{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "7765UFHoyGx6" }, "source": [ "##### Copyright 2020 The TensorFlow Authors." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "cellView": "form", "execution": { "iopub.execute_input": "2021-10-08T22:42:48.995924Z", "iopub.status.busy": "2021-10-08T22:42:48.995328Z", "iopub.status.idle": "2021-10-08T22:42:48.999444Z", "shell.execute_reply": "2021-10-08T22:42:48.998922Z" }, "id": "KsOkK8O69PyT" }, "outputs": [], "source": [ "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n", "# you may not use this file except in compliance with the License.\n", "# You may obtain a copy of the License at\n", "#\n", "# https://www.apache.org/licenses/LICENSE-2.0\n", "#\n", "# Unless required by applicable law or agreed to in writing, software\n", "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", "# See the License for the specific language governing permissions and\n", "# limitations under the License." ] }, { "cell_type": "markdown", "metadata": { "id": "RKQpW0JqQQmY" }, "source": [ "# 使用 Tensorflow Lattice 实现形状约束\n" ] }, { "cell_type": "markdown", "metadata": { "id": "r61fkA2i9Y3_" }, "source": [ "\n", " \n", " \n", " \n", " \n", "
在 TensorFlow.org 上查看 在 Google Colab 中运行 在 GitHub 中查看源代码 下载笔记本
" ] }, { "cell_type": "markdown", "metadata": { "id": "2plcL3iTVjsp" }, "source": [ "## 概述\n", "\n", "本教程概述了 TensorFlow Lattice (TFL) 库提供的约束和正则化器。我们将在合成数据集上使用 TFL Canned Estimator,但请注意,本教程中的所有内容也可以使用通过 TFL Keras 层构造的模型来完成。\n", "\n", "在继续之前,请确保您的运行时已安装所有必需的软件包(如下方代码单元中导入的软件包)。" ] }, { "cell_type": "markdown", "metadata": { "id": "x769lI12IZXB" }, "source": [ "## 设置" ] }, { "cell_type": "markdown", "metadata": { "id": "fbBVAR6UeRN5" }, "source": [ "安装 TF Lattice 软件包:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:42:49.006792Z", "iopub.status.busy": "2021-10-08T22:42:49.002274Z", "iopub.status.idle": "2021-10-08T22:42:50.983897Z", "shell.execute_reply": "2021-10-08T22:42:50.984527Z" }, "id": "bpXjJKpSd3j4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting tensorflow-lattice\r\n", " Using cached tensorflow_lattice-2.0.9-py2.py3-none-any.whl (235 kB)\r\n", "Requirement already satisfied: six in /tmpfs/src/tf_docs_env/lib/python3.7/site-packages (from tensorflow-lattice) (1.15.0)\r\n", "Requirement already satisfied: matplotlib in /home/kbuilder/.local/lib/python3.7/site-packages (from tensorflow-lattice) (3.4.3)\r\n", "Requirement already satisfied: absl-py in /home/kbuilder/.local/lib/python3.7/site-packages (from tensorflow-lattice) (0.12.0)\r\n", "Requirement already satisfied: numpy in /tmpfs/src/tf_docs_env/lib/python3.7/site-packages (from tensorflow-lattice) (1.19.5)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Collecting graphviz\r\n", " Using cached graphviz-0.17-py3-none-any.whl (18 kB)\r\n", "Requirement already satisfied: scikit-learn in /home/kbuilder/.local/lib/python3.7/site-packages (from tensorflow-lattice) (1.0)\r\n", "Requirement already satisfied: pandas in /home/kbuilder/.local/lib/python3.7/site-packages (from tensorflow-lattice) (1.3.3)\r\n", "Collecting dm-sonnet\r\n", " Using cached dm_sonnet-2.0.0-py3-none-any.whl (254 kB)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: wrapt>=1.11.1 in /tmpfs/src/tf_docs_env/lib/python3.7/site-packages (from dm-sonnet->tensorflow-lattice) (1.12.1)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Collecting dm-tree>=0.1.1\r\n", " Using cached dm_tree-0.1.6-cp37-cp37m-manylinux_2_24_x86_64.whl (93 kB)\r\n", "Collecting tabulate>=0.7.5\r\n", " Using cached tabulate-0.8.9-py3-none-any.whl (25 kB)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: cycler>=0.10 in /home/kbuilder/.local/lib/python3.7/site-packages (from matplotlib->tensorflow-lattice) (0.10.0)\r\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /home/kbuilder/.local/lib/python3.7/site-packages (from matplotlib->tensorflow-lattice) (1.3.2)\r\n", "Requirement already satisfied: pyparsing>=2.2.1 in /home/kbuilder/.local/lib/python3.7/site-packages (from matplotlib->tensorflow-lattice) (2.4.7)\r\n", "Requirement already satisfied: python-dateutil>=2.7 in /home/kbuilder/.local/lib/python3.7/site-packages (from matplotlib->tensorflow-lattice) (2.8.2)\r\n", "Requirement already satisfied: pillow>=6.2.0 in /home/kbuilder/.local/lib/python3.7/site-packages (from matplotlib->tensorflow-lattice) (8.3.2)\r\n", "Requirement already satisfied: pytz>=2017.3 in /home/kbuilder/.local/lib/python3.7/site-packages (from pandas->tensorflow-lattice) (2021.3)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: scipy>=1.1.0 in /home/kbuilder/.local/lib/python3.7/site-packages (from scikit-learn->tensorflow-lattice) (1.7.1)\r\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in /home/kbuilder/.local/lib/python3.7/site-packages (from scikit-learn->tensorflow-lattice) (3.0.0)\r\n", "Requirement already satisfied: joblib>=0.11 in /home/kbuilder/.local/lib/python3.7/site-packages (from scikit-learn->tensorflow-lattice) (1.1.0)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Installing collected packages: tabulate, dm-tree, graphviz, dm-sonnet, tensorflow-lattice\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Successfully installed dm-sonnet-2.0.0 dm-tree-0.1.6 graphviz-0.17 tabulate-0.8.9 tensorflow-lattice-2.0.9\r\n" ] } ], "source": [ "#@test {\"skip\": true}\n", "!pip install tensorflow-lattice" ] }, { "cell_type": "markdown", "metadata": { "id": "jSVl9SHTeSGX" }, "source": [ "导入所需的软件包:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "cellView": "both", "execution": { "iopub.execute_input": "2021-10-08T22:42:50.990870Z", "iopub.status.busy": "2021-10-08T22:42:50.989937Z", "iopub.status.idle": "2021-10-08T22:42:53.261947Z", "shell.execute_reply": "2021-10-08T22:42:53.261429Z" }, "id": "iY6awAl058TV" }, "outputs": [], "source": [ "import tensorflow as tf\n", "\n", "from IPython.core.pylabtools import figsize\n", "import itertools\n", "import logging\n", "import matplotlib\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import sys\n", "import tensorflow_lattice as tfl\n", "logging.disable(sys.maxsize)" ] }, { "cell_type": "markdown", "metadata": { "id": "7TmBk_IGgJF0" }, "source": [ "本指南中使用的默认值:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:42:53.266463Z", "iopub.status.busy": "2021-10-08T22:42:53.265603Z", "iopub.status.idle": "2021-10-08T22:42:53.267747Z", "shell.execute_reply": "2021-10-08T22:42:53.267362Z" }, "id": "kQHPyPsPUF92" }, "outputs": [], "source": [ "NUM_EPOCHS = 1000\n", "BATCH_SIZE = 64\n", "LEARNING_RATE=0.01" ] }, { "cell_type": "markdown", "metadata": { "id": "FjR7D8Ag3z0d" }, "source": [ "## 餐厅评分的训练数据集" ] }, { "cell_type": "markdown", "metadata": { "id": "a1YetzbdFOij" }, "source": [ "设想一个简化的场景,我们要确定用户是否会点击餐厅搜索结果。任务是基于给定的输入特征预测点击率 (CTR):\n", "\n", "- 平均评分 (`avg_rating`):一个数字特征,值在 [1,5] 区间内。\n", "- 评论数 (`num_reviews`):一个数字特征,上限值为 200,我们使用该值作为衡量餐厅热度的指标。\n", "- 美元评分 (`dollar_rating`):一个分类特征,其字符串值位于集合 {\"D\", \"DD\", \"DDD\", \"DDDD\"} 内。\n", "\n", "我们创建一个合成数据集,其真实 CTR 值由以下公式得出:$$ CTR = 1 / (1 + exp{\\mbox{b(dollar_rating)}-\\mbox{avg_rating}\\times log(\\mbox{num_reviews}) /4 }) $$,其中 $b(\\cdot)$ 可将每个 `dollar_rating` 转换为基准值:$$ \\mbox{D}\\to 3,\\ \\mbox{DD}\\to 2,\\ \\mbox{DDD}\\to 4,\\ \\mbox{DDDD}\\to 4.5。$$\n", "\n", "此公式反映了典型的用户模式。例如,在所有其他条件固定的情况下,用户更喜欢星级较高的餐厅,\"$$\" 餐厅的点击数高于 \"$\" 餐厅,低于 \"$$$\" 和 \"$$$$\" 餐厅。 " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:42:53.273215Z", "iopub.status.busy": "2021-10-08T22:42:53.272372Z", "iopub.status.idle": "2021-10-08T22:42:53.274542Z", "shell.execute_reply": "2021-10-08T22:42:53.274153Z" }, "id": "mKovnyv1jATw" }, "outputs": [], "source": [ "def click_through_rate(avg_ratings, num_reviews, dollar_ratings):\n", " dollar_rating_baseline = {\"D\": 3, \"DD\": 2, \"DDD\": 4, \"DDDD\": 4.5}\n", " return 1 / (1 + np.exp(\n", " np.array([dollar_rating_baseline[d] for d in dollar_ratings]) -\n", " avg_ratings * np.log1p(num_reviews) / 4))" ] }, { "cell_type": "markdown", "metadata": { "id": "BPlgRdt6jAbP" }, "source": [ "让我们看一下此 CTR 函数的等高线图。" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:42:53.339664Z", "iopub.status.busy": "2021-10-08T22:42:53.294003Z", "iopub.status.idle": "2021-10-08T22:42:53.780453Z", "shell.execute_reply": "2021-10-08T22:42:53.780862Z" }, "id": "KC5qX_XKmc7g" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def color_bar():\n", " bar = matplotlib.cm.ScalarMappable(\n", " norm=matplotlib.colors.Normalize(0, 1, True),\n", " cmap=\"viridis\",\n", " )\n", " bar.set_array([0, 1])\n", " return bar\n", "\n", "\n", "def plot_fns(fns, split_by_dollar=False, res=25):\n", " \"\"\"Generates contour plots for a list of (name, fn) functions.\"\"\"\n", " num_reviews, avg_ratings = np.meshgrid(\n", " np.linspace(0, 200, num=res),\n", " np.linspace(1, 5, num=res),\n", " )\n", " if split_by_dollar:\n", " dollar_rating_splits = [\"D\", \"DD\", \"DDD\", \"DDDD\"]\n", " else:\n", " dollar_rating_splits = [None]\n", " if len(fns) == 1:\n", " fig, axes = plt.subplots(2, 2, sharey=True, tight_layout=False)\n", " else:\n", " fig, axes = plt.subplots(\n", " len(dollar_rating_splits), len(fns), sharey=True, tight_layout=False)\n", " axes = axes.flatten()\n", " axes_index = 0\n", " for dollar_rating_split in dollar_rating_splits:\n", " for title, fn in fns:\n", " if dollar_rating_split is not None:\n", " dollar_ratings = np.repeat(dollar_rating_split, res**2)\n", " values = fn(avg_ratings.flatten(), num_reviews.flatten(),\n", " dollar_ratings)\n", " title = \"{}: dollar_rating={}\".format(title, dollar_rating_split)\n", " else:\n", " values = fn(avg_ratings.flatten(), num_reviews.flatten())\n", " subplot = axes[axes_index]\n", " axes_index += 1\n", " subplot.contourf(\n", " avg_ratings,\n", " num_reviews,\n", " np.reshape(values, (res, res)),\n", " vmin=0,\n", " vmax=1)\n", " subplot.title.set_text(title)\n", " subplot.set(xlabel=\"Average Rating\")\n", " subplot.set(ylabel=\"Number of Reviews\")\n", " subplot.set(xlim=(1, 5))\n", "\n", " _ = fig.colorbar(color_bar(), cax=fig.add_axes([0.95, 0.2, 0.01, 0.6]))\n", "\n", "\n", "figsize(11, 11)\n", "plot_fns([(\"CTR\", click_through_rate)], split_by_dollar=True)" ] }, { "cell_type": "markdown", "metadata": { "id": "Ol91olp3muNN" }, "source": [ "### 准备数据\n" ] }, { "cell_type": "markdown", "metadata": { "id": "H8BOshZS9xwn" }, "source": [ "现在,我们需要创建合成数据集。