\n",
- "train_ds = tf.keras.utils.image_dataset_from_directory(\n",
- " data_dir,\n",
- " validation_split=0.2,\n",
- " subset=\"training\",\n",
- " seed=123,\n",
- " image_size=(img_height, img_width),\n",
- " batch_size=batch_size\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "uIh6O0CAutsp",
- "outputId": "279aa5c8-81e8-4916-fa1a-737745297010"
- },
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Found 28045 files belonging to 17 classes.\n",
- "Using 5609 files for validation.\n"
- ]
- }
- ],
- "source": [
- "val_ds = tf.keras.utils.image_dataset_from_directory(\n",
- " data_dir,\n",
- " validation_split=0.2,\n",
- " subset=\"validation\",\n",
- " seed=123,\n",
- " image_size=(img_height, img_width),\n",
- " batch_size=batch_size\n",
- ")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "tlw3MLtruuwt",
- "outputId": "2cd51e97-225f-46ed-ed06-894816dacffd"
- },
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "['Ambulance', 'Barge', 'Bicycle', 'Boat', 'Bus', 'Car', 'Cart', 'Caterpillar', 'Helicopter', 'Limousine', 'Motorcycle', 'Segway', 'Snowmobile', 'Tank', 'Taxi', 'Truck', 'Van']\n"
- ]
- }
- ],
- "source": [
- "class_names = train_ds.class_names\n",
- "print(class_names)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "iWZdeeVTuvG8"
- },
- "source": [
- "### Define model"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "RIZ75KRNuxKh",
- "outputId": "ead01475-f4b1-42c5-d4d0-9e4d812a934d"
- },
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "mobilenet_v2_100_96\n",
- "/tmp/models/mobilenet_v2_100_96\n"
- ]
- }
- ],
- "source": [
- "import tensorflow_hub as hub\n",
- "\n",
- "num_classes = len(class_names)\n",
- "\n",
- "# Name model with used architecture\n",
- "model_name = cnn_feature_vector.split('/')[5]\n",
- "print(model_name)\n",
- "model_dir = pathlib.Path(f'/tmp/models/{model_name}')\n",
- "model_dir.mkdir(exist_ok=True, parents=True)\n",
- "print(model_dir)\n",
- "\n",
- "model = tf.keras.Sequential([\n",
- " tf.keras.layers.Rescaling(1./255),\n",
- " hub.KerasLayer(cnn_feature_vector, trainable=False),\n",
- " tf.keras.layers.Dense(num_classes)\n",
- "])\n",
- "\n",
- "model.compile(optimizer='adam',\n",
- " loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
- " metrics=['accuracy'])"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "UpkHno5Bu1b3"
- },
- "source": [
- "### Train model"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "ehcDfPkDuzV2",
- "outputId": "f2f46cca-47e3-492f-83ed-f716cc7f0f6b"
- },
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "Epoch 1/20\n",
- "702/702 [==============================] - 9028s 13s/step - loss: 0.6020 - accuracy: 0.8144 - val_loss: 0.4790 - val_accuracy: 0.8536\n",
- "Epoch 2/20\n",
- "702/702 [==============================] - 379s 535ms/step - loss: 0.3950 - accuracy: 0.8695 - val_loss: 0.4635 - val_accuracy: 0.8577\n",
- "Epoch 3/20\n",
- "702/702 [==============================] - 382s 540ms/step - loss: 0.3358 - accuracy: 0.8865 - val_loss: 0.4722 - val_accuracy: 0.8584\n",
- "Epoch 4/20\n",
- "702/702 [==============================] - 388s 550ms/step - loss: 0.2985 - accuracy: 0.8988 - val_loss: 0.4874 - val_accuracy: 0.8533\n",
- "Epoch 5/20\n",
- "702/702 [==============================] - 397s 561ms/step - loss: 0.2772 - accuracy: 0.9052 - val_loss: 0.5008 - val_accuracy: 0.8495\n",
- "Epoch 6/20\n",
- "702/702 [==============================] - 985s 1s/step - loss: 0.2532 - accuracy: 0.9131 - val_loss: 0.5107 - val_accuracy: 0.8481\n",
- "Epoch 7/20\n",
- "702/702 [==============================] - 948s 1s/step - loss: 0.2389 - accuracy: 0.9186 - val_loss: 0.5374 - val_accuracy: 0.8415\n",
- "Epoch 8/20\n",
- "702/702 [==============================] - 374s 529ms/step - loss: 0.2264 - accuracy: 0.9226 - val_loss: 0.5375 - val_accuracy: 0.8435\n",
- "Epoch 9/20\n",
- "702/702 [==============================] - 376s 533ms/step - loss: 0.2150 - accuracy: 0.9252 - val_loss: 0.5597 - val_accuracy: 0.8451\n",
- "Epoch 10/20\n",
- "702/702 [==============================] - 380s 538ms/step - loss: 0.2065 - accuracy: 0.9298 - val_loss: 0.5708 - val_accuracy: 0.8387\n",