我们首先生成餐厅及其特征的模拟数据集。" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:42:53.790506Z", "iopub.status.busy": "2021-10-08T22:42:53.789642Z", "iopub.status.idle": "2021-10-08T22:42:54.093378Z", "shell.execute_reply": "2021-10-08T22:42:54.093751Z" }, "id": "MhqcOPdTT_wj" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def sample_restaurants(n):\n", " avg_ratings = np.random.uniform(1.0, 5.0, n)\n", " num_reviews = np.round(np.exp(np.random.uniform(0.0, np.log(200), n)))\n", " dollar_ratings = np.random.choice([\"D\", \"DD\", \"DDD\", \"DDDD\"], n)\n", " ctr_labels = click_through_rate(avg_ratings, num_reviews, dollar_ratings)\n", " return avg_ratings, num_reviews, dollar_ratings, ctr_labels\n", "\n", "\n", "np.random.seed(42)\n", "avg_ratings, num_reviews, dollar_ratings, ctr_labels = sample_restaurants(2000)\n", "\n", "figsize(5, 5)\n", "fig, axs = plt.subplots(1, 1, sharey=False, tight_layout=False)\n", "for rating, marker in [(\"D\", \"o\"), (\"DD\", \"^\"), (\"DDD\", \"+\"), (\"DDDD\", \"x\")]:\n", " plt.scatter(\n", " x=avg_ratings[np.where(dollar_ratings == rating)],\n", " y=num_reviews[np.where(dollar_ratings == rating)],\n", " c=ctr_labels[np.where(dollar_ratings == rating)],\n", " vmin=0,\n", " vmax=1,\n", " marker=marker,\n", " label=rating)\n", "plt.xlabel(\"Average Rating\")\n", "plt.ylabel(\"Number of Reviews\")\n", "plt.legend()\n", "plt.xlim((1, 5))\n", "plt.title(\"Distribution of restaurants\")\n", "_ = fig.colorbar(color_bar(), cax=fig.add_axes([0.95, 0.2, 0.01, 0.6]))" ] }, { "cell_type": "markdown", "metadata": { "id": "tRetsfLv_JSR" }, "source": [ "我们来生成训练、验证和测试数据集。当用户查看搜索结果中的餐厅时,我们可以记录用户的参与(点击或不点击)作为样本点。\n", "\n", "实际上,用户通常不会浏览所有搜索结果。这意味着用户可能只会看到被当前所用排名模型评为“好”的餐厅。这样一来,在训练数据集中,“好”餐厅将获得更频繁的关注并存在过度表示的情况。使用更多特征时,训练数据集在特征空间的“差”部分可能会存在较大空缺。\n", "\n", "使用该模型进行评分时,通常会基于分布更均衡的所有相关结果进行评估,而训练数据集并不能很好地提供这种分布。在这种情况下,灵活且复杂的模型可能会因过拟合存在过度表达情况的数据点而缺乏泛化能力。我们通过运用领域知识来添加*形状约束*,在模型无法从训练数据集获取充分信息的情况下引导模型做出合理的预测,从而解决这一问题。\n", "\n", "在本例中,训练数据集主要由用户与热门餐厅的交互组成。测试数据集采用均衡的分布来模拟上述评估环境。请注意,此类测试数据集在实际问题环境中将不可用。" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:42:54.217603Z", "iopub.status.busy": "2021-10-08T22:42:54.215196Z", "iopub.status.idle": "2021-10-08T22:42:54.591985Z", "shell.execute_reply": "2021-10-08T22:42:54.591350Z" }, "id": "jS6WOtXQ8jwX" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def sample_dataset(n, testing_set):\n", " (avg_ratings, num_reviews, dollar_ratings, ctr_labels) = sample_restaurants(n)\n", " if testing_set:\n", " # Testing has a more uniform distribution over all restaurants.\n", " num_views = np.random.poisson(lam=3, size=n)\n", " else:\n", " # Training/validation datasets have more views on popular restaurants.\n", " num_views = np.random.poisson(lam=ctr_labels * num_reviews / 50.0, size=n)\n", "\n", " return pd.DataFrame({\n", " \"avg_rating\": np.repeat(avg_ratings, num_views),\n", " \"num_reviews\": np.repeat(num_reviews, num_views),\n", " \"dollar_rating\": np.repeat(dollar_ratings, num_views),\n", " \"clicked\": np.random.binomial(n=1, p=np.repeat(ctr_labels, num_views))\n", " })\n", "\n", "\n", "# Generate datasets.\n", "np.random.seed(42)\n", "data_train = sample_dataset(500, testing_set=False)\n", "data_val = sample_dataset(500, testing_set=False)\n", "data_test = sample_dataset(500, testing_set=True)\n", "\n", "# Plotting dataset densities.\n", "figsize(12, 5)\n", "fig, axs = plt.subplots(1, 2, sharey=False, tight_layout=False)\n", "for ax, data, title in [(axs[0], data_train, \"training\"),\n", " (axs[1], data_test, \"testing\")]:\n", " _, _, _, density = ax.hist2d(\n", " x=data[\"avg_rating\"],\n", " y=data[\"num_reviews\"],\n", " bins=(np.linspace(1, 5, num=21), np.linspace(0, 200, num=21)),\n", " density=True,\n", " cmap=\"Blues\",\n", " )\n", " ax.set(xlim=(1, 5))\n", " ax.set(ylim=(0, 200))\n", " ax.set(xlabel=\"Average Rating\")\n", " ax.set(ylabel=\"Number of Reviews\")\n", " ax.title.set_text(\"Density of {} examples\".format(title))\n", " _ = fig.colorbar(density, ax=ax)" ] }, { "cell_type": "markdown", "metadata": { "id": "4fVyLgpCT1nW" }, "source": [ "定义用于训练和评估的 input_fn:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:42:54.598897Z", "iopub.status.busy": "2021-10-08T22:42:54.598219Z", "iopub.status.idle": "2021-10-08T22:42:54.870298Z", "shell.execute_reply": "2021-10-08T22:42:54.869803Z" }, "id": "DYzRTRR2GKoS" }, "outputs": [], "source": [ "train_input_fn = tf.compat.v1.estimator.inputs.pandas_input_fn(\n", " x=data_train,\n", " y=data_train[\"clicked\"],\n", " batch_size=BATCH_SIZE,\n", " num_epochs=NUM_EPOCHS,\n", " shuffle=False,\n", ")\n", "\n", "# feature_analysis_input_fn is used for TF Lattice estimators.\n", "feature_analysis_input_fn = tf.compat.v1.estimator.inputs.pandas_input_fn(\n", " x=data_train,\n", " y=data_train[\"clicked\"],\n", " batch_size=BATCH_SIZE,\n", " num_epochs=1,\n", " shuffle=False,\n", ")\n", "\n", "val_input_fn = tf.compat.v1.estimator.inputs.pandas_input_fn(\n", " x=data_val,\n", " y=data_val[\"clicked\"],\n", " batch_size=BATCH_SIZE,\n", " num_epochs=1,\n", " shuffle=False,\n", ")\n", "\n", "test_input_fn = tf.compat.v1.estimator.inputs.pandas_input_fn(\n", " x=data_test,\n", " y=data_test[\"clicked\"],\n", " batch_size=BATCH_SIZE,\n", " num_epochs=1,\n", " shuffle=False,\n", ")" ] }, { "cell_type": "markdown", "metadata": { "id": "qoTrw3FZqvPK" }, "source": [ "## 拟合梯度提升树" ] }, { "cell_type": "markdown", "metadata": { "id": "ZklNowexE3wB" }, "source": [ "让我们从两个函数开始:`avg_rating` 和 `num_reviews`。\n", "\n", "我们创建一些辅助函数,用于绘制和计算验证与测试指标。" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:42:54.877750Z", "iopub.status.busy": "2021-10-08T22:42:54.877194Z", "iopub.status.idle": "2021-10-08T22:42:54.878935Z", "shell.execute_reply": "2021-10-08T22:42:54.879259Z" }, "id": "SX6rARJWURWl" }, "outputs": [], "source": [ "def analyze_two_d_estimator(estimator, name):\n", " # Extract validation metrics.\n", " metric = estimator.evaluate(input_fn=val_input_fn)\n", " print(\"Validation AUC: {}\".format(metric[\"auc\"]))\n", " metric = estimator.evaluate(input_fn=test_input_fn)\n", " print(\"Testing AUC: {}\".format(metric[\"auc\"]))\n", "\n", " def two_d_pred(avg_ratings, num_reviews):\n", " results = estimator.predict(\n", " tf.compat.v1.estimator.inputs.pandas_input_fn(\n", " x=pd.DataFrame({\n", " \"avg_rating\": avg_ratings,\n", " \"num_reviews\": num_reviews,\n", " }),\n", " shuffle=False,\n", " ))\n", " return [x[\"logistic\"][0] for x in results]\n", "\n", " def two_d_click_through_rate(avg_ratings, num_reviews):\n", " return np.mean([\n", " click_through_rate(avg_ratings, num_reviews,\n", " np.repeat(d, len(avg_ratings)))\n", " for d in [\"D\", \"DD\", \"DDD\", \"DDDD\"]\n", " ],\n", " axis=0)\n", "\n", " figsize(11, 5)\n", " plot_fns([(\"{} Estimated CTR\".format(name), two_d_pred),\n", " (\"CTR\", two_d_click_through_rate)],\n", " split_by_dollar=False)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "JVef4f8yUUbs" }, "source": [ "我们可以基于数据集拟合 TensorFlow 梯度提升决策树:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:42:54.884181Z", "iopub.status.busy": "2021-10-08T22:42:54.883578Z", "iopub.status.idle": "2021-10-08T22:43:00.152015Z", "shell.execute_reply": "2021-10-08T22:43:00.152433Z" }, "id": "DnPYlRAo2mnQ" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation AUC: 0.6333084106445312\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Testing AUC: 0.7746500372886658\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "feature_columns = [\n", " tf.feature_column.numeric_column(\"num_reviews\"),\n", " tf.feature_column.numeric_column(\"avg_rating\"),\n", "]\n", "gbt_estimator = tf.estimator.BoostedTreesClassifier(\n", " feature_columns=feature_columns,\n", " # Hyper-params optimized on validation set.\n", " n_batches_per_layer=1,\n", " max_depth=2,\n", " n_trees=50,\n", " learning_rate=0.05,\n", " config=tf.estimator.RunConfig(tf_random_seed=42),\n", ")\n", "gbt_estimator.train(input_fn=train_input_fn)\n", "analyze_two_d_estimator(gbt_estimator, \"GBT\")" ] }, { "cell_type": "markdown", "metadata": { "id": "nYZtd6YvsNdn" }, "source": [ "即使该模型已捕获到真实 CTR 的总体形状并具有不错的验证指标,但它在输入空间的多个部分上都呈现出违背直觉的行为:估算的 CTR 随着平均评分或评论数量的增加而降低。这是由于训练数据集无法充分覆盖到的区域缺少样本点。该模型根本无法仅基于数据推断出正确的行为。\n", "\n", "为了解决这个问题,我们强制应用了形状约束,使模型必须输出相对于平均评分和评论数量单调递增的值。稍后我们将展示如何在 TFL 中实现这一方案。\n" ] }, { "cell_type": "markdown", "metadata": { "id": "Uf7WqGooFiEp" }, "source": [ "## 拟合 DNN" ] }, { "cell_type": "markdown", "metadata": { "id": "_s2aT3x0E_tF" }, "source": [ "我们可以对 DNN 分类器重复相同的步骤。我们可以观察到类似的模式:样本点不够和评论数量过低就无法进行有效的推断。请注意,尽管验证指标优于梯度提升树解决方案,但测试指标却要差得多。" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:43:00.158841Z", "iopub.status.busy": "2021-10-08T22:43:00.158260Z", "iopub.status.idle": "2021-10-08T22:43:10.991972Z", "shell.execute_reply": "2021-10-08T22:43:10.991509Z" }, "id": "gFUeG6kLDNhO" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation AUC: 0.6532860398292542\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Testing AUC: 0.746737539768219\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "feature_columns = [\n", " tf.feature_column.numeric_column(\"num_reviews\"),\n", " tf.feature_column.numeric_column(\"avg_rating\"),\n", "]\n", "dnn_estimator = tf.estimator.DNNClassifier(\n", " feature_columns=feature_columns,\n", " # Hyper-params optimized on validation set.\n", " hidden_units=[16, 8, 8],\n", " optimizer=tf.keras.optimizers.Adam(learning_rate=LEARNING_RATE),\n", " config=tf.estimator.RunConfig(tf_random_seed=42),\n", ")\n", "dnn_estimator.train(input_fn=train_input_fn)\n", "analyze_two_d_estimator(dnn_estimator, \"DNN\")" ] }, { "cell_type": "markdown", "metadata": { "id": "0Avkw-okw7JL" }, "source": [ "## 形状约束" ] }, { "cell_type": "markdown", "metadata": { "id": "3ExyethCFBrP" }, "source": [ "TensorFlow Lattice (TFL) 侧重于强制应用形状约束,以保护超出训练数据的模型行为。这些形状约束应用于 TFL Keras 层。相关详细信息可参见[我们的 JMLR 论文](http://jmlr.org/papers/volume17/15-243/15-243.pdf)。\n", "\n", "在本教程中,我们使用 TF Canned Estimator 覆盖各种形状约束,但是请注意,所有这些步骤都可以使用通过 TFL Keras 层创建的模型来完成。\n", "\n", "与任何其他 TensorFlow Estimator 一样,TFL Canned Estimator 使用[特征列](https://tensorflow.google.cn/api_docs/python/tf/feature_column)定义输入格式,并使用训练 input_fn 传入数据。使用 TFL Canned Estimator 还需要:\n", "\n", "- *模型配置*:定义模型架构以及按特征的形状约束和正则化器。\n", "- *特征分析 input_fn*:传递数据以供 TFL 初始化的 TF input_fn。\n", "\n", "有关更详尽的介绍,请参阅 Canned Estimator 教程或 API 文档。" ] }, { "cell_type": "markdown", "metadata": { "id": "anyCM4sCpOSo" }, "source": [ "### 单调性\n", "\n", "我们首先通过向两个特征添加单调性形状约束来解决单调性问题。\n", "\n", "为了命令 TFL 强制应用形状约束,我们在*特征配置*中指定约束。以下代码展示了如何通过设置 `monotonicity=\"increasing\"` 来要求输出相对于 `num_reviews` 和 `avg_rating` 单调递增。\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:43:10.999144Z", "iopub.status.busy": "2021-10-08T22:43:10.998299Z", "iopub.status.idle": "2021-10-08T22:43:35.356602Z", "shell.execute_reply": "2021-10-08T22:43:35.356027Z" }, "id": "FCm1lOjmwur_" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation AUC: 0.6553398370742798\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Testing AUC: 0.7784496545791626\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "feature_columns = [\n", " tf.feature_column.numeric_column(\"num_reviews\"),\n", " tf.feature_column.numeric_column(\"avg_rating\"),\n", "]\n", "model_config = tfl.configs.CalibratedLatticeConfig(\n", " feature_configs=[\n", " tfl.configs.FeatureConfig(\n", " name=\"num_reviews\",\n", " lattice_size=2,\n", " monotonicity=\"increasing\",\n", " pwl_calibration_num_keypoints=20,\n", " ),\n", " tfl.configs.FeatureConfig(\n", " name=\"avg_rating\",\n", " lattice_size=2,\n", " monotonicity=\"increasing\",\n", " pwl_calibration_num_keypoints=20,\n", " )\n", " ])\n", "tfl_estimator = tfl.estimators.CannedClassifier(\n", " feature_columns=feature_columns,\n", " model_config=model_config,\n", " feature_analysis_input_fn=feature_analysis_input_fn,\n", " optimizer=tf.keras.optimizers.Adam(learning_rate=LEARNING_RATE),\n", " config=tf.estimator.RunConfig(tf_random_seed=42),\n", ")\n", "tfl_estimator.train(input_fn=train_input_fn)\n", "analyze_two_d_estimator(tfl_estimator, \"TF Lattice\")" ] }, { "cell_type": "markdown", "metadata": { "id": "ubNRBCWW5wQ9" }, "source": [ "使用 `CalibratedLatticeConfig` 可以创建一个封装分类器,先对每个输入(数字特征的分段线性函数)应用*校准器*,然后应用*点阵*层以非线性方式融合校准的特征。我们可以使用 `tfl.visualization` 可视化模型。特别是,下图展示了封装分类器中所含的两个已训练校准器。\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "cellView": "both", "execution": { "iopub.execute_input": "2021-10-08T22:43:35.362129Z", "iopub.status.busy": "2021-10-08T22:43:35.361510Z", "iopub.status.idle": "2021-10-08T22:43:35.947942Z", "shell.execute_reply": "2021-10-08T22:43:35.948434Z" }, "id": "C0py9Q6OBRBE" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def save_and_visualize_lattice(tfl_estimator):\n", " saved_model_path = tfl_estimator.export_saved_model(\n", " \"/tmp/TensorFlow_Lattice_101/\",\n", " tf.estimator.export.build_parsing_serving_input_receiver_fn(\n", " feature_spec=tf.feature_column.make_parse_example_spec(\n", " feature_columns)))\n", " model_graph = tfl.estimators.get_model_graph(saved_model_path)\n", " figsize(8, 8)\n", " tfl.visualization.draw_model_graph(model_graph)\n", " return model_graph\n", "\n", "_ = save_and_visualize_lattice(tfl_estimator)" ] }, { "cell_type": "markdown", "metadata": { "id": "7vZ5fShXs504" }, "source": [ "添加约束后,估算的 CTR 将始终随着平均评分的提高或评论数量的增加而提高。这是通过确保校准器和点阵的单调性来实现的。" ] }, { "cell_type": "markdown", "metadata": { "id": "RfniRZCHIvfK" }, "source": [ "### 收益递减\n", "\n", "[收益递减](https://en.wikipedia.org/wiki/Diminishing_returns)意味着增大某个特征值的边际收益将随着该值的递大而降低。在我们的案例中,我们希望 `num_reviews` 特征遵循此模式,因此我们可以相应地配置其校准器。请注意,我们可以将收益递减分解为两个充分条件:\n", "\n", "- 校准器单调递增,并且\n", "- 校准器为凹函数。\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:43:35.958449Z", "iopub.status.busy": "2021-10-08T22:43:35.957513Z", "iopub.status.idle": "2021-10-08T22:44:05.930131Z", "shell.execute_reply": "2021-10-08T22:44:05.929602Z" }, "id": "XQrM9BskY-wx" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation AUC: 0.6403099298477173\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Testing AUC: 0.7891009449958801\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "feature_columns = [\n", " tf.feature_column.numeric_column(\"num_reviews\"),\n", " tf.feature_column.numeric_column(\"avg_rating\"),\n", "]\n", "model_config = tfl.configs.CalibratedLatticeConfig(\n", " feature_configs=[\n", " tfl.configs.FeatureConfig(\n", " name=\"num_reviews\",\n", " lattice_size=2,\n", " monotonicity=\"increasing\",\n", " pwl_calibration_convexity=\"concave\",\n", " pwl_calibration_num_keypoints=20,\n", " ),\n", " tfl.configs.FeatureConfig(\n", " name=\"avg_rating\",\n", " lattice_size=2,\n", " monotonicity=\"increasing\",\n", " pwl_calibration_num_keypoints=20,\n", " )\n", " ])\n", "tfl_estimator = tfl.estimators.CannedClassifier(\n", " feature_columns=feature_columns,\n", " model_config=model_config,\n", " feature_analysis_input_fn=feature_analysis_input_fn,\n", " optimizer=tf.keras.optimizers.Adam(learning_rate=LEARNING_RATE),\n", " config=tf.estimator.RunConfig(tf_random_seed=42),\n", ")\n", "tfl_estimator.train(input_fn=train_input_fn)\n", "analyze_two_d_estimator(tfl_estimator, \"TF Lattice\")\n", "_ = save_and_visualize_lattice(tfl_estimator)" ] }, { "cell_type": "markdown", "metadata": { "id": "LSmzHkPUo9u5" }, "source": [ "请注意添加凹函数约束将如何提升测试指标。预测图也可以更好地还原基本事实。" ] }, { "cell_type": "markdown", "metadata": { "id": "J6CP2Ovapiu3" }, "source": [ "### 二维形状约束:信任\n", "\n", "如果一家餐厅被评为 5 星级餐厅,但只有一两条评论,那么这个评分可能并不可靠(这家餐厅实际上可能不怎么样);而有数百条评论的餐厅被评为 4 星级餐厅,那么这个评分的可靠性就高得多(在这种情况下,这家餐厅可能不错)。可以看到,餐厅的评论数量会影响我们对餐厅平均评分的信任度。\n", "\n", "我们可以使用 TFL 信任约束来告知模型,一个特征值越大(或越小)表示另一个特征的可靠或可信度越高。在特征配置中设置 `reflects_trust_in` 配置即可实现这一目标。" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:44:05.940642Z", "iopub.status.busy": "2021-10-08T22:44:05.939216Z", "iopub.status.idle": "2021-10-08T22:44:39.709238Z", "shell.execute_reply": "2021-10-08T22:44:39.708634Z" }, "id": "OA14j0erm6TJ" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation AUC: 0.6407766938209534\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Testing AUC: 0.7891259789466858\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "feature_columns = [\n", " tf.feature_column.numeric_column(\"num_reviews\"),\n", " tf.feature_column.numeric_column(\"avg_rating\"),\n", "]\n", "model_config = tfl.configs.CalibratedLatticeConfig(\n", " feature_configs=[\n", " tfl.configs.FeatureConfig(\n", " name=\"num_reviews\",\n", " lattice_size=2,\n", " monotonicity=\"increasing\",\n", " pwl_calibration_convexity=\"concave\",\n", " pwl_calibration_num_keypoints=20,\n", " # Larger num_reviews indicating more trust in avg_rating.\n", " reflects_trust_in=[\n", " tfl.configs.TrustConfig(\n", " feature_name=\"avg_rating\", trust_type=\"edgeworth\"),\n", " ],\n", " ),\n", " tfl.configs.FeatureConfig(\n", " name=\"avg_rating\",\n", " lattice_size=2,\n", " monotonicity=\"increasing\",\n", " pwl_calibration_num_keypoints=20,\n", " )\n", " ])\n", "tfl_estimator = tfl.estimators.CannedClassifier(\n", " feature_columns=feature_columns,\n", " model_config=model_config,\n", " feature_analysis_input_fn=feature_analysis_input_fn,\n", " optimizer=tf.keras.optimizers.Adam(learning_rate=LEARNING_RATE),\n", " config=tf.estimator.RunConfig(tf_random_seed=42),\n", ")\n", "tfl_estimator.train(input_fn=train_input_fn)\n", "analyze_two_d_estimator(tfl_estimator, \"TF Lattice\")\n", "model_graph = save_and_visualize_lattice(tfl_estimator)" ] }, { "cell_type": "markdown", "metadata": { "id": "puvP9X8XxyRV" }, "source": [ "下图展示了已训练的点阵函数。基于信任约束的强制性限制,我们期望校准的 `num_reviews` 值越大,相对于校准的 `avg_rating` 的斜率就越高,进而使点阵输出的跨度更大。" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "cellView": "both", "execution": { "iopub.execute_input": "2021-10-08T22:44:39.748481Z", "iopub.status.busy": "2021-10-08T22:44:39.721987Z", "iopub.status.idle": "2021-10-08T22:44:39.925959Z", "shell.execute_reply": "2021-10-08T22:44:39.926405Z" }, "id": "RounEQebxxnA" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmpfs/src/tf_docs_env/lib/python3.7/site-packages/tensorflow_lattice/python/visualization.py:575: MatplotlibDeprecationWarning: Calling gca() with keyword arguments was deprecated in Matplotlib 3.4. Starting two minor releases later, gca() will take no keyword arguments. The gca() function should only be used to get the current axes, or if no axes exist, create new axes with default keyword arguments. To create a new axes with non-default arguments, use plt.axes() or plt.subplot().\n", " axes = figure.gca(projection='3d')\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lat_mesh_n = 12\n", "lat_mesh_x, lat_mesh_y = tfl.test_utils.two_dim_mesh_grid(\n", " lat_mesh_n**2, 0, 0, 1, 1)\n", "lat_mesh_fn = tfl.test_utils.get_hypercube_interpolation_fn(\n", " model_graph.output_node.weights.flatten())\n", "lat_mesh_z = [\n", " lat_mesh_fn([lat_mesh_x.flatten()[i],\n", " lat_mesh_y.flatten()[i]]) for i in range(lat_mesh_n**2)\n", "]\n", "trust_plt = tfl.visualization.plot_outputs(\n", " (lat_mesh_x, lat_mesh_y),\n", " {\"Lattice Lookup\": lat_mesh_z},\n", " figsize=(6, 6),\n", ")\n", "trust_plt.title(\"Trust\")\n", "trust_plt.xlabel(\"Calibrated avg_rating\")\n", "trust_plt.ylabel(\"Calibrated num_reviews\")\n", "trust_plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "SKe3UHX6pUjw" }, "source": [ "### 平滑校准器\n", "\n", "现在我们来看一下 `avg_rating` 的校准器。尽管单调递增,但其斜率的变化却唐突且难以解释。这表明我们可能要考虑使用 `regularizer_configs` 中的正则化器设置平滑此校准器。\n", "\n", "在此,我们应用了 `wrinkle` 正则化器来减少曲率的变化。您也可以使用 `laplacian` 正则化器展平校准器,以及使用 `hessian` 正则化器使其更加线性。