- "Epoch 11/20\n",
- "702/702 [==============================] - 389s 550ms/step - loss: 0.1960 - accuracy: 0.9344 - val_loss: 0.5845 - val_accuracy: 0.8363\n",
- "Epoch 12/20\n",
- "702/702 [==============================] - 379s 536ms/step - loss: 0.1903 - accuracy: 0.9354 - val_loss: 0.6020 - val_accuracy: 0.8372\n",
- "Epoch 13/20\n",
- "702/702 [==============================] - 378s 535ms/step - loss: 0.1833 - accuracy: 0.9369 - val_loss: 0.6185 - val_accuracy: 0.8353\n",
- "Epoch 14/20\n",
- "702/702 [==============================] - 389s 551ms/step - loss: 0.1774 - accuracy: 0.9392 - val_loss: 0.6353 - val_accuracy: 0.8360\n",
- "Epoch 15/20\n",
- "702/702 [==============================] - 387s 548ms/step - loss: 0.1719 - accuracy: 0.9408 - val_loss: 0.6552 - val_accuracy: 0.8344\n",
- "Epoch 16/20\n",
- "702/702 [==============================] - 391s 554ms/step - loss: 0.1658 - accuracy: 0.9432 - val_loss: 0.6676 - val_accuracy: 0.8315\n",
- "Epoch 17/20\n",
- "702/702 [==============================] - 383s 543ms/step - loss: 0.1618 - accuracy: 0.9445 - val_loss: 0.6844 - val_accuracy: 0.8333\n",
- "Epoch 18/20\n",
- "702/702 [==============================] - 381s 539ms/step - loss: 0.1593 - accuracy: 0.9457 - val_loss: 0.6961 - val_accuracy: 0.8328\n",
- "Epoch 19/20\n",
- "702/702 [==============================] - 380s 538ms/step - loss: 0.1553 - accuracy: 0.9474 - val_loss: 0.7131 - val_accuracy: 0.8288\n",
- "Epoch 20/20\n",
- "702/702 [==============================] - 383s 542ms/step - loss: 0.1481 - accuracy: 0.9490 - val_loss: 0.7322 - val_accuracy: 0.8285\n"
- ]
- }
- ],
- "source": [
- "model.fit(\n",
- " train_ds,\n",
- " validation_data=val_ds,\n",
- " epochs=20\n",
- ")\n",
- "# Also add epochs that model has been trained on\n",
- "import sys\n",
- "original_stdout = sys.stdout # Save a reference to the original standard output\n",
- "with open(f'{model_dir}/{model_name}.txt', 'w') as f:\n",
- " sys.stdout = f # Change the standard output to the file we created.\n",
- " model.summary()\n",
- " sys.stdout = original_stdout # Reset the standard output to its original value"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "VRylmlDOu2M6"
- },
- "source": [
- "### Convert to tflite"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {
- "id": "BKRuf1nXuyxq",
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "outputId": "71a98dee-953d-444a-fed3-7099795e715e"
- },
- "outputs": [
- {
- "output_type": "stream",
- "name": "stderr",
- "text": [
- "/usr/local/lib/python3.7/dist-packages/tensorflow/lite/python/convert.py:766: UserWarning: Statistics for quantized inputs were expected, but not specified; continuing anyway.\n",
- " warnings.warn(\"Statistics for quantized inputs were expected, but not \"\n"
- ]
- }
- ],
- "source": [
- "def representative_data_gen():\n",
- " a = []\n",
- " limit = 3\n",
- " counter = 0\n",
- " for batch in train_ds:\n",
- " counter += 1\n",
- " if counter == 3:\n",
- " break\n",
- " input_tensor = batch[0]\n",
- " for i in range(input_tensor.shape[0]):\n",
- " a.append(input_tensor[i])\n",
- " a = np.asarray(a)\n",
- " ds = tf.data.Dataset.from_tensor_slices(a).batch(1)\n",
- " for i in ds.take(100):\n",
- " yield [i]\n",
- "\n",
- "def write_to_file(text):\n",
- " with open(f'{model_dir}/{model_name}.txt', 'a') as f:\n",
- " f.write(text + '\\n')\n",
- "\n",
- "def no_quantization(converter):\n",
- " write_to_file('quantization: none')\n",
- " return converter.convert()\n",
- "\n",
- "# Smaller model with quantized weights, but other variable data still in float format\n",
- "# NOTE: Hybrid models are not supported in TFlite Micro\n",
- "def dynamic_quantization(converter):\n",
- " write_to_file('quantization: dynamic')\n",
- " converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
- " return converter.convert()\n",
- "\n",
- "# All weights and variable data quantized\n",
- "# Not compatible with devices that perform only integer-based operations \n",
- "def float_quantization(converter):\n",
- " write_to_file('quantization: float')\n",
- " converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
- " converter.representative_dataset = representative_data_gen\n",
- " return converter.convert()\n",
- "\n",
- "# All weights and variable data quantized\n",
- "# Internal quantization is the same as with float, but inuput and output tensors format is changed to uint8\n",
- "def int_quantization(converter):\n",
- " write_to_file('quantization: int')\n",
- " converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
- " converter.representative_dataset = representative_data_gen\n",
- " # Ensure that if any ops can't be quantized, the converter throws an error\n",
- " converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS_INT8]\n",
- " # Set the input and output tensors to uint8 (APIs added in r2.3)\n",
- " converter.inference_input_type = tf.uint8\n",
- " converter.inference_output_type = tf.uint8\n",
- " return converter.convert()\n",
- "\n",
- "converter = tf.lite.TFLiteConverter.from_keras_model(model)\n",
- "if quantization == 'none':\n",
- " tflite_model = no_quantization(converter)\n",
- "elif quantization == 'dynamic':\n",
- " tflite_model = dynamic_quantization(converter)\n",
- "elif quantization == 'float':\n",
- " tflite_model = float_quantization(converter)\n",
- "elif quantization == 'int':\n",
- " tflite_model = int_quantization(converter)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "HheX71zbTzrE"
- },
- "source": [
- "### Check model accuracy"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/"
- },
- "id": "p7OZII2_T2aU",
- "outputId": "6c3171f7-8680-4a13-a76a-19ebf6abc259"
- },
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "176/176 [==============================] - 79s 440ms/step - loss: 0.7322 - accuracy: 0.8285\n"
- ]
- }
- ],
- "source": [
- "loss, acc = model.evaluate(val_ds)\n",
- "write_to_file(f'loss={loss}, accuracy={acc}')"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "mh8LYOisu7uk"
- },
- "source": [
- "### Save model"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {
- "id": "RGUC7Pn6u80l"
- },
- "outputs": [],
- "source": [
- "import pathlib\n",
- "\n",
- "model_save_name = f'{model_name}.tflite'\n",
- "\n",
- "tflite_model_file = model_dir/model_save_name\n",
- "tflite_model_file.write_bytes(tflite_model)\n",
- "\n",
- "with open(f'{model_dir}/labels.txt', 'a') as f:\n",
- " for class_name in train_ds.class_names:\n",
- " f.write(class_name + '\\n')\n"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "id": "TaQkCQ26vgQr"
- },
- "source": [
- "### Test model"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "id": "KBub73dHvhUI"
- },
- "outputs": [],
- "source": [
- "# # Initialize the interpreter\n",
- "interpreter = tf.lite.Interpreter(model_path=str(tflite_model_file))\n",
- "interpreter.allocate_tensors()\n",
- "\n",
- "input_details = interpreter.get_input_details()[0]\n",
- "output_details = interpreter.get_output_details()[0]\n",
- "\n",
- "# Load image\n",
- "import urllib.request\n",
- "import numpy as np\n",
- "from PIL import Image\n",
- "\n",
- "urllib.request.urlretrieve(\n",
- " 'https://www.autofromchina.com/u_file/2208/products/05/17e85350c7.jpg.240x240.jpg',\n",
- " \"gfg.jpg\")\n",
- "image = Image.open('gfg.jpg').resize((96,96))\n",
- "image = np.asarray(image)\n",
- "image = image.reshape((96, 96, 3))\n",
- "\n",
- "test_image = np.expand_dims(image, axis=0).astype(input_details[\"dtype\"])\n",
- "interpreter.set_tensor(input_details['index'], test_image)\n",
- "interpreter.invoke()\n",
- "\n",
- "output = interpreter.get_tensor(output_details['index'])[0]\n",
- "print(output)\n",
- "print(output.argmax())\n",
- "\n",
- "import matplotlib.pylab as plt\n",
- "\n",
- "plt.imshow(image)\n",
- "\n",
- "im = Image.fromarray(image)\n",
- "im.save('veh.jpg')"
- ]
- }
- ],
- "metadata": {
- "colab": {
- "collapsed_sections": [],
- "provenance": [],
- "authorship_tag": "ABX9TyPvZ9kfI8KoXfa2/wiU6NeZ",
- "include_colab_link": true
- },
- "kernelspec": {
- "display_name": "Python 3",
- "name": "python3"
- },
- "language_info": {
- "name": "python"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
\ No newline at end of file