\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:44:39.936098Z", "iopub.status.busy": "2021-10-08T22:44:39.935337Z", "iopub.status.idle": "2021-10-08T22:45:14.319932Z", "shell.execute_reply": "2021-10-08T22:45:14.319400Z" }, "id": "qxFHH3hSpWfq" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation AUC: 0.6465646028518677\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Testing AUC: 0.7948338389396667\n" ] }, { "data": { "image/png": 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zm99MdhF55513MAzbunVrsgSz2VxbWzuDYFatWnW94c3AypUrk6+Li4sxDHM4HPyfAq7LdVmxYsVs1miOaWtrW7NmTSb7IE1RJa7LihUrkq8LCwsnLbHb7TMo9spG8cYbbxAEceuttyaXWK3Wurq6U6dODQ8PY9fQZq80bZkGg+GWW245dOiQ0+nEMOzAgQM33HDDV7/61Vgs9tprr2EY5vV633vvvV27dvH/fNu2bS0tLQ899NCJEydYlsUwrKurix+imG786UJbW1uays+VxBCJRNL31OVAIPD973+/vr5er9fjOI7j+He+8x0Mw1J7fX3rW9+KRqP/+Z//iWFYd3f3+++//+CDD/JvxePxUCgkk8kmRTizaXKvfJDctYR3vVKfUMQ/EoTvtyfsulwXtVodCoXS/S35IhgMZvgpUp9VJa6XRqNJviYIgiTJ1MdykCQ5g2InNYp4PB4IBDiO02q1eIrTp09jGHbp0iX+Y1O02StdY5n79+9nWfZ3v/sdhmEvvPDC/v377777bpIkf/vb32IY9r//+7/83RT+w08//fRvfvOb3t7ejRs3ajSabdu2pd7bSCuFQsFfVEhT+bmSGMxmM38dKR2F33bbbY899tiXv/zl7u5ufsKln/70pxiGpX7dvn37iouL/+M//iMejz/55JNf/vKX1Wo1/5ZUKlWr1RRFhcPh1GLdbnfGwsNxXJDvSve6TMHhcKTpjDAf2Wy2gYGBbEfxfwiCSCQSqUv8fn+2gpFKpTqdTiQSXfVS2+c+9zn+Y1O02RmXuWPHDoPB8MILL3g8nhMnTtxxxx0FBQVbtmw5evTo6Ojo888/v3///mSZ/LRghw8f9vv9b7zxBkJo165dTz31VFo3Ds/hcNA0zZ+xpUOuJIYbbrjB5/OdOXNG8JJZlj1+/LjVan3kkUfMZjO/h43FYpM+JhKJvvGNb7jd7ieffPLFF1985JFHUt/dvn079ulFGJ7T6ezu7s5YeAqFItlua2pq/vu//3vG35i+dZkCQujdd9+94YYb0voteeTmm28+ceKEy+XKdiB/ZrPZRkZGkn86nc7BwcEsxrNr1y6GYY4fP5668F/+5V9KSkoYhuH/nLrNzqxMiUSyb9++M2fOfO9739u5c6dcLscw7L777mNZ9gc/+MHo6OjNN9+c/Lc6na6zsxPDMLFYvHnz5jfeeAPH8bfeemvWaz+9N954Q6lUprFBpenexfXiOK66uvqhhx5KR+H8b/mTn/zE4/FEo9GjR4+WlJRgGHbo0KHUj/Fn9ziO79+/f1IJPT09BoMh2ZPn3Llz27ZtKy0tncHN5yvn+biW8LZt26bVagcHB1taWkQi0cWLFz+rzCuXPProoxiGJbvlCbIu14vPQ2fOnEnfV+SXaDRqs9keeeSRDHzXtFUCIfS1r30Nw7B///d/D4VCPT09e/futdvtV735nFrO1q1b+c7TSevXr1cqlbOJjedyuSoqKsrLy99++22/3z8+Pv7ss88qFIqXXnop9WNTtNkrC7/GMltaWvh9Y/I2cjQa5c9FHn300dRParXa9evXt7e3UxTlcrn+8R//EcOwH/7wh9e++jMTiURKS0u/8pWvpO8rciUxIIR++ctfikSis2fPCl6yx+N5+OGHi4uLxWJxQUHB/fff/93vfpf/7ZMdEnj8xf329vYrC+nq6rrjjjs0Go1CoVizZs2xY8c2bNigUCiuJYDW1tYp8vG1hNfZ2XnjjTcqlcri4uKnn34aTewGjmHYPffcM+lbvve976GJl+aS88bMZl1mIJFINDQ03HLLLWkqP0/96le/IgjiyJEj6fuKa68Sfr//wQcftNlscrl83bp1J0+e5J8Gwe8NryyHf9Z00uOPP/7BBx+kLvnBD35wXbFhVxykjo+P/83f/E15eblYLDabzVu2bJl0JMe7apu9snVcV5lVVVUlJSWp8/zz/VYvXLiQ+rEzZ848/PDDCxcuVCgUBoOhqanpF7/4RQaeDvDwww/r9fr0dUlCOZUYWJZdu3btokWL8mXOtZqampKSkmxHIYy0rss3v/lNpVLZ3d2dpvLz1759+3Q6HZxIgWv3+OOPEwTx2muvpfVbcigxIIQGBwctFsumTZtybV7V0dFRvV6fSCSSS/r6+kQi0f3335/FqGYmw+vy1FNP4TieOuwIJFEUtXHjRr1en5nO7yCvcRz36KOP4jjOXzNIq9xKDAihtrY2vV6/Zs2arD/1NNXo6CiGYQ888MDg4GAkEvnoo49WrVplMBguX76c7dCuW8bWhWXZ7373uziOp2lA+9xAUdQXvvAFkUj06KOPpntmNJC/BgYGNm7cKJFIXnjhhQx8Xc4lBoRQV1dXbW2t3W7/+OOPsx3L/zl8+PCdd95ZVlYmkUgKCgruueee1OH42Geb9mJr5k29LoIIBoN33HGHVCr91a9+JWzJcw/Hcf/1X/+lUqnq6+tPnz6d7XAEk1+NIpe9/PLLer1+0aJFJ0+ezMw35mJiQAh5vd6tW7fK5fIf//jHqRc9QF7405/+VFFRYbPZTpw4ke1Y8salS5fWrFkjkUgeeeSR0dHRbIcDcsKHH364YcMGfvK0TF5gz9HEgBBiGOaf//mfFQrFokWLUidjAbnM4XDs27cPw7Ddu3c7HI5sh5NnGIZ55pln7Ha7QqH427/927GxsWxHBLLm5MmT/JCjDRs2tLa2Zvjbczcx8Hp7e3fs2IHj+J49e9LRkxUIxev1fv/739doNAsWLEidZw1cr2g0+tRTT1ksFo1G8/Wvf31SF0kwtzEMc+DAgW3btuE43tTUdPjw4ayEkeuJgff66683NDTgOH7nnXfOpYuwc4PH4/n7v/97jUZjMBgee+yxSCSS7YjmglAo9K//+q+VlZUYhq1fv/7FF1+EW9Nzm8PheOyxx4qLiwmC2Lp1a3aPrvIjMSCEOI57/fXXly1bhuP45s2bX3nlFbj3kHWffPLJQw89pFKpzGbz448/no6HLM1zLMv+6U9/uuOOO0Qikdls/spXvnL06NHMPA4eZIbP53vuued27NjBPzvoO9/5juA9QWYgbxIDj+O4t99++9ZbbyVJsqCg4NFHH82FjTjfBIPBZ599dtmyZRiG1dXV/fznPw+Hw9kOao4bGhr60Y9+tGTJEgzDLBYLZIh8l8wHEolEKpXedttt//M//5M747dwlJ4JTdPN4XC88MILzz77bH9//6JFi/bs2fOFL3yhuro623HNZdFo9MiRI6+88srrr79O0/Ttt9/+0EMPbdy4UaiZX8G16O/vP3DgwCuvvNLS0qJUKpuamm699dadO3eWlZVlOzQwDZZlz5w5c/jw4cOHD7///vv8xY89e/bs3Lkzw3OwTytfEwOPZdlDhw69+uqrb7zxxvj4+LJly3bv3r1jxw7+hkS2o5sjnE7nO++889prrzU3N3Mcd/PNN99111133XWXTqfLdmjzWk9Pz1tvvdXc3Hzs2LFIJFJdXb1ly5ZNmzatXr3aYrFkOzrwZwihzs7ODz744NChQ0eOHPH5fMXFxVu2bNmyZcu2bdtSH26RU/I7MSQxDPPuu+/yGcLtdhcUFGz+lM1my3Z0+Scajb7//vuHDh06dOjQ+fPnJRLJxo0b77rrrp07dyaf2A5yRDweP378eHNzc3Nzc3t7O8dxVVVVq1evXrNmzZo1a+rq6ggiV2bXnyfC4fDJkyePHz/e2tra2trq8/kUCsX69eu3bNmydevWhQsXZjvA6c2RxJDEcVxbW9uhQ4eam5tbWlri8XhdXd3atWtXr169evXq6upqOJP4LB6Ph6/HLS0tH330Eb/p+OTKz6Wc7QDB9Px+f/JH/Pjjj0OhkEajWblyZWNj45IlSxobGxcuXCgWi7Md5lzj9/vb29vb29vPnDnT1tZ2/vx5hmGKi4uTe54lS5bk12afa4khFX/Ye+TIkdbW1lOnTlEUZTQam5qampqali1b1tDQUFRUlO0YsykYDJ47d669vf3EiRMnTpy4dOkSjuO1tbVNTU3r16/fvHlz+p4PBTKAZdnz588fP3789OnTZ86cOX/+fDwel0gkixcvbmxsbGhoWLhwYXV1dWlpKZxSXJdYLNbd3d3d3X3hwgU+H/T19WEYZjKZ+Ox7ww03rFmzxm63ZzvSmZvLiSEVTdOnT58+8an+/n4MwwwGQ2NjY319fUNDQ0NDQ2VlZQYefZwt8Xj88uXLFy9ePPup/v5+hJBOp1u5cuXq1av5lDmHt8A8xzBMR0dH8sD27Nmz/PNcpVJpVVVVdYoFCxZYrVbIFhiGURQ1ODjY19fX3d3d2dnJ54OhoSGEkEgkWrBgwZIlS/hk0NjYOJcONOdLYpjE7/efTXH+/PlIJIJhmMlkqqysrK6urqqqqqysrKioKCoqslqt+XUBKhAIDA8P9/X1Xbp06dKlSz09PZcuXRocHOQ4jiTJqqqqhoaGZEYsLS3NdrwgO3w+X3d3d1dXV3cK/rGyEomkqKiotLS0pKSkrKyspKSktLTUZrMVFBQYjcZsBy4whmHcbrfL5eJbzeDg4ODg4MDAwODgoNPp5D9jNptrampqamr43FlTU1NRUSGRSLIbefrM08QwCcdx/f39yX1od3d3T09Pf38/TdMYhonFYpvNVlxcXFRUVFhYWFJSYjKZTCaT0Wi0WCxGo1GlUmUy2ng8Pj4+Pj4+PjY2NjY25na7nU7n0NDQyMjIyMgIP5k2/0mbzVb1qcrKSv7AUCaTZTJakEcQQsPDwwMDA/39/an7x76+vuRzyCUSicVisVqtBQUFFovFZrNZLBaDwaDX63U6Hf9fnU6XIzelfD6f3+/3+/38C5/PNzY25nQ6PR7P6Oioy+XyeDz8mRPPbDbz6bA0RVlZ2Xw7k4bE8JkYhhkcHOR3tQ6HY3h4eGhoyOFwDA0NjY2NJRKJ5CelUqnRaDSZTEqlUqlUarVamUzGv5DL5QqFAsMwlUqVvPskkUiSzYam6XA4nCzK7/cjhBiGCYVCoVAoFouFw+FgMBiLxSKRCJ8PQqFQapwmk8lqtZaUlBQWFhYVFRUXFxcWFhYXF5eWlmY4Y4E5zOPxOJ1Op9Ppcrncbvfo6Kjb7Xa73Q6Hw+PxeL3eeDye+nmJRMLnCZVKpVQqJRKJVqsViURarVYsFqtUKrlczh+jpDYHDMNwHE/tCc23hdSSfT4f/yIYDLIs6/P5+M9QFMW3l0QikUwDk9ZCrVYbjUabzWY2m61Wq9VqNZvN/JmQ2WwuKSmRy+XCbrc8BYlhhkKhkMfjGRsb44/c+V12NBoNh8OBQCAWi0WjUb/fH41GKYrCPt3j8/82FovxCzEMIwgidWwLnz9IktRoNCqVSqFQqFQqjUYjl8uVSqXBYODPVPg8xL+Aa8EgF8RiseSBeeqLUCgUjUbj8XggEGAYJhAIJBKJSCQSiUT4oyv+3WQ5kw6VJuUJDMPUarVIJMI+bSx6vV4kEqnVaplMJpfL1Wo1n5P4tJQ8g+FfkCSZqe2R3yAxZA2O4y+99NLevXuzHQgAOefll1/et28f7J2yBQ42AQAATACJAQAAwASQGAAAAEwAiQEAAMAEkBgAAABMAIkBAADABJAYAAAATACJAQAAwASQGAAAAEwAiQEAAMAEkBgAAABMAIkBAADABJAYAAAATACJAQAAwASQGAAAAEwAiQEAAMAEkBgAAABMAIkBAADABJAYAAAATACJAQAAwASQGAAAAEwAiQEAAMAEkBgAAABMAIkBAADABJAYAAAATACJAQAAwASQGAAAAEwAiQEAAMAEkBgAAABMAIkBAADABJAYAAAATACJAQAAwASQGAAAAEwAiQEAAMAEkBgAAABMAIkBAADABJAYAAAATACJAQAAwASQGAAAAEwAiQEAAMAEkBgAAABMAIkBAADABJAYAAAATACJAQAAwASQGAAAAEwAiQEAAMAEkBgAAABMAIkBAADABJAYAAAATACJAQAAwASQGAAAAEwAiQEAAMAEkBgAAABMADibUyQAACAASURBVIkBAADABJAYAAAATACJAQAAwAQ4QijbMcwX3/nOdwYGBpJ/HjhwYMWKFXa7PbnkZz/7WWFhYTZCAyDLHA7HN7/5zeSfIyMjn3zyyc6dO5NLSktLn3jiiWyENh+Jsh3APCISiV555ZXUJS0tLcnXJSUlkBXAvFVYWPjRRx8NDg6mLkxtL9/97nczHtT8BZeSMufuu+/+rLfEYvH999+fwVgAyDlf/OIXxWLxZ737hS98IZPBzHNwKSmjamtru7q6rvrWhQsXFi1alOF4AMgdnZ2dCxcuvOpbVVVV3d3dGY5nPoMzhozav3//VY+J6urqICuAea62traurg7H8UnLxWLxAw88kJWQ5i1IDBl1zz33MAwzaaFYLP7iF7+YlXgAyCn79+8nSXLSQoZhPv/5z2clnnkLLiVl2ooVK06fPp262XEc7+3tLSsry15QAOSEoaGh0tLSSa1j+fLlJ0+ezGJU8xCcMWTapGMigiCampogKwCAYVhxcXFTUxNB/N9+iSTJ/fv3ZzGk+QkSQ6Z9/vOf5zgu+SdBEFDvAUi67777Um8zcBy3d+/eLMYzP0FiyDSLxbJ+/frkSQNCaNeuXdkNCYDcsWfPnuRrkiQ3bNhQUFCQxXjmJ0gMWXDffffxV1FJkty0aZPFYsl2RADkCpPJtHHjxuSR03333ZfdeOYnSAxZsHv3bpFIhGEYQujee+/NdjgA5JZ7772XP3IiCOLOO+/MdjjzESSGLNBoNNu3b8dxXCQSpc4GAwDAMOyOO+7gj5xuueUWrVab7XDmowlzJQ0PD6fO3gPSp7y8HCG0bNmyP/7xj9mOZV4oLi5evXr1LAtpbW0dGhoSJB4wtWXLlp04caKiouLll1/Odizzwpo1a4qKipJ/TjhjaGlpaW1tzXhI89Hy5cvlcvm6deuyHch88dOf/nT2hTz11FMw7icz1q1bJ5fLly1blu1A5oUTJ05MOiWYPLvq6tWroXNYZpw8efKHP/yhVCrNdiDzwquvvipIOXv37r1yzgYguDvuuIPjuHvuuSfbgcwLBEGk9qHH4B5DFv3oRz+CrADAVUkkkn/6p3/KdhTzFySGrFEqldkOAYDcBQ0ki4R8UA/HcQzDcBwH59oguxBCIpGI79mSO1iWZRgGIQQNBGQRXwNFItGV8xUmCdlyWJalKIrjOJIkcRwXpPYjhJI9mmdfGoZh/KU0YcPLzdLmz5pOqiQIIZqmpVJpriUGmqYpiiJJkiAIAbeA4EVhAjU3AWvgfNhcGVtHlmURQjKZLEOJgd9G/JEajuNC7cpZlhWwNI7jEEJTbJHrghDiOI4gCKF2cPz5liAry7IshmFCrSm/3XJzTbGJlQQhxLLspJtpuYCvKmKxmCRJAbensJVQwOYmYFsTfHMJ2MqE3VwZqBIMw9A0PXX/OiETA47jJEmSJCkWi4XaWPyWwoTbwfG7S6FaEf9bCriy/O5MkJXlQxJwfyFgaYJvt9RKwp8xzL5YwfENhE8MAm5PATemsM0tN9eRLwoTYh3zd3NNe8Efbj4DAACYABIDAACACXI0MUSj0dOnT4+Pj3s8nra2tuTy5N0elmXPnz8fDocn/cOPP/74ymdnAjDHDA8Pd3d3e73ey5cvDw4OJpcnG4jP5+vr66MoKvVf+Xy+zs7OTMcK8lB6u20wLEfRLMNd/S4HjuNSESETkxiGRaPR3t5eiqL4bhtFRUXnz58Xi8U0TX/44YcYhkml0nA4rFar1Wq1x+MRiUTt7e0+n89ut3s8HoIgioqK+vv7m5ubGxoacq07CgBXFafZBIu4z7gNSBK4TEyKSQLDMJfL5XQ6KYqKx+MWi8Xr9fp8Ppqm+/r6QqGQz+fjLyur1Wocx8PhcCAQGB8fLysrUyqVwWBQqVTK5fLz58+HQqHa2trMriXIP2ncgXIcOjcS+EO7I8FcvX8IieNVBeq7VxWLSCISiXR2dpaUlHR2dvKHPAihaDTKMAx/BnDq1CmGYdatWzc6OtrT0xOJRBQKhUgkam1tRQhFIhGXy2U2m/kbOADkPpbjXm9zdDhD7GccOUlIYnu9bUWpniDwoaEhv9/PMExfX5/X6+WPmWKxGH9OMDY21t/fX1BQsGDBApfLNTw8zDCM0Wj0+/1dXV00TRMEYbPZcByHBgKuxUwSg9/v7+np0Wq1VVVVbrd7ZGREKpXa7XaFQjHhczgmInC5mCQ/4/Y3SeBSMZH6JkVRfr9fp9P5fL7kQr73IY7jYrG4vLz86NGjMplsaGiooqKCP72gaVqpVBIEIVTPJQBmY3R09OLFi6tWrVKr1T09PX6/32g02u32Kz8pFRFyMfmZiUFEiIg/Nw8cxxFCoVAoHo/H43GapsViMf8Wx3F8JxODwaDT6QYHBzmOY1lWo9EkEgm+K5RUKuXHT6RplcEcM5PEgOP46OhoLBarqqpyOp2jo6MKhQIhVF1dzV/iTHYTrrWqy4yKz6r3OI5LRASOYRzHKZXKurq6cDhcX19vMpnUarXNZjOZTBzHLVu2TCKRrFy5kq/ldrudJEmLxVJWVuZyuRYsWDA2NqZSqbRardvtvuGGG66cECpV8i0Bu11O/Y3XLrnpBCktObxIkAlBkxevhR3HMLN/znDIH03IxaRS+ucKnFxZLGV0z+zjnBkcxzs6OhoaGtRqdUdHh16v7+rq0ul0MpksueIIIRzDti+2blyIPusHIglcKiYxDHEcKioqkkqlUqnUbDYbjUZ+d6/RaKRSaTAYVKlUVqtVp9MpFIqysrLCwkKO49RqNUVR5eXlsVhMrVaTJOl0Os1m8xS1K9lhWtghlrOvgQI2tDS1stkXxbAcw3IswhkOMRxHs4hhOYZDNMsxLKI5xH3WNccrIMTp5GK7Ti6TXGUPn2zLU5hJYtBqtVarlT/6YBjGZDJJJJJQKMS/m+wmjBAicEwhmeYonv+wVCqtrq6+6rs2mw1L6Sm8aNEiDMNqamowDOOPwoqLi/m3LBbL4sWLk2VO8XWC7CuxTzcxP5ZEqNKE2qnx6yjUDCV8AxBqu6VWkhn8c18k/kbbSF2hdnWFEUup6Mn/ZjcxWK1Ws9nM3+hKJBK1tbUffPBBIpHgE0OyzmAYJiYJiWiamsOvlMlkMplMV/2uSZ3WdTrdZxXFt5SpW4eADUTAGihgQ+M3lyA1ZIrNxSFE0RxFszGapRJsjGZjNBdLMNEESzEszSCGQyzHMRxiOMSyiOFQgmEZjmM4jOEQw3I0i1iO4xCGEIaw//sSHMOm/W0Qhhrt2q11Vpv4KrvfdCWGSCTidrtDoZDRaOQ4bnx8XKFQJGstP0BDqNkOkocbQrVzvhwBw8OEG/aFfRqYsLHNvii+HCTcJBb8od+MSwvH2UMdbq1Ckvw1J1WSLGYFDMN8Pp/L5Wpvb6+vrxeLxV1dXXK5XCKRYCm/r4Dbc5Ybc5LkJhWqKEFqoIANTcDNxSFsPJJwBePhOBtJsLEEG6PZOMNSNBen2RjDxRJsLMEyf96/I5bfIeMYjpLbGfv0/xiOYyICF5OEmCSkYpFShvN/ighcROAkQZAEhmHXFDNCqMQgk0nIq67jtaz7TBIDQqigoEAqlbIsW1BQwF/B5A/ek5Ve8EGtQu3g0Kdzmwi17xB2BC//QsDShNpfJFdTqPOP2VQSDmHhOKtTSJJzYKRWkuyeLvAB1NTUiMVijuNqampCoVBhYaFSqUxOn5DMCkINcxWqxeVFDZxlOcnTjhkUxSEUiTPuYHw0QDkCsbFQ3BmIBWI0huEsv7IYhuEYjmE4jsvEpExM6FUSuZiUiUiZmJBJSIWElItJiYiQkISIJMQkISZxMUGISJzEMRGBS8WkWMQvJ0iCTxjXvfWmHvmcrsSgUqlWrFiR/DN5JSc35yEAcwxCiGZRjGb1Ckm2Y7k6g8GwdetW/rXZbE4uj8ViWYoIzBBf2cbCcVeQcgYodyjuDlHuYDxGswzHkTihU4gqzEq9UqqQiJRSUiUVySWkQiKSi0mFhJRLSLnkz1OKTvtdws46M0vQ3x/kGQ5hkQTDcShnEwPIXwghlkNBinYH484g5Q7GPeG4M0iFYnScYTEMV0hIs1pq1chKjAq7Tl6glqhl4rnXHxISA8gzDMcFogmSwHVKcbZjAXMBhxBFs55Q3B2KuwLUWDjuClFjoUQ0wTAcEhG4QSmtKlAX6mSlBqVdJzepJeSnFy1zcBJfQUBiAHmGYZE/SotJQiODxABmAiHEcNhYhOKTgSdEuUNxd5AKUgxFsziGqWVis1pq1+lKDIoivdyqlcun6105x0BiAHmG5VAgRsslpHS6jp4AJLEcCsfpsVDCFaTcwdhYOOEOJbyReJRmGRZJRIRJJV1k05QYFMUGhV0n033a521+gsQA8gzDoSDFaGTi+dxuwbQQQhTN+qK0JxT3hOL8DWR3KB6K0VGaxXFcJxdbtbIivaLMqCg2KC1qqRgONT4FiQHkGYblghStlcN1JHAVCYb1RhKjAWrUH3MEKGeA8kYSkTjDIiQTkxa1tLxYV6yXlxgVdr1CJRXB4cVVQWIAeYbhUCCa0MOdZ/Apvh+RK0A5g5TDHxvyRkcDVJCiCRw3KKUlBkWJUVFmVBYb5AalBP90gMXc60okIEgMIM/QLBeIMSUGZbYDAdmEEIok2LFQ3BmknIHYkDc27It5o3GWQzq5pMyorLGqa6zqQp1cNnFaiLnaj0hYkBhAnmE5FIkzRhUMYpiP4gzriyScAcoVpIZ9sUFv1BOKRxKMQkIW6RQryvQLbepSoxKuEc0SJAaQZxgORRKMXgmJYb5gOc4fTbiDlCeccAbiA97IsC/mjyYIHC/QyJaV6hfaNFUFKqPyz8MLwOxBYgD5BCHEsFwskbvzYQChRBMM37vUFaL6xyJD3uhYOE6zSKcQl5tUCxfbam1qm1YmEcGtAuFBYgD5hEMYRbM0i/QKuPk8NzEsNxZODPuiPe5wjzs87IuGKEYmJor08i2LrIvt2lKjQglXitIMEgPIJyzH+WM0SeJwxjDHIIQCMXo0QA2MR86PBLqcoWiCtWplK0oNdXZNpVmpk4tJkoCH0GUGJAaQT2h+PgwCh3EMcwZFs/yd5I7R4PmRgDNIaWXipSX6dVWmKotKLhFhKU92ApkBiQHkE4ZDgRgtE5Pzbe6auYflkDcSd/ip3rFI+5DvkiuM4Vh1gfrWhsJlpTqdQkLAxaLsgcQA8gnDciGKVsvgEnO+QgiF44wzQA37YmeH/edHAv4YbdPKdjTY1laaCnVyMQkXi7IPEgPIJwyHQjEG5lXNRwmG9YQTrkDs4mjo9KBvYDyilIiWlehvqjbX2tRy8dWfQwmyAhIDyCcMy/ljtA66JOUPDqFANOEMxgfGI6f6fRccQZrlqgvUX76xYtUCPVwyyk2QGEA+oVkUiNE1VnW2AwHTo2jWHYw7Q/EzQ/7TAz53KF6gkW1bbL2p2lykh0tGOQ0SA8gnDMdF4owRhj3nMIRQkGJcQapzNHC8Z7zTGZKJyWUlui/fVF5v18rgklE+gMQA8gnDoWiCMUBiyEkMx3nDCWeAOjXo+/DS2GggtsCo/NK6BeuqzDqFGC4Z5RFIDCBvIIQYFkUTrA5Gt+UY/pnJw/7oB91jrb3jLIdWlOq/sr68rlAtk8AjlfIPJAaQNxCGxRk2wXAwH0Yu4EecBSnGE4p3OYNHO93nR4JGpfi2hsLt9dYCtQwhmOA6X0FiAHmDYVEwxhAEDmcM2YUQYjnEPzXzRO/40U7XaICqtaq/vaV6XZVZJib4UwSWzXagYKYgMYC8wXCcP5YQEbgO5sPIEoQQRXPeSGLYFz100XW8ZwzHsTWVpu/dsqjGpoa7CHMGJAaQNxgWBaKMREQopVBvMwohhBAWijPj4fgFR6D5guvcSMCqld1zQ8mOhkKdAu4izDXQwEDeYDguRNEamZggYDeUIQghfn4qd5D68NLY4Q6XKxRvsGv/v511aypMMBZhroLEAPIGRXOuIGVWS7MdyLyAEOIQNhaO93rC75x3Hr88JiaIz9Vadi+3V5hhgOEcB4kB5AeEkD+a6HQGdy6xZzuWuQ8hRLOobyz838d6T/SNlxgUD91Yvm2xTQN3d+YHSAwgPyRYbsQfC1LMyjJDtmOZ4xCGxWj23HDgyebuBMs9vrthTblRBFeN5hNIDCA/BGPMmSF/gUZWZVFlO5a5jEMoRDGtvb6fHuouNyt/cNsiu16R7aBApkFiAHmAv450fiS4olRPwqFreiCEOITGQvG3zjmfbx3YuNDyna210AFsfoJfHeQBDqGxcNwZiN1QXp7tWOYmfszaoDf63PG+97o9D6wt++KaBST0/pqvZpIYWJZlGAYhJBKJMAxLfQ1AOgQp5vxIUCkV1Rfpsh3L9BiGoWkax3GJRMIwDMuyGIZJpbnbmQohRLNcpzP0s8PdDn/sH29ddPMia7aDAtk0k7358PDw2bNnQ6FQQ0MDQRCnT5+mabq+vr6xsZGfPiX1v7OHEMJxXMBHgedseAghYUub9GL2BWbrV/BFEudG/HWFGoWYvOo/Sd1uyc0oVKjX69y5c52dnQRBbNu27aOPPnI4HBiG7dixQ6VSTWogOVIJown2ZP/4E3/q1spEP93bWF2gFjAwTIgaKHjTELaV5drmwqZbx2m/YiaJwel02u12juMoipLL5TRNEwQhk8n4d1mWJQhCqGaJEOI4IafiYj+dwEWQCDmO46ssQQhw4VvYlU0WJciapmO7XWNRCKHxENXrifzl+gVX3T6TtlvWE0NXV9f27dubm5tZlkUIURRlNBpJkuRj47ekgNtzNpWQQygQpQ91uP7zvd7lpbq/316rk4tYgSY5ypF1vGpRsyyEl6x4udbEpt5c17IFZpIYCILg6zdBEBzHNTY2chwXDAb5d2FwfE4R6ucQ9qTtukQT7GVPBGHY8hJ9VgK4XiRJ0jSNYRjHcSzL7tq169ixY4lEQi6XZzu0CTiEXEHqpZPDr7eN7Fpm/8r6cjFJCHscloP4mgy7qanNJDEUFhaeOXMmEAjY7fZgMOhwOEQiUV1dHYZhOI4TBEGSJP9i9vElf0L+gEsoQp3TJCtZzq6sgGdvApZ2XdstGI9fcATLTUqbXnnVD0zabkKdwM3YwoULDx06JBaLh4aGYrHYO++8I5PJxGIxhmF860j+voJszxlUQn5Uc/9Y+Ol3e9qH/X+9pXrX0qLUPWau1UABGxrHcUKtY55uLo7jpt2MM0kMdrvdbr/K6FP+KAkAASGEfJFEtzt8S33e3A5dvHjx4sWL+ddLly5NLo/FYlmKaAJ++qNzw4GfvNMZo9mf7G5YucCY7aBAboGuRCCn/XnAc4xuKjdlO5a5gJ83+4NLnife6bTrFf9yV0Op8ernYWA+g8QAcpo/Sp8bDhRoZJUw4HnWEEKBGP1mu+PZY703Vpu+u71WK4dHHoGrgMQAcpo3nOh0BhuLtTDYavbcIer5lv432hxfaCp56KZyiaD37cBcAokB5C6WQ55w3BmgvnwTDHieFYTQJVfo345e6hgNPbqt9rZGG3TLAVOAxAByVyBGX3AEVDJRgz0PBjznLJZDpwZ8TzV3MRx6fFf9ilIDjkO3cjAVSAwgd3kj8U5nqLpAI5fARY8Zomj2SIf750e6y83KR7fVlhqV8GRmMC1IDCBHIYTGw4nB8chDN1XA4e3M+KOJ106PvNDaf1O1+esbqwxKCWQFcC0gMYAcFUmwlz1hHMeXlubHgOdcM+KL/qa1/0iHe+/K4vtWlyolIsiv4BpBYgA5yhuOX3QES40KCzzk+TohhDocwf881jM4Hn1kY9XWOqtEJOQAeDDnQWIAOWosnOgdi9zaYIOrH9eFYbmPer1Pv9sjJvG/37FwWYlBTOKQFcB1gcQAclGcYUf8sUicWZYnE+fljnMjgf/5qN+skX71c5XlJiU8qxnMAFQakIu84cRFR9CikVWYYcDz9Rnxx2I0u32xtcKsgqwAZgbqDchFziB1wRFYVqITkXAN5DrEEuxogBIRRK1VA2PFwYxBYgA5J5pgLrnD4TizocYCF8eviydEDXujFrXUrsutZz+A/AKJAeQcZ4A6PeArMylh4rzr5QxS3kiixKCEMy0wG5AYQG7hEBr2xS57wjdVmcRwifw6OQNUJM7UWFVwpgVmAxoeyC2+SOLciF8mJtdWmrMdS56JxJkRPyUVk5UWdbZjAfkNEgPILcO+2NnhQGOR1qiERwVcH3eIGvFHLWqpVSvLdiwgv0FiADkkwbD9Y5HxcOKmajMBnWqu04if8kYSpUaFCDYdmB1IDCCHOAPUmSGfTStbbNdmO5Y8gxByBmJxmqsqUMMNBjBLkBhArkAIDftil9zhG8qNcjHMs319wnHW4adkEhKGBILZg8QAckWQYi6OBjEMX1dpyq9jXoQQQii7MbiD1Kg/VqCWmmHOQTBrMFcSyBUjvuj5kUB1gbpInzeDs1paWvx+v9Pp3Ldvn1KpzGIkI/5YIEYvLNTADQYwe5AYQE5gWK5/POoMUrcvKcyjGX46Ojo4jiOILE9qzd9gSLBcpQVGMAABQGIAOcETip8fCegVkvyaTrWmpsZoNMZiMZEom00pRDEjfkolFZWbs3nWAuaMaWpzOBymKArHcaVSKZNB52iQLoPeaJczuGqBUSMXZzuW6zAwMDA4OGgymbJ7j8EVpFwhyqqVmZRwgwEIYJrE8MEHHwwPDzMMIxKJbrrpppqamsyEBeaVSJzpcoXiDLeuypRfj+WRy+UejyccDq9du1YqzdpOecRPhWLMkmJ9Hl2FA7lsmmokFourqqrsdjtCiGXZzMQE5psRf+yCI1hiUOZdV8toNCoSiXQ6HUFkbY+MEBoNxBiEYM5BIJRparNOpxsdHY1GozU1NRaLJTMxgXmF41D/WGTEF20qN8jybfgCQRDRaNTv93Mcl60YAjFmxE+pZeIFJrjBAIQxzaUknU5HkmQ0GjUajTqdLjMxgXnFFaROD/oUUtHKBYZsx3Ldli5dyrKsQqHI4nUkZ5AaC8WtGpleAbNLAWFMkxg8Ho/RaKyuri4oKMhuvwswJ8UZ9tSA7/xIYOtiqyUPR2Z1dXUhhHQ6nd1uz1YDGQ1Q4QSzTC+HGwxAKNPUJK/X6/f74/E43GAAgkMIdTtDhy66bFr55oUFZPYu089YIBCIRqODg4NZbCBj4TjLomK9IlsBgLlnmqZot9t1Oh3Lslkf8Q/mnvFw4li3J0DRdy61F2jysjO0QqEYGBggSTJbw8oomvWE4hIRYc+f4eIg90118jswMNDf3z8+Po5hmFartdlsmYoKzH00y50e9J3s966pMC0t0eXjeN1AIFBaWqpQKAwGA0lm57a5L5LwhOJauTgfL8SBnDVVYtBoNHa7vbCwMJFIqFTQEw4IqccdPtzhNiql2xZb5ZK8vH3lcrkikYhcLo/FYtk6pfaE40GKLjUoZOL8uxAHctZUDdLj8Vy+fFkul9M0ndolaXx8vL+/PxaLlZWVKZXK/v5+juPKyso0Gk36AwZzgT9Gf9gz7gnFv7i2LH8vjpvN5vfff99msy1cuDD1jGFwcHBgYEAsFjc0NHi93oGBAYPBsGDBgnTE4ApScZor1Mny8ZQL5KypEoNYLFar1TKZTK1Wm0ym5HKHwxGNRuPxuMfj8Xq9Z8+eNRqNFotFo9EghDiO4zhOqGrKF4hhmFAFJvubC1Igx3EIodxc2WRRghzMJmeWnn1sLIfODPpO9nuXluiWl+gwDHHcrCKctN34PzMw4kyv169Zs8br9TY3N993333JXkkXL14sLCzs7Oysqalpa2sbHx8vLy8vLi4mSZKPDcdxQeohQsgdpFiOs2lkggykSEcNFKQ0ARvalT/BLIvC8m1z8e9OXcJUiaGwsJA/aXA6nVqt1mq18stjsZhSqZTL5SzLhsNhlUql0+nGxsb4DyT3IMLuj4Q6VRe8tJxdWb4QoZI0X2sFCazXEz7c4VZIyG11FpVUNPsyJ223TF7VcbvdDodDpZowp6nf729qaurs7EQIORyOpUuXOp1OiqKUSiVKMftQKZodC8WlIsKmlQryTIh01MBcaxr8blGQNJO/m2tWiUEqldI0HQ6HEUI0TSeXa7Xa4eHhSCSi1+txHBeLxX6/PznAh5+CWKiJiPkDXhzHhToqJwgCISTU4SRBEALOuizsyvKFCLimgsQWopiWy+MOf2z3Mnu5WZiHUE7abgLWlmnxl1irqqpSB7gVFhaeOXOG4ziPx2OxWMLhcDQaTZ5vJRvI7LenP8aMRRJ6pcSikQlSCYWtgQK2tWRlnn1gfJsVZB2Tp+O5trmm3i9dy7pPc9NPpVJZrdZIJJJ6CdVut0ul0ng8rlKpRCJRJBJhGMZoNCa/Mln1r3+NJktuKaF2cMl6L9RxdM6ubLLKCnUCPvt8z3HonCN4os+70KZZU2EUkUQ6tpuAF/em5fF4aJru7+83m83JNlJXVzc2NsZ39V61alUkEikpKVGr1cm6l8wKs9yenlA8TDEVFqVCIhKkEgpeAwVsa8ktNstykpcZ5/Dmmnq/JEBikMvl5eXlIpGI3+/zVCrVVTsppZ5VAHClYV/0aIdLTBK31Nt0c2L+hv7+foVC4XK5li5dKpH8eY2MRmNqe0mKxWLCfrszSCVYzqaVw51nIKxpEt3Q0FBvb6/f72cYJjMBgbkqmmBaLo/3j0U+V2OuLpgjvZ9NJtP4+LhSqcz8rhkh5AnFOYQV6mBoGxDYNGcMRqORv32PEIpGowRBwON6wAxQNNt6efxIp6vcrLqp2iwmibkxll6hUCxdurSoqEgszvTzhSia84TjMjFZqIMmCQQ2TWKora3lLxBJpdKRkRGpVFpYWJiRwMDcEU0wx3vGfn9qWK+Q3L6k0KSSzo2sgGFYZ2dndXX15cuXCwsLMzyJnjcSHw8nDEqxSQVjnoHApqnKMpkseYoQzWzLJgAAIABJREFUCoXgghK4XpE48363540zIzqF5PMri+sKNUINrcgF9fX1MtmfewSNjo6azeaMpQd3KB6OM0V6tVxMzpntCXLEdVRiqVSavL0GwLUIUfR7XZ4/tDssaunnVxUvsmlJYk7dJr355puTr3t7e/V6fcYSgzNAMSxn08INBiC8aSrx6dOnR0dHEUJqtdpmsxkM+fcoFZAtgRh9pMP19rnRQp1838rihTZNfj3P+XqFQqGMPccNIeQKUhiG2eHOM0iDaRKD0+kMBoOxWGxoaMhisajV6syEBfKdL5o4dMHVfNFZalDuXVlUXSDMWLYclEgkEEISicRkMmVsjlWKZsfCcblEZNPCnWcgvGkSg0ajYRhGLBbjOK5Q5OtkZyDDxsPxP11wHu10V1lUu5cXVZhVczUrvPfeeyKRiCCIFStWVFZWZuw60ng4MR5JGJUSowqu7gLhTTOOQalUSiSSgoKCurq6q47ZAWASd5B6s91xpMO10KrZt7J4DmcFDMPOnz+PEOLzAf+A9Mx8rzNIReKMWS2VibPzHAgwt01zgKNWq2OxmEKhMJvN8EgGMC1ngHrzrKPl8lhjke7OpfZig2IOZwUMw0QiEcMwmX9KjzNIsRyyamRzqYsXyB3TJAapVDo6Ojo6OnrjjTfCGQOYAkJo2Bc72O44NehbWWa4vbHQnrcPWrh2HMfRNC3IzKbXDiHkCcZxDLfB0DaQHtMkBpqmCwoKtFpt6oN6AJiEQ6jHHX6jbaTTGVxbYdrRUGidHzdFxWKxXC6XSCSZPDGK0awnHFdIyXmykUHmTZMYvF5vOBzWarVyOfSKA1fHcNxFR/DVU8MjvtimhQVbFllN8+b5w2KxuKuriyCI+vr6jI3yGUveeVbOl+0MMmyaxEAQhMfjGRoaUqvVFoslMzGBPBJn2LZB/yufDIXizJ3L7DdVmTXyTM8alEVVVVU0Tbvd7kyeMTgDVDTO1BSopCJ4zjNIi2kSAz9xnkKhyPztNZD7InHmRO/4a6eHcRz/wqqSGxYY5ZL5VU/UajVN02fOnGFZNmNf6gzEOIQKNPCcZ5Au0ySG4uJiiUQSDofhUhKYJBBNHLs09ma7QyMT7VtZsqRYJ55/B7AURbEsyz/POTPfyCHkCsYJHIfZtkH6TJMYSktLS0pKGIbJwKPVQR5xB6lDHa7DF11lRsXelSU1BWpibk2CdI1GRkYCgUBBQUHGDt5jCdYTppRSkVUDd55BukyVGOLxePIEWSwWw9UkgGFYNM5ccoff7XK3Dfrq7dq7lheXGuf4YIUp8A+1zdgUSRiGecJxbyRRoJHplTDmGaTLVInB4XD09/fzD+qpqKgoLS3NWFggByUYbsgXOTXgb708FoozG2os2xdbrfN7dk+Xy9XU1CSRSDJ22OQKUFSCNatgzDNIo6kSA03TXV1dcrk8kUio1WpIDPMWy6ERf6x9yH/88rjDT1WYVfc0ldYXaRWSjD6aJgcplcqhoSGRSFRdXZ2Zh7iNBigOwyxwHQmk01QNu7q62uv1UhTFcRxMuD0/IYTGI4mLo8EPut0doyGLWnpPU2lTuUErh+sYGIZhDzzwQCa/DiHkDlFiAodJVUFaTXPEp9VqL1++LJPJqqurMxMQyAUIoRDFuIKUwx9rH/afHvRLRfgt9daNtQUW6CX5qVgslnwtk2Vis1A0OxZOKKQiy7wZQgiyYprEQJKk2WyWyWSZf9Y5yDwOoWCMdgYpZ4C67A73eMIjvhhJ4DcsMGxdZCnSy8UiEWSFpEuXLo2NjSmVymg0umbNGqk07TvrsXDCF0kUaKQGeM4zSKdpEsPQ0NDIyAhJkiaTqaCgIDMxgUxKMFyIov0x2h+lfZFEjyfc4w45AxSB4yUGxc4lhcvLDIVaOYnDFJ6T+f3+9957b9myZRcvXlyxYkUGEoMzQMUSrFEllc2/ISMgk6ZJDEqlkn/QOfRVnTMYlgvFmWCM9kUToRgzFo4P+WKuIDUWjgditExELjArN1RblpboLBqZmPzzDiiTI3vzxU033eR0OisrK0mSzMwjekYDMQ5DZrUUzttAWk1Tm+12O03TBEHo9frMBATSJ5Zgez3hQW90wBtxBihXMB6IJmgOqWVim1a2qsxQYVHVFWoMSik5L0erzYDFYnnvvfeqqqoyMAIUIeQKxkUEDkPbQLpNlRjcbveZM2c0Gg1FUV6vFybRy180yw2OR88M+d85PzoWTqhkZIFG3lCkrTCrFpiURXq5TEzCQegMyOXyiooKo9GYga1Hsxz/nGe48wzSbarE0NfXNzAwwDCMTqeDQQx5CiFsNBDrHA2+eW70sju8qFDz5ZvKFxVqlBK4jSwA/sjJ5XItWrQo3dNuj0cS3kjCrJYa4c4zSLOpEsMNN9xgtVovX74cCoUy9pRzIBSEkDdK93qihzqcH/d5iw2Kb22pbio3ikkCUoJQ1Go1RVGZuQPnClDRBGNUqhXzbApbkHnT7O47Ozu7urpIkiwrK8tIPEAY0QTTPRp4v2f8SIdbIxN/ad2CzYsKFHCWILTGxsahoSGz2ZyB/tyjAQohzKSCO88g7aZJDFarlaZphmGUSmVmAgKzhBBKMNzhi67nW/oZDt3aWLh7qV2vzOizJ+eJ4eHhTz75ZN26dZ988snChQvTmhsQQqOBGEniMBkGyIDpE4PFYqFpWq1WZyYgMBsIIYZDH/aM/fMfOzbWWr60bkGJSUVASkiPDz74YGho6K233jIajen+LpZDnlBcISYLNHCDAaTdNImhv7+fIIjCwkIY+Zz7EEIcwtqH/I+9eXFNhem722ulIuh2mkZ33333hQsXBgcHM/DAEn+M9kZpvVJiUsEsVSDtpkkMoVDozJkzEonkc5/7XH19Pb8wkUhEIhGWZZVKpVwuDwaDiURCo9HAxYosQgghDOtxh/7x4IUFJuUPbquTinD4RdLtyJEjBEEghFIHAEaj0Wg0iuO4VqsViUQul0sul8/yYqwzQIVidLVFpZLBIRpIu2kSQ3l5eSKRkEgkZrM5uXB4eLirqyscDtfW1lZXV586dcrtdq9bt85isaBPYRjG/3eWhC0tWY6ApQm+sjiOz6A0hLARf/THb3dISeLxXfUqmYhl2TStrFClYen5WZObUZCSp1ZZWckwTDweTz1jOHfunNPppChq69atIpHozTffrKysXLFiBZ9CUuvMta++wx9DGGZQSvCrbTShNqbg9VnAombcNK5amoBFYbnXxKb9Haf9lmmex9DR0SGVSv1+/8jIiNVq5Zd7PJ6CggKz2RyPxwcGBvx+v0ajoWmaf5fjOI7jhGqWCCH+8VhCFZh82JYgBXIcJ+A+KLmyM/iHY+HE00cvOfyxf9u3xKyS8L8C/64g4SWPiHN5u/EFZjIxLFq0SKVSjY+Pp/bn7uvr27ZtW3NzM8dxp06d0mq1fIR8YuBbx/VuzxF/lMQxk0pyZQ0RcGMK29wErIH8OiKEZn/Jji9qloXwhN1cAjaxqavEtWyBqbby6OhoOBwOhUKJRCK1p7ZYLP7/27vT+CiqfG/g1fuefd8XQkIISVgStiCEHUVABAwoKI4rjohe9zv3GcaZ+3EccWFmQMVRUBRlUZhBRREMSyCQACEsWUlC9q2TTqf37uqq50XN5KZFgXQ6fTrJ7/sqdJrT/6pU1a9PVZ1TNpuNewy60WhUq9V1dXUajYb7rWt3SJfv3gNxvCC7yCxFdZvpLwrq8q51bLw7eWSIw20CrqrNk/+sBM+YXbhwwWw2+/r69j5gSaXS7u5uiqKsVqter29ubq6trbVYLL3/Y59qZlhWrbPIxIJfHPPswsXnmvLYv45LmnLhMg7hFXWzHoNarebz+VwqyOXyntfDwsJKSkp0Ol1ISEhkZGRYWFhbWxs3YQaPx+Pz+QKBgPuhn8VRvbo8rh1DxM0M2P92uA6pCxeWq+r2F5Zl2W4z/UNJ25fnGl6anzQ14efTlrhqSV3bGveteYA2Epd8r7xNTU1Nn3/+uVwuf/jhh3uuIowaNaqoqEihUHR0dMyePbuurs5ms3G/5faOnr/vba5PndHaabD5yMWBXtIbtw0XrsyB2N1css24cEfrOZ/R/2X02NV1802C67zevIWbBYNCobDb7VqtlqIoq9Xa83pISEjPaSUOlwo9Z5PADViWtTNsm85yrKxt67GqByZG3zM2nHRRw05WVlZFRUV0dHTv2/YSExMTExN7/pmQkMD90PvBPn3SojVrTbbYAAUenAfucbNgiIiI6Lnm3LvHAMSxLGuw2K+16z46WXOxvmvpuPB12SNwD5KbWa3W48ePz5s374cffhg9evTAzZXUrDWxFOuvFGPWW3CPmwXD2bNnS0pKaJpmGCY7O3vs2LFuKwt+DTeErV1nOVLauv1UTYi39K8rx46NwqToBFRWVvL5/NbW1oE+c9XYZRbw+QGYOw/c5WbBMHPmzJSUlKqqKq1Wi+cxeAKGZQ0WurxF9/7xqopWXU5G1NqpMTIx5jcko6amJiQkpLW1NTg4eODm0WNYtrXbLBUJMBkGuM0tjinnzp0rKysTCoU/u6gAbtbTUTh0pfmT09dj/BVbVo0bE+FDuq5hTaVS1dXV2e12Ho/n3H3Gt8Notav1FpVUiDHP4Da3CIagoCBukLNMJnNPQXAjrqNQ0tS95VhVrVq/elL06skxUhHmXiZs/Pjx48aN434euB2kVWvuMtrSIhS+cgQDuMktgiExMTE6Orqzs9PHB19OCeBuPWrttvzrYuPnZ2tHBqs+WDMhKcSLdF1AURT16aefWiwWboT5k08+qVQqB+JTmrUmlmX9FGKhwE334ALcIhjKy8t9fX2NRqNAIAgODnZPTUD9Z+4jg4W+3Kj9+0+VjV3mR6bFrZwYJRGio+Ap1q1bV19fX1lZabPZBu5JVg0aE5/P88d5JHCjW2zNBoNBJBJptVrMrupO3BWFFq1p3/mGPefqUyN8Pn5oTHzggHwhhf7Ys2ePSCRiWXbq1KkD0T7Lsi3dZrlYEIwrz+BGtwiGmJiY/Px8pVKZnJzsnoKGOZZlWYqnN9kKajq3HqvSmmxPz0xYPj5SJMRpBE8UExNjtVrtdvsA3bFqoRm1zqKUCNFjAHe6RTBER0dHR0e7p5RhjpsjzEozVe2G7aevn7ymnjEycP2skZF+GFrouWbOnEnTdGNj4wCdSmrpNncarWPCvf0UCAZwH3wP9QgsyzIs1dpt/vj09cc+O1+vMb29Iv0vy9KQCh7uxIkTXl5eTU1NvZ/H4EItWpOdYf0UYlxbAnfC2CjCuHm49Bb61DX133+61m22PTotLiczSo5ha4NBe3s7TdNtbW0DNI6hvtPE5/H80V0A98LRhyTuInNFi+7941Wnq9SzRwU/OT0u0k8+cMNowbXGjx+/bdu2SZMmDcTdGSzLNneZ5GJBoApXnsGtEAwkteste87V78yvjfKVb84ZOyXe34WPSAM3GDt27MDNIcbNnisX48ozuBuCgQyjhT5R2c6dO3r8jrgVGVEK8b+fJUC6NPAUbTpLp9GaHOqFU0ngZggGd7MzTElz97bj1WdrOmclBT12R3yUv5zPo1z1EFoYMpq6TDY7E6CUYPoTcDMEg/uwLNugMX5ZWH+gqCnGX75pWeqkeH+RwJVPWIOhpKnLJOTxfeVibCHgZggGN2ntNv+zqPHLwnqxkPf4HXGL0sNUUhHXUSBdGnio+k6TVMQPVOE8ErgbgmHAdRqsP1xt+fxMrdFqv2dc+NKx4UFeUiGfh0iAm2AYtk1nVkpF/ng+D7gdgmEA6cy2Y+VtO/NrW7vNC1JCl02IiPSTiwR8PiIBbqVDb+k0WEeGqHDlGdwPwTAgTFZ7fnXHzvzr19r10xMCf7cwOSFIKREK+HhmL9yeJq3ZZLMHKMRyCXZScDdscy5mpe0XajU7z9ReatBOiPHbtCxtdJiXTCzEY9yhT5q6THwez0cuxnYD7odgcBmaYa42aj87U1dQ05kc5vXHxSnpUT5KiVCAywnQd51Gq1jIV0qF2HjA/RAMLsCyVEWr7svCuuPl7VF+8hfnJ2bG+nvLRCIBIgGcpDPTYgFfgSmzgARsdv3VqDF+XdT0/dVWX7no8TvisxIC/BVisRCjE6BfDBZaJOTJRJj/GAhAMDivQ2/55lLT/qJGHsW7d3z4zMTgUB+pVCTATUfQf0YLLRYIpOgxAAnY7JyhN9t+Kmvbc65eY7BmJwbOSwmNDVDIxULcdAQuQdsZg9WukAhlmAwDSEAw9I2Vtp+u6viyoO662jgxzu/O7JARQQovmViE56iA6xistNlmD/aSIhiACATD7bIzTHF91+7C+uKGruRQrxfnJ46J8PGSCgQ8Ch0FcC29mTbZ7EqpUCrGNQYgAMFwWzQG6+dna7+/2hLmLVs3I2F8tG+AUiwW8rkHNZOuDoYanZmm7axcJBAJEAxAAILh1qrb9B/l1ZS0dC9OD+OuMMtEAu6mI6QCDASdhebxKKlIgK4oEIFguBmWZc9Ud2w/VWOl2d9kxWaNCPCSiXDTEQw0ncnG5/GkItz0DGQgGH6Vlbb/q7hp77mGKD/5vePCx0T4yMUC7KjgBlqTTcCn8HweIAXB8Mu6jNZP868fLW2bOiJgUVpYbKBCgvuOwF20ZptIwJeLsckBGc4EQ1tbW3l5ucFgSExM5PP5ly5dkkgkqamp/v7+Lq+PiOtqwz9OVpc0dy9OD583OiTYSyLENUC4bdeuXausrBSJRJMmTSovL6+qqoqJiUlJSbn97qbORIsFfBmCAQhxJhiampqEQqFcLtdoNElJScnJyfX19R0dHf7+/izLMgxjt9td+ARjrjWXNEVRFMMwNy+soKbzk/xak9W+elLUtBEBPnIxj2LtdvsvvplbXj6f75KF5Vpz1cL+Ws3O4dYby7IuKa9nSQdoI+H+KC5p2QklJSWjR48+f/68zWaLj48Xi8UNDQ1ms1kmkzEMwzAMdav1qbfYhAKeRMC/nT+iazdCF+5ut9zX+tqUS5bRY/cyF66um28St/NBzgSD1WqVSCQikYhhGLFYrNPp+Hx+ZGRkT01OtPlruNZc2GZPgzduGTY7893l5j3nGsJ9ZKsyI9MifRRiwc23n5u01s8KXdiaqw7l/W9kQFvraZP4rWJGo5HrPbMsK5fLa2trR4wYoVQquYPILTdplmX1Zlos4Etvb6IkF26Ert3dXL53eNoyDtBm7MJl/LWmBiQY/P39r127ptfrAwMDjx8/Xl5eHhUVZbFYZDIZRVF8Pp/P5/N4PJd8ZetZAFd9AeQa5Crs/Xq3yfb5mdojpW0T4/zuSg0dEaS8zYsK3Nr3wIXlWhMIXHY6gvvK5tqdfCDWm2tz2gnR0dGnT59mGKa5ubm4uLizszM4OJhLBW6Re+r8xfVppRkzzQQoJXKJ6DbXj6tW5kBsga7aZly1jDwej+sxDNvVxePdetZnZ4IhPDxcpVLRNC2VSi0WS2xsrFKpVKlUPR/Zw4nGb8S14/LWejdY32n8KK/6cqN2wZiQeSkhYd6y27yo8IutuaQ8VzXlqtaoXn9clzRFDeR6IxsMKSkpOp2Ox+PJ5XK5XM7n8728vMRisdVq7b0Of219Gq12s41RSoW3eReca1emy7dAlxTmwqZ6vjcM29U1UMEglUqlUumNr9tsNidaI66oVvPx6Zoug3VVZtT0xCA/uRhTXEB/qFQq7nsSRVHe3t59/e86i81M25USoQS3qwIhw/p2VTvDHL7a+kVBnY9ctDYrNiPGTynBA7OAMJ2ZZhhWLhaI8AUFCBm+wWC00LvP1X97qTk1wvvutLBRoV4SPF0HPIDOTPN5PIkQoymBmGEaDG06yyenrp+p6ZiZFHTnmNBIPzlmKwMPoTPZBDyeRIgNEogZjsFQ1tL9SX5dg8Z477iI2cnBAUqJAH128BhdJptQwMPoNiBoeAUDw7DHytt3FdQJ+bw1k2Mmxwd4SXFRATyL1mQTCzEfBpA0jILBQtv/WdT49YWG2ADFovTw9EhfzF4JHkhnpsVCPp7dBgQNl2DQGK0782uPlbdNivNbOCZ0RLBKjEnxwCMZLLREiImSgKRhEQw1av2OU9evNnXfOSZ0XnJQsJcUl5rBM7Esa7DScrEAc24DQUM5GBiGrVYb8qvVeZVqi425f2LUjMQgleQW0x8BEGShGZPVHqCUIBiAoKEZDDqz7UKd5mx1Z0WrjmGpaD/5rFFB46N9pSIBN7clgGfSm2mzjVFKhLjGAAQNqWBgGLZGrc+v7rzU0NWiNXvJRGMjfRJDvRKDVaE+UiG5eZgBbpPOTFu4+TAwjgHIGSLBoDPbiuq6Cmo6Klp1NMOG+8rvHBOaGKIaEaTELBcwiHSbbSxLycQCjK0BggZxMLAsy7JUtdpQUNNxuVHb1GVSSoUp4d5JIV5JoV7h3lI+32WTdwK4h85sE/B5mJ0FyBqUwcCybLeZvlTfVXi9s6JVb6HtYT6yuckhyWFeCUEqhQSTzMBg1W2iBXweHjAOZA2mYGBZ1s6wNWrD+VoN10WQiwSjQlVJIarkMO9wHxmPR3gifoB+6jJZRQIebkkCsgZHMLAs22W0Xm7QXqjTVLbpjVY62EuanRSUEuadGKJSSAbHUgDcEubDAE/g0YdUlmVtdqa6TXexQVvSrGvUmCRC/oggZVKoV0q4d4SvjI/+AQwtOjMtEQow7BnI8tBgYBhWa7JdadRerO+qbNUZrHSgUjotISAl3HtUqBe6CDBUcfNhSHGvKhDlWUdYrotwvcN4qb6rpLm7vtMk5PNiA+SjQlXpUX7h6CLAkMYwrN5C+2PYM5DmKcHAMKzGZL3a2H25sauyTa830/5K8ZQR/mPCvUcGKRQSoUCAXQWGOJPNbrLZMVESEEc+GKw0U99pvFjfVdrSXd9h5PGpGH/F6CTv9EjvcF85j6IwiQUME3qLzUIzKqkIwQBkEQ4GO8NWq/U7Tl1v11n8FOLMWL+0SJ/eVxFYliVbIYDbdJtoG80oJQIxrjEAUYSDodNgOXy1pay5+6GpseOjfXEVAYYzndnGoyipCNNhAGEkg8FKM6XNulPXOhalhy9OD8PYNBjmus005sMAT0Csx8qybJvOnFveppIKF4wJwZ4AoDXZhAI+5sMA4ogFg9lmv1inudygvTstLNRbRqoMAM/RZbSKBHxceQbiyAQDy7L1GtNPZe2xAYrsxCAiNQB4Gq2JloowHwaQRyYYdGa6sKazXmNcnB7mJRMRqQHA0+gtNqmILxXhliQgjMAmaGfYa+364xXt6ZE+GbF+7i8AwDPpLXaJEKPbgDwCwaAxWPOvqfUWenFaGK6zAXDsDGO00FIRggHIc3cw2OxMSXP3meqOOxICksO83fzpAB7LaLWbbYxSIsQMekCcWzdBlmVbtOa8a+0ysfCu1DA+hvEA/Ee3yWam7SqpUIIeA5Dm1mCw0MzF+q7ieu3c5OBIP7k7PxrAw3WbadrOKiRCzIcBxDkz8tloNGo0GpvN5uvrKxAINBoNy7K+vr5SqfQm/4tl2bpOY15le4SvbNaoYGcLBvB0XV1dGo1GIBCEhoZqtVqdTieRSAICAm7+v3RmG5/HzYeBnjQQ5kwwNDY2Xr9+3WAwxMXFSSSSa9eu8Xi8qKioxMRE9j+oG+a/M1joolpNbafx0WmxPnLRbc6O92utOc3lrbmwQZe35qqmBqK1gVtv3D8JjqW/cuWKyWTq7OycN2/epUuXaJo2m81ZWVkymYzthXJc/G6TTcDniQS8vq4TF65Mj90CPXMZB+nq6vntTTgTDJ2dnf7+/r6+vlarlabpwMBAsVis1+u53zIMwzDMjbtlt8mqM9smRPtOjPW7/Zm0WZbl3uyq/bzno13SIMMwLjwGuXZhXb6krm1t4NYb8WBoaGiYP3/+4cOHGYbRaDTTp08/efKkzWbjgoHbO25cnxIBLzFY6ScX9XWeeReuTI/dAl24jFxTLqlqkK6ugQoGmUym0+msVqtUKhWJRCaTidvoud9y1dxYk49cPC8lhM+jZH25tvZrrTmNx+O58Kjh8tYo1y3sQCypS5qiBni9EZ93y8vLq7m5mWVZg8EgFotbW1v5fH7Pk6Z6qv3ZGkiJ8I7yV/gqxH39OBeuTI/dAj22KWpwrq5bfoozwRAWFnbt2jWGYRQKhVgsNpvNLMsGBwdzn8ftA9wPvf+XXCCQS/o8yLnnYOTaJ7jx+a6ZwJL79nfjwjpnIBbWVUvq2tYGdL2xLOuSZp02atSo6urqkJAQs9kcHR3d0tISFhbGfXPi8/m9Q6L3+vRVCHwVznycC1emx26BLlzGnvMZ/V/GQbq6fvGMzs84EwwBAQG/eCXNZrM50RrAEBMbGxsbG3vj6yaTyf3FADgBN8YBAIADBAMAADhAMAAAgAMEAwAAOEAwAACAA2fuSvo1PYN37Ha7C29751pzSVNUr+EtLsEtMp/Pd9V4xdu5k+w22e12l7TD4dabawdSDdBG0vNHcUnLrsUwDPd3ceH6dO1G6MLdzYX7GteUS5bRY/cyt20S3Bjkm69JVwYD95E0TXPblquOINwCuGo/7xmp6MLyPHNhXbukg2i9sSzLjb7sf8suR9M0RVF8Pt+F69OFK9Njt0DPXMZBurrsdjvDMCLRzUaVubjHwE2M4efnZ7FY9Ho9n8+Xy+USicSJ1hiG0ev1BoMhNDTUbre3tbWJxWIvLy+h0Jma9Xq9yWQSCoVeXl56vZ47cCgUCuf+omaz2WAwUBSlVCotFovZbJbL5XK53LnW7Ha7wWDgSpJIJDqdjmVZhULh9KHNYDAYjUahUOjj49Pa2ioUCr29vYVCodMbnFarZRhGqVSazWaz2SwWi+VyuXN/CJPJZDQa5XI5y7I6nU4mkykUCufGB9ntdo1Gw+PxuIGWXV1dDMNwfwipVCoW93kI8UATiUQ9kzFYrVaj0UhRlEqluvkuehMWi8ULnWZbAAAgAElEQVRgMPS0qVAonNvXKIqiabqrq4vP54vFYqPRKBKJfH19nWuKoiiDwWA2mzUajUKhUCqV/dnRtFqtVCrlvnEqlUqbzWY0GlUqlVwu79P2TNN0d3e3zWaTSqVWq1UkEvH5fJPJxDXVp6q4A51Wq1WpVGazWalUSiQStVrN5/ODgvr8BHuTyaTRaJRKpd1u5xbNbDaLRCKVStWnXYw7KHE9GB6Px+1ier2e+xP0XldcYLgvGHQ6XX5+vkgkWrx4cWNj4/nz5xUKRUJCQmJiohOtWSyWqqqqvLy8F198UafTffXVVyEhIfPnz1epVE60Vl5eXlFRwefz586de+HCBb1eHxAQkJGRoVA4M9i0paXl6tWrRqNx7NixjY2NV65cGTt2bHp6es+8IH2i0+kqKysrKipGjhyZkJBw8uRJmUwWHR2dnp7uRGssy9bU1Jw4cSIoKGjx4sX79+/39vZesGBBSEiI0ztncXGxwWCYPHlyVVVVU1OTr69vWlqaE/uAzWarr68vLS0dPXq03W4/fvx4cnLyxIkTlUqlE4Vptdrc3FyBQDB+/PioqKiTJ0+KRKLw8PBJkyY50ZobCIXCnl29srLy+vXrJpMpKysrPDzcuQY7OzsvX76s1Wq5tJ44cWJcXJxzTXV0dHArMyIior6+XiqVLlu2zLmmKIqqrq4uKys7dOhQQkJCRkbG5MmTnds11Gr1Dz/8EBISIhaL29ra0tPT1Wp1eXl5ZmZmWlpanwJVo9GcP3++qakpJSWlrq6OO1xevXo1Kytr3LhxfarKZrPV1tYePHgwKyurrKwsIyMjPDz86NGjdrv9kUce6evQ5YaGhv3792dlZWm12gsXLmRlZZWUlAQEBGRnZ/fpWNfW1nblypXm5mbuoJ+YmMgwTFFRUUpKyqRJk/r6PcmV52EDAgKSkpK4QdE2my0kJCQhIaGpqcm51iQSyejRoyMjIymKEggEkZGREomE+5LlhLS0tKysLLFYzM1gM3PmTI1G4/RI1JiYmClTpoSEhDAM4+vrGxAQwLKs0wO/lUplVFSUUCjkvhbJ5fKJEydev37dudYoikpMTJRIJFzPNDo6WiaTGY1Gp0/OVlZWcl8xGIYxmUzjx4/n8/lardaJplpbW9VqtVwut9lsKpUqODiYx+NZLBbnChMKhaGhoXK5XK/Xc6vuzjvvLC8vd641N2toaBg7dqy3t3d/5gsICwubPHlydHS0RCKRSqVOr0mKosRicUhIiEAgaG5unjdvHnfKy2mjR4+Oiop65JFH4uLiuClznGsnMjIyISFBrVbHxsZGRUW1t7d7e3unp6c7sQX6+vomJSUlJCRMmDAhJSVFJBL5+Pj4+fk5cRAQiUQpKSkxMTF+fn5BQUHd3d1lZWWzZ8/29/fX6XR9bS0hISE+Pn7EiBFjxoyZOHFiYGBgaGgoy7J9vXoRFRU1ZcqU6Ojo1NTUxMTEjo4OsVicnp4ul8s7Ozv7WpUrg8Fut5vNZr1er9fruQOlxWJxupvMMIzFYjGZTF1dXUKhcO7cuWPHji0qKnKutc7Ozm+//XbEiBESiYTP5+t0OqFQ6PSZQb1ef+bMGZqmufDLzs7m8XhOR6Ddbvfx8Zk4caLZbOYuCnGTrznXGkVRJpNp8eLFZrOZpunZs2dnZWVxkz8711p3d3dra2t1dbVWq+XxeFw2O3fyx2w2t7W11dXVcdMHzZo1y9fXt6amxrnCZDLZ5MmTx48fX1JSYrfbuYOFZ15auBF3xqafV3qNRmNRUVFHR8eMGTPCwsLUarXTTcnl8ilTpmRmZlqt1u7u7n6e5mZZ9vLlyzExMbNnz+7o6HA6/LhjSM+5VqFQaLfbuUN5X7dAu91usViMRmNZWVllZeW4ceNGjRqVnp6u0Wj6WhXLshaLxWazxcXFZWdn19bWSqVSnU5H07QThxSr1coVduHCBW4ylezsbIFA0NeYNxgMBQUFZWVlRqPRbDYLhUKWZU0mE8MwTpz1deWpJL1e39raWllZKZPJAgMDjUZjc3Pz6NGjnWuNpummpqbm5ubc3NzMzMzz589rNJo77rjDudZyc3N5PN758+dlMllAQMD58+djYmL6em6xB9dlEwqFKpWKz+dXVFQEBQWFhIQ415pWqz137lx7e3tgYKDNZhMKhSUlJU6vN4qiioqKrl+/LhQKNRpNUVFRY2NjVlaWc5cEKIqaOnVqcnLyuXPnWJZVqVSVlZXBwcF+fn5ONDVixIjQ0NDS0lKj0VhdXV1SUiKVSjMzM50rzGKxXLx4sba2VqVS6fV6X1/fvLy8tLQ051pzs/j4+JKSEoqinDvHwqmqqqqurubz+UePHhWLxc6ds+WYzeaioqLa2lo+n3/mzBknzhP2xjCMt7d3U1NTVVWVSqVyeo45jUbT1tYmEAgqKysFAsG4ceNaWlpqa2uDg4O9vfv2xHij0djS0lJVVcVdaaivrxcIBOXl5U7stna7vampqbW19dChQ3w+PywsbMyYMQcOHJBKpV5eXn1tra2tTa1WV1ZWchc8urq6ioqKuMsMfWqnpKSkoaEhKCiovb2dYZjRo0dbrdba2tqUlBQn9laH+wX37NlDUdSKFSv62gqAh1uxYgW3effH8uXL9+zZ48KbpwE8wb59+xiG6X3k98R7vQEAgCAEg0ejaVqn0zEMY7VaXTtgDWDIsNlsmPPftVw8wA1+EcMw3LbLMIxYLBYIBFarVSAQ2Gw27t4y7vZzmqZNJpNIJOLewLJsV1fXwYMHc3JyampqQkJCFAqFSCRiGEYmkxkMBoFAYLfbnTitCUAcd6ec3W7nRu1w15YtFkvPyCw+ny+RSLjrE1ar1WazCQQCbtQud42XeyAYy7LcY+fj4uK4S3Q9Y6TtdrtYLLZarRRFCYVCbs8ivNiDBILBHbRa7eXLl4uLizs7OzMyMqKiooqLi0NCQq5evSoWi1NTU6dMmUJRVG1t7YEDBzIzMwMCAk6dOkXT9Lhx46qqqk6dOsXdCPHNN99wd7IuX758586dUVFRNTU1r7zyCunlA+izb775hqbphoYGjUbz8MMPFxYWxsfHFxQUWCwWsVgskUj8/PwmT54cERFBUdTly5evXLkSGhra3t7e1dUVFBRkt9sjIyPFYrHFYmlpaZHJZHV1deXl5ZGRkdzDJfV6fUtLS2ZmZmlpqdlsjomJSU9Pd/oOkeEGp5LcgesusCxrNptbWlra2tp8fHyMRmN2dnZ8fHzP2/h8fnBwcGZmJveVh8fjtbS0JCUlZWZmcl+gQkNDp02bRtN0S0vLyJEjZ8yY0dcHxwN4jgkTJowfP54bssvtINHR0XfeeWdERER2drZIJOru7u5584gRI8LDw2maFggENE3HxsbabLYzZ84IBILAwEDu3h6FQsGyrFQq1Wg0ra2tIpGIGy/i7+9vMpm4rgPcDgSDO3Bze3h5ecXHx6tUqvLy8qlTp3p5eX3//feVlZU996VxfWebzabVarkvTdyMEdyYXpFIxE0DoFKpIiIiysvLf/jhh/7c7AhAkEQiEYlEYrHYx8fn6tWrzc3NDMNwc5nIZDLu/GrPmR+hUCgWi4ODgyMiIqRSaWBgYFRUFJcBPj4+IpEoOjo6KiqKz+f7+vqmpqYqlUq5XB4REdHd3e3t7c3j8bg5P8gu8iCC21XJoGm6vr7+9OnTYrF4xowZ3E3ZfD7/NkcbmM3m3Nzczs7OmJiYqVOnDnCxQwFuVx2MaJrm+sQCgaCvU03A7bvxdlVcYyBDKBRyoxy5sTb5+fkCgSA0NPQ2p22RSqULFiwY6CIByLpy5UpDQwPDMKNGjYqJiXF6GgXoKwQDYSKRKC4uzum5zwCGsPT0dOemkoR+wjUGAABwgGAAAAAHCAYAAHCAYADoAxc+MBzAYzlcfI6MjHznnXf27dtHqpphZd++fRMnTuSeRAQDzSWPdZs8eXJOTk7/24FbqqurKygo6M9T5KBPnn322d7/5OEbEClyufz9999fs2YN6UIAPM6OHTueeuop7snq4H44lUSMWCzGlJAAv8hqtXIzSwIRCAZi5HK504+wBhjaTCYTpnshCMFAjJ+fX0dHB+kqADyRWq0OCAggXcXwhWAgBsEA8Gs6Ojqce644uASCgZiAgID29nbSVQB4IrVa7e/vT7qK4QvBQExkZGRdXR3pKgA8UW1tbXR0NOkqhi8EAzHR0dG1tbWkqwDwRNevX0cwEIRgICY2NralpcVkMpEuBMCzGAyG9vb2mJgY0oUMXwgGYpKSkhiGKSsrI10IgGcpKSlhWXbUqFGkCxm+EAzEJCQkSCSSK1eukC4EwLNcvXpVJpPhISUEIRiIEQqFo0aNunTpEulCADzL5cuXR40a1fPAZ3A/BANJkyZNysvLI10FgGc5efLklClTSFcxrCEYSJo+ffq5c+d0Oh3pQgA8hV6vLyoquuOOO0gXMqwhGEiaPn06TdNnzpwhXQiAp8jLy7Pb7QgGshAMJIWGhiYkJBw/fpx0IQCe4vjx44mJicHBwaQLGdYQDIRNnz4dwQDQ49ixY9OnTyddxXCHYCBs+vTpBQUFuMwAQFFUd3f3+fPnEQzEIRgIu+uuuyiK+uc//0m6EADy9u/fz+Px5s2bR7qQ4Q6P9iTvrrvu4vP5Bw8eJF0IAGELFiwQi8X4nkQcegzk5eTk/PDDD3g2AwxzarX66NGjOTk5pAsBBIMHWLJkiVAo/Prrr0kXAkDSvn37RCLR3XffTboQwKkkz7Bs2bKurq4jR46QLgSAmOzs7ODg4C+//JJ0IYAeg2dYuXLlsWPH8HgGGLZqampOnDhx3333kS4EKArB4CEWLVoUFhb2t7/9jXQhAGRs3rw5LCxs4cKFpAsBikIweAiRSPTUU09t27ZNq9WSrgXA3bq7u7dv375hwwaRSES6FqAoBIPnePzxx1mW/fjjj0kXAuBuH3zwAcuyjzzyCOlC4N8QDJ7Cx8dn7dq1mzdvpmmadC0A7kPT9N///vdHHnnE29ubdC3wbwgGD7J+/fr6+voDBw6QLgTAffbt29fY2Pj000+TLgT+D25X9SzLly8vKyu7ePEiHl8FwwFN06mpqWlpaV988QXpWuD/oMfgWf73f/+3vLx8x44dpAsBcIePPvro2rVrf/zjH0kXAg7QY/A4Tz311IEDByorK+VyOelaAAaQwWBISEhYvnz55s2bSdcCDtBj8DgbN27U6/Xvvvsu6UIABtZbb72l1+tfffVV0oXAzyEYPE5gYOBzzz335z//ubW1lXQtAAOlvb39rbfeevnll/GwNg+EU0meSK/XJyQkLFq06IMPPiBdC8CAeOSRRw4dOoRTpp4JPQZPpFQq33nnnQ8//BDT6sGQlJub+/HHH2/evBmp4JnQY/Bc99xzT3Fx8eXLlxUKBelaAFzGaDSmpqYmJyf/61//Il0L/DL0GDzX1q1bu7q6/vCHP5AuBMCVfve736nV6vfee490IfCrEAyeKzQ09M9//vPbb7997tw50rUAuEZBQcFf//rXt99+Ozw8nHQt8KtwKsmjsSw7c+bMjo6OgoICqVRKuhyAfjGZTBkZGSEhIT/++COPxyNdDvwq9Bg8Go/H+/jjj+vr6zds2EC6FoD+Wr9+fVNT0z/+8Q+kgodDMHi62NjYTz/9dNu2bZ999hnpWgCct3v37o8++uijjz6KiYkhXQvcAk4lDQ7r16/fvn17YWFhUlIS6VoA+uzatWvjx49/+OGH33nnHdK1wK0hGAYHm812xx13GAyGs2fPymQy0uUA9IHZbJ4yZYpAIDh16pRYLCZdDtwaTiUNDiKR6PPPP6+rq8O09TDoPPXUUzU1NXv27EEqDBYIhkEjLi5u586d27dv37RpE+laAG7Xm2+++cknn+zcuTM2NpZ0LXC7BBs3biRdA9yuxMRElUr14osvpqamjho1inQ5ALfw9ddfP/7442+99daaNWtI1wJ9gGsMg89TTz21ffv2Y8eOZWZmkq4F4FedP39++vTpK1eu/PDDD0nXAn2DYBh87Hb7kiVLzp8/f/bs2cjISNLlAPyCxsbGiRMnpqSkfPPNN0KhkHQ50DcIhkFJq9VOnTqVz+cfO3bMz8+PdDkADtRq9YwZM/h8fl5enpeXF+lyoM9w8XlQ8vb2PnToUHd39/z587u7u0mXA/B/tFrt/PnzjUbjd999h1QYpBAMg1VkZOTRo0cbGxvnz5+v1+tJlwNAURRlNBoXLVrU0tJy5MiRiIgI0uWAkxAMg1h8fHxubm51dfWSJUvMZjPpcmC4s1qt9957b2lp6eHDh+Pi4kiXA85DMAxuI0eO/P777y9cuLBixQqr1Uq6HBi+rFbr0qVLCwoKfvzxx+TkZNLlQL8gGAa99PT077777vjx4/fcc4/JZCJdDgxHRqNx8eLFeXl5hw4dSktLI10O9BfuShoizp8/P3/+/OTk5IMHD+KKH7iTXq9fvHhxUVHRoUOHJk6cSLoccAEEw9BRWlo6Z86ckJCQ77//PiAggHQ5MCxoNJoFCxbU1tYePnx4zJgxpMsB10AwDCk1NTVz5swRi8U//vgjHp0IA62lpWXu3Lk6ne7HH38cMWIE6XLAZXCNYUiJjY09duwYwzDTp08vLy8nXQ4MZaWlpVOmTLHb7Xl5eUiFIQbBMNREREScOHEiMDBwypQpx48fJ10ODE25ublTp04NDQ09fvw4+qZDD4JhCAoKCjp27Nj8+fPnzp376aefki4HhpodO3bMnz9/1qxZR44cwdWsIQnBMDRJJJLPPvvslVdeefDBB5955hmGYUhXBEMBy7IbN25cu3btE088sXv3bjxMcKjCrIdDFo/H27hxY0RExLp169rb2//xj3/I5XLSRcEgZjQaf/Ob33z11VcfffTRww8/TLocGEC4K2noO3LkyH333RcZGfn1119jogJwTlVV1dKlSxsbG/fs2TNz5kzS5cDAwqmkoW/27NkXL14Ui8Vjx449cOAA6XJg8Pnuu+8yMjIEAkFhYSFSYThAMAwLkZGRJ06cWL58+dKlS19++WVccoDbxLLsG2+8cffdd9911115eXl4bvMwgVNJw8vWrVufffbZuXPn7tixw9/fn3Q54NHUavWDDz549OjRd99994knniBdDrgPgmHYOX36dE5ODsuyn3322fTp00mXAx4qNzd39erVAoFg9+7dkyZNIl0OuBVOJQ07U6ZMuXz58tSpU7Ozs5955hmbzUa6IvAsNE1v3Lhxzpw5mZmZRUVFSIVhCD2G4evTTz998sknU1JSvvjiC9ytBJy6urr777//3Llzf/7zn5955hnS5QAZCIZh7cqVKzk5OY2NjVu2bFm1alV/mnr77bfz8/NdVRg4YfLkyc8991x/Wvjss89++9vfRkVFffnll3jYznCGU0nDWkpKSmFh4f333//AAw/ce++9bW1tTjeVn59/5swZF9YGfXLmzJn+BHNra+s999yzZs2aNWvWFBQUIBWGOfQYgKIoKi8vb+3atR0dHZs3b169erUTLSxfvpyiqL1797q6NLgt/Vn/e/fuXbdunVKp/OijjzBMASj0GICTlZVVXFy8evXqBx98cMWKFWq1+sb36HS6F198Ed8kBh2WZV988UWdTnfjrzQazZo1a+67776lS5deunQJqQAcBAP8m1wu37x58/fff3/mzJnExMRt27b9LANef/31N998c+PGjYQKBCdt3LjxzTfffP3113/2+t69e5OSko4cOfKvf/3rgw8+UKlURMoDD4RgAAdz5869fPnyihUrnnzyyfnz51dXV3OvX79+fdOmTRRF/fGPf9y+fTvRGqEPtm/f/tprr1EUtWnTpuvXr3MvVlVVzZ07NycnZ9myZWVlZQsXLiRZIngeBAP8nLe393vvvXfy5MmmpqaUlJSNGzdardbnn3+ex+NRFMWy7KOPPnr48GHSZcKt5ebmPvbYY9zPPB7v+eefp2l68+bNaWlpLS0teXl5W7Zs8fLyIlskeCBMuw2/bMqUKRcuXHjzzTf/9Kc/ffXVV1evXu05s8Sy7JIlS/Lz89PS0sgWCTdx9erVRYsW9cyLZbVav/rqq/T09Orq6v/5n/95/vnnRSIR2QrBY6HHAL9KJBK9+uqrxcXFBoNBIBD0vM4wjM1mmzNnTn19PcHy4CaamprmzJljNpt7T5goFAp1Ot3FixdfeeUVpALcBIIBbuH06dPXr1+nabr3izRNd3V1zZkzp6uri1Rh8Gt0Ot3cuXPVavWNf7WGhgYMN4FbQjDAzZhMppdffvkXf2Wz2aqqqhYtWmS1Wt1cFdyEzWZbunRpeXn5L86CxbLsCy+8YDAY3F8YDCIIBriZN954o62t7dfGLtA0ffr0aUzI7FGeeOKJ3Nzcn/UVerAsq1ar33zzTTdXBYMLRj7Dr+rs7ExISOjs7OTxeGKx2Gq1/uLWwuPxXnvtteLiYgojn8nhRj6npaX9v//3/37tz9TzR/Tz86usrPTz83N7mTA4IBjgZux2e0VFxaVLl4qLiy9evFhUVNTS0kJRlFgspiiq5yQSj8fLyMiIiopCMJCyfPnyurq6wsLCnj1aKBRSFMV1HYKCgsaNGzd27Ni0tLTU1NSRI0f2vpsA4GcQDNA3nZ2dxcXFly5dunz5cmFhYVlZGRcPfD5/2rRpx44dI13gMDVjxoyTJ09y9yCJxeKkpKSMjIwxY8akpqampaWhcwB9gmCAfunpUmzcuNFoNBYUFAQHB5MuathpbW3NzMyUy+UbN25EhwD6D8EAroHZVcnC+gcXwl1JAADgAMEAAAAOEAwAAOAAwQAAAA4QDAAA4ADBAAAADhAMAADgAMEAAAAOEAwAAOAAwQAAAA4QDAAA4ADBAAAADhAMAADgAMEAAAAOEAwwCCiVSl4vmzZtIl0RwFCGYIBBQK/XFxUVURS1ePFilmWff/55t31uQkLCwoUL3fNxAB4CwQDDi1KpzMrKus3XWZZlGIZ7XibA8CEkXQCA51KpVFVVVaSrAHA39BgAAMABggGGDpqmd+/ePWfOnJCQEJlMNmbMmM2bN/ecCNq0aROPxzMYDKdOneIuYguFwpu8fuDAgZ7L3WazuedTOjo6nnvuufj4eIlEEhERMXv27B07dphMpp43tLe3r1+/PiYmRiwWBwYGLl269OLFi+5dEwD9gmCAoeP777/PycmZOXNmaWlpfX39Y4899txzz7300kvcb59//nmWZRUKxdSpU1mWZVmWpumbvL5kyRKWZRcvXtz7I1paWjIyMr744ovNmzer1erz58/PmDFj7dq1H3zwAfeG5ubmjIyMPXv2bN26tbOz89ixY52dnZMnT87Pz3fvygBwHoIBhpQZM2a88sorvr6+AQEBTz/99KpVqzZv3tzd3e2q9l955ZWamprNmzcvXLhQpVIFBwf/7ne/mz9/fu831NbWvv3223feeadSqRw9evSXX37JsuzTTz/tqhoABhqCAYaOhQsX5ubm9n4lLS3NZrNdvXrVVR+xf/9+iqIWLFjQ+8VDhw5t2LCB+/nAgQN8Pr/3Ha4hISGjR48+f/58Q0ODq8oAGFC4KwmGDq1W+9Zbb+3fv7+hoaGrq6vndaPR6JL2LRaLVquVSqUqleomb6Aoytvb+8bfVlZWRkREuKQSgAGFHgMMHXffffcf//jHRx99tKKigmEYlmXfeecdiqJYlu15D4/H+8X/+2uv9yaRSLy9vc1ms06n+7U3+Pj4CIVCm83G3iA7O9upxQJwNwQDDHpCobCsrMxut586dSokJGT9+vWBgYHcgb73zUIcuVxutVq5nxMTE7dt23bz13/mnnvuoSjqu+++6/3i2LFjn332We7npUuX0jR96tSp3m944403oqKiuGvaAJ4PwQBDhEAgmDFjRktLy5tvvqlWq00mU25u7vvvv/+zt40bN66ioqK+vj4/P7+6unratGk3f/1nXn/99djY2Gefffbbb7/V6XQNDQ3r1q1rbm7uCYbXX389Pj7+4YcfPnTokFar7ezs/OCDD1577bVNmzZxd8ECDAI3dngBnLBs2bJly5YNUOMKheLmm3FpaSnLsu3t7Y8//nhkZKRIJAoODn7ooYdefvll7g3jx4/nmiorK5s2bZpCoYiMjNyyZUvPR9z4Oneducf999/PvVOtVm/YsCE2NlYkEoWGhubk5FRUVPSulhvoEBcXJxKJAgMD586d++OPPw7QmukxoOsfhhse2+v0K4DTli9fTlHU3r17SRcyTGH9gwvhVBIAADhAMAAAgAMEAwAAOEAwAACAAwQDAAA4QDAAAIADBAMAADhAMAAAgAMEAwAAOEAwAACAAwQDAAA4QDAAAIADBAMAADhAMAAAgAMEAwAAOEAwAACAAwQDAAA4QDAAAIADBAMAADhAMAAAgAMEAwAAOEAwAACAAwQDAAA4QDAAAIADBAMAADhAMAAAgAMEAwAAOEAwAACAAwQDAAA4QDAAAIADBAMAADhAMAAAgAMEAwAAOBCSLgCGjn379vF4PNJVDF/Lli0jXQIMETyWZUnXAENBfn5+fX096Sqc984771AU9eyzz5IuxHmRkZGTJ08mXQUMBQgGAIqiqBUrVlAUtWfPHtKFAJCHawwAAOAAwQAAAA4QDAAA4ADBAAAADhAMAADgAMEAAAAOEAwAAOAAwQAAAA4QDAAA4ADBAAAADhAMAADgAMEAAAAOEAwAAOAAwQAAAA4QDAAA4ADBAAAADhAMAADgAMEAAAAOEAwAAOAAwQAAAA4QDAAA4ADBAAAADhAMAADgAMEAAAAOEAwAAOAAwQAAAA4QDAAA4ADBAAAADhAMAADgAMEAAAAOEAwAAOAAwQAAAA4QDAAA4ADBAAAADhAMAADgAMEAAAAOEAwAAOAAwQAAAA4QDAAA4ADBAAAADhAMAADgAMEAAAAOEAwAAOAAwQAAAA4QDAAA4ADBAD5jIx4AAA7WSURBVAAADhAMAADgAMEAAAAOEAwAAOAAwQAAAA4QDAAA4ADBAAAADhAMAADgAMEAAAAOEAwAAOBASLoAADLOnj1bXFzc80+LxUJR1LZt23peSUtLmzhxIoHKAEhDMMAw1dHR8fjjjwsEAj7///rNhw4doiiKYRi73f7tt9+Sqw6AJB7LsqRrACCApumgoCCNRvOLv/X29m5vbxeJRG6uCsAT4BoDDFNCoTAnJ0csFt/4K5FIdP/99yMVYNhCMMDwtXLlSqvVeuPrNptt5cqV7q8HwEPgVBIMXyzLRkRENDU1/ez1kJCQxsbG3tceAIYVbPowfPF4vAceeOBnZ5PEYvGDDz6IVIDhDFs/DGs3nk2yWq04jwTDHE4lwXA3cuTIysrKnn/GxcVVVVURrAeAOPQYYLhbvXp1zw1IIpFo7dq1ZOsBIA49BhjuqqqqEhISenaEioqKhIQEsiUBkIUeAwx38fHxaWlpPB6Px+Olp6cjFQAQDADUmjVrBAKBQCBYs2YN6VoAyMOpJACqubk5IiKCZdn6+vrw8HDS5QAQhmCAIctgMNTV1TU2NjY2NtbW1nZ2dmp6MZlMWq2WYRjundxNq2KxWKFQUBTF5/O9vb1lMplvL35+ftHR0eHh4eHh4dHR0XK5nPASAgwMBAMMBQzDVFVVlZaWlpaWlpeXl5SUVFRU9EyQJ5PJoqKiAgICfHx8uEO8j4+PQqFQKpXc/UhSqfT06dM8Hm/y5Mlms5miKJvNptfrDQZDV1cXFyRdXV3t7e319fUmk4lr1s/PLyEhITk5OSkpKSkpKTk5OS4uDiPjYAhAMMBgVVtbW1BQUFhYWFhYeOHChe7uboqioqKikv4jMjIyKioqPDzc39//lq1xKeLr63vLd3Z0dDQ2NtbV1dXX15eVlXFRVFdXR1GUl5fX+PHjMzIyMjIyMjMzo6Ki+r2UAAQgGGAwaWtr++mnn44ePXrkyJHr168LhcLk5OQJ/zFq1CilUkmkML1eX1paeu7cuXPnzhUWFpaUlNjt9ri4uFmzZs2aNSs7OzsoKIhIYQBOQDDAIFBaWvr1119//fXXRUVFAoFg4sSJ3AF3woQJnnmi32AwnDt37ujRo0ePHi0oKLDb7ePGjVu6dOnSpUuTkpJIVwdwCwgG8FxVVVWffPLJvn37SktLg4ODlyxZsnDhwunTp6tUKtKl9YFOpzt27Ng333xz4MCBtra25OTkZcuWPfjgg3FxcaRLA/hlCAbwOBaL5cCBAx9++OFPP/0UFha2fPnypUuXTp06dbBf17Xb7Xl5eV9//fXevXtbW1tnzpz56KOPLl68WCKRkC4NwAGCATxIV1fXli1b/vrXv3Z0dNx5552PPvronXfeKRAISNflYjRNf/vtt//4xz8OHTrk7+//zDPPPPXUU97e3qTrAvg3BAN4hLa2trfffvu9997j8/nr1q1bt27dcBho1tDQsHXr1q1bt1IUtW7dumeffTYwMJB0UQAIBiDNZrNt3br197//vUQiefLJJzds2ODj40O6KLfS6XQff/zxX/7yl+7u7v/6r/965ZVXcHIJyEIwAEk//PDD+vXr6+vrX3jhhZdeeskzbzFyD4PB8Prrr7/11lvR0dF/+9vf5syZQ7oiGL4G99U8GLxMJtNvf/vbBQsWpKamlpaW/uEPfxjOqUBRlEKh+NOf/lRSUjJ69Oh58+Y988wz3BhsAPdDjwEIuHLlyn333dfU1PTee+/l5OSQLsfj7Nq1a926dZGRkbt3705OTiZdDgw76DGAux07diwrK8vPz6+4uBip8ItWrVpVXFzs5eU1derU48ePky4Hhh0EA7jVvn375s+fP3/+/CNHjmAqoZuIjo7+6aefZs+ePX/+/K+++op0OTC8IBjAfY4cObJq1arHH398165duPHmliQSye7du3/zm9+sXLnyp59+Il0ODCO4xgBuUlZWNmXKlDlz5nz55Zc8Ho90OYMGy7KrV68+ePDg6dOnR48eTbocGBYQDOAONptt7NixPj4+R48eRV+hr8xm88yZM/V6/YULF4RCIelyYOjDqSRwh7/+9a/V1dU7d+70kFRQKpVZWVmDpX2pVLpz587KysotW7a4qk2Am0AwwIDr7Ox87bXXXnzxxdjYWNK1DFbx8fEvvPDC73//+57H0gEMHAQDDLg9e/bY7fbnn3+edCGD2wsvvGCz2fbu3Uu6EBj6EAww4D7//PMlS5a46tlqHR0dzz33XHx8vFgs9vX1XbBgQW5uLverP/3pTzwej8fj9ZzG+f7777lXAgICuFc2bdrE4/EMBsOpU6e4X3Fn7bnXeTxeREREYWHhrFmzVCqVXC7Pzs4+depU/9vvP5VKtWjRol27drmkNYCbYQEGktVqFQgEX375pUtaa25ujo2NDQ4OPnjwoFarLS8vX7p0KY/H+/DDD3veo1Aopk6d2vt/jR8/3t/fv/crN76Hk5aWplAoJk+efPr0ab1eX1hYmJqaKhaLjx075pL2+2nXrl1CodBms7m8ZYDe0GOAgdXY2Gi32+Pj413S2iuvvFJTU/Puu+8uXLjQy8tr5MiRu3btCg0NXb9+fWtrq0s+wmAwbN26dfLkyQqFYsKECZ999pnVan3mmWdc0ng/xcXF0TTd1NREuhAY4hAMMLCam5spigoJCXFJa/v376co6q677up5RSKRzJo1y2Qy/fDDDy75CIVCkZ6e3vPPMWPGhIWFFRcXcwtCFveMisbGRtKFwBCHYICBxT1coaurq/9NWSwWrVYrlUp/9szn4OBgiqJaWlr6/xHUfwruLSgoiKKotrY2l7TfH9wtSb6+vqQLgSEOwQADKzIykqKo+vr6/jclkUi8vb3NZrNOp+v9OncSqadTwufzrVZr7zfcGEs3GXrd0dHBOo765CKBi4f+t98fdXV1FEVhjikYaAgGGFhKpTIuLu7EiRMuae2ee+6hKOrbb7/tecVisRw9elQmk82bN497JTQ0tPfJlpaWFu542ptcLu85uCcmJm7btq3nV2azubCwsOefly9fbmpqSktLCw0NdUn7/XHixIkRI0YM8wdXgBsgGGDA5eTk7Nq1i3XF5Cuvv/56bGzshg0bvvnmG51OV1FRsWrVqubm5s2bN3MnlCiKmjt3blNT09///ne9Xl9VVfXMM8/0fNnvMW7cuIqKivr6+vz8/Orq6mnTpvX8ytvb+9VXX83PzzcYDOfOnXvggQfEYvHmzZt73tDP9p3GsuyePXtWrlzZ/6YAboHwXVEwDFy9epXH4+3fv98lranV6g0bNsTGxopEIm9v73nz5h09erT3G7q6uh555JHQ0FCZTJaVlVVYWDh+/Hhua3/ppZe495SVlU2bNk2hUERGRm7ZsqXn/6alpYWHh5eUlMybN0+lUslksunTp+fl5bmq/f746quveDxeaWmpS1oDuAlMogfu8MADD5w8ebK0tNTDT4Okp6er1eqGhgbShfycyWQaPXr0tGnTPvnkE9K1wNCHU0ngDn/5y180Gs3vf/970oUMVv/93//d2dn5xhtvkC4EhgUEA7hDWFjY3/72t7feeuvTTz8lXcvgs3379nfffXfLli2uGg4CcHMIBnCTBx988KWXXnrssceOHDlCupZfwM1xVFxc3NjYyOPxfve735Gu6N8OHz78xBNPvPrqq/fffz/pWmC4wDUGcB+GYR566KE9e/Z88skn9913H+lyBoHPP//84YcfzsnJ2bFjBx57B26DHgO4D5/P/+STT37729+uWrXqL3/5C76U3ATLsq+//vrq1avXr1+PVAA3Q48BCHj33XdffPHFmTNn7tixA+fNb9TU1PTggw8eP378rbfeevrpp0mXA8MOegxAwIYNG/Ly8qqqqlJTU3fv3k26HA/CsuyuXbtSU1Pr6upOnTqFVAAiEAxARmZmZlFR0ZIlS1atWjV9+vSioiLSFZF3/vz5adOmrV69etmyZRcuXMjIyCBdEQxTCAYgRqlUbtu27cyZMzRNT5gwYe3atRUVFaSLIqO8vPyhhx7KzMzk8XgFBQXvv/++QqEgXRQMXwgGICwjIyMvL2/nzp2nT58eNWrUfffdN6x6DxcuXFi+fHlycvLZs2c///zzEydO9EywAUAKggHI4/F4q1atKi0tPXDgQE1Nzbhx4yZMmLBt2zaDwUC6tIFiNpv37t07Z86cCRMmVFRUbN++/cqVKzk5Obj7CDwB7koCz8Ky7I8//rht27aDBw/KZLL7779/5cqVU6ZM4fOHwpcYhmHy8vK++OKLL774wmQyLV68+NFHH50zZw7pugAcIBjAQ7W1tX366afbt28vKSkJCQlZsmTJvffeO336dJFIRLq0PrPZbMeOHfvqq68OHDjQ2to6evTotWvXrlmzJjAwkHRpAL8AwQCerrq6+uDBg3v37j19+rRMJpsyZcrs2bNnz549duxYD+9GVFdXHzly5MiRI4cPH9ZqtcnJycuXL1+xYkVycjLp0gBuBsEAg0Z1dfXhw4ePHj2am5vb0dERGBiYmZmZ8R+e8O27vb298D/Onj2rVqsDAgKys7Nnzpw5b9682NhY0gUC3BYEAww+DMNcvHjx+PHjBQUFBQUF1dXVFEXFxMQkJSUlJycnJiYmJSUlJSXd+GA112ptbS0vLy8rKysrKystLS0tLa2traUoKj4+PjMzMzMzc8aMGampqR7erQG4EYIBBr2Ojo7CwsKioiLu6FxeXq7T6SiKkkqlkZGR4eHhkZGRkZGRAQEBvr6+vr6+Pj4+vr6+SqVSJpNJpVKKonp+MJvNJpOp5we9Xq/RaLq6ujQajUajUavV9fX19fX1DQ0NDQ0NZrOZoigvLy8uikaNGjV27NjMzEw/Pz+i6wOgvxAMMAQ1NDRUVlbW19fX1dU1NjY2NDTU1dV1dHRoNBqj0ehEg3K53NfX19/fPyoqKiIiIjw8PCoqKjIyMiEhISIiwuX1A5CFYIDhxWKxcF//jUajXq+32WwURRkMBqvVSlGUWCzmhhyLRCKlUqlQKLjuhUQiIVw3gBshGAAAwAEuiwEAgAMEAwAAOEAwAACAg/8P/IWy8+BYZUoAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "feature_columns = [\n", " tf.feature_column.numeric_column(\"num_reviews\"),\n", " tf.feature_column.numeric_column(\"avg_rating\"),\n", "]\n", "model_config = tfl.configs.CalibratedLatticeConfig(\n", " feature_configs=[\n", " tfl.configs.FeatureConfig(\n", " name=\"num_reviews\",\n", " lattice_size=2,\n", " monotonicity=\"increasing\",\n", " pwl_calibration_convexity=\"concave\",\n", " pwl_calibration_num_keypoints=20,\n", " regularizer_configs=[\n", " tfl.configs.RegularizerConfig(name=\"calib_wrinkle\", l2=1.0),\n", " ],\n", " reflects_trust_in=[\n", " tfl.configs.TrustConfig(\n", " feature_name=\"avg_rating\", trust_type=\"edgeworth\"),\n", " ],\n", " ),\n", " tfl.configs.FeatureConfig(\n", " name=\"avg_rating\",\n", " lattice_size=2,\n", " monotonicity=\"increasing\",\n", " pwl_calibration_num_keypoints=20,\n", " regularizer_configs=[\n", " tfl.configs.RegularizerConfig(name=\"calib_wrinkle\", l2=1.0),\n", " ],\n", " )\n", " ])\n", "tfl_estimator = tfl.estimators.CannedClassifier(\n", " feature_columns=feature_columns,\n", " model_config=model_config,\n", " feature_analysis_input_fn=feature_analysis_input_fn,\n", " optimizer=tf.keras.optimizers.Adam(learning_rate=LEARNING_RATE),\n", " config=tf.estimator.RunConfig(tf_random_seed=42),\n", ")\n", "tfl_estimator.train(input_fn=train_input_fn)\n", "analyze_two_d_estimator(tfl_estimator, \"TF Lattice\")\n", "_ = save_and_visualize_lattice(tfl_estimator)" ] }, { "cell_type": "markdown", "metadata": { "id": "HHpp4goLvuPi" }, "source": [ "校准器现已变得平滑,总体估算的 CTR 可更准确地符合实际情况。这在测试指标和等高线图中均有体现。" ] }, { "cell_type": "markdown", "metadata": { "id": "pSUd6aFlpYz4" }, "source": [ "### 分类校准的部分单调性\n", "\n", "到目前为止,我们一直是仅在模型中使用两个数字特征。在此,我们将使用分类校准层添加第三个特征。我们还是从设置用于绘图和指标计算的辅助函数开始。" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:45:14.328300Z", "iopub.status.busy": "2021-10-08T22:45:14.327429Z", "iopub.status.idle": "2021-10-08T22:45:14.329570Z", "shell.execute_reply": "2021-10-08T22:45:14.329923Z" }, "id": "5tLDKwTmjrLw" }, "outputs": [], "source": [ "def analyze_three_d_estimator(estimator, name):\n", " # Extract validation metrics.\n", " metric = estimator.evaluate(input_fn=val_input_fn)\n", " print(\"Validation AUC: {}\".format(metric[\"auc\"]))\n", " metric = estimator.evaluate(input_fn=test_input_fn)\n", " print(\"Testing AUC: {}\".format(metric[\"auc\"]))\n", "\n", " def three_d_pred(avg_ratings, num_reviews, dollar_rating):\n", " results = estimator.predict(\n", " tf.compat.v1.estimator.inputs.pandas_input_fn(\n", " x=pd.DataFrame({\n", " \"avg_rating\": avg_ratings,\n", " \"num_reviews\": num_reviews,\n", " \"dollar_rating\": dollar_rating,\n", " }),\n", " shuffle=False,\n", " ))\n", " return [x[\"logistic\"][0] for x in results]\n", "\n", " figsize(11, 22)\n", " plot_fns([(\"{} Estimated CTR\".format(name), three_d_pred),\n", " (\"CTR\", click_through_rate)],\n", " split_by_dollar=True)\n", " " ] }, { "cell_type": "markdown", "metadata": { "id": "CnPiqf4rq6kJ" }, "source": [ "要包含第三个特征 `dollar_rating`,请回想一下,分类特征在 TFL 中需要稍作不同处理,无论是作为特征列还是作为特征配置。在此,我们强制应用部分单调性约束,即在所有其他输入均固定不变的情况下,“DD”餐厅的输出应大于“D”餐厅的输出。这是使用特征配置中的 `monotonicity` 设置完成的。" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:45:14.340078Z", "iopub.status.busy": "2021-10-08T22:45:14.339124Z", "iopub.status.idle": "2021-10-08T22:45:56.846951Z", "shell.execute_reply": "2021-10-08T22:45:56.847351Z" }, "id": "m-w7iGEEpgGt" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation AUC: 0.7714711427688599\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Testing AUC: 0.8594028949737549\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "feature_columns = [\n", " tf.feature_column.numeric_column(\"num_reviews\"),\n", " tf.feature_column.numeric_column(\"avg_rating\"),\n", " tf.feature_column.categorical_column_with_vocabulary_list(\n", " \"dollar_rating\",\n", " vocabulary_list=[\"D\", \"DD\", \"DDD\", \"DDDD\"],\n", " dtype=tf.string,\n", " default_value=0),\n", "]\n", "model_config = tfl.configs.CalibratedLatticeConfig(\n", " feature_configs=[\n", " tfl.configs.FeatureConfig(\n", " name=\"num_reviews\",\n", " lattice_size=2,\n", " monotonicity=\"increasing\",\n", " pwl_calibration_convexity=\"concave\",\n", " pwl_calibration_num_keypoints=20,\n", " regularizer_configs=[\n", " tfl.configs.RegularizerConfig(name=\"calib_wrinkle\", l2=1.0),\n", " ],\n", " reflects_trust_in=[\n", " tfl.configs.TrustConfig(\n", " feature_name=\"avg_rating\", trust_type=\"edgeworth\"),\n", " ],\n", " ),\n", " tfl.configs.FeatureConfig(\n", " name=\"avg_rating\",\n", " lattice_size=2,\n", " monotonicity=\"increasing\",\n", " pwl_calibration_num_keypoints=20,\n", " regularizer_configs=[\n", " tfl.configs.RegularizerConfig(name=\"calib_wrinkle\", l2=1.0),\n", " ],\n", " ),\n", " tfl.configs.FeatureConfig(\n", " name=\"dollar_rating\",\n", " lattice_size=2,\n", " pwl_calibration_num_keypoints=4,\n", " # Here we only specify one monotonicity:\n", " # `D` resturants has smaller value than `DD` restaurants\n", " monotonicity=[(\"D\", \"DD\")],\n", " ),\n", " ])\n", "tfl_estimator = tfl.estimators.CannedClassifier(\n", " feature_columns=feature_columns,\n", " model_config=model_config,\n", " feature_analysis_input_fn=feature_analysis_input_fn,\n", " optimizer=tf.keras.optimizers.Adam(learning_rate=LEARNING_RATE),\n", " config=tf.estimator.RunConfig(tf_random_seed=42),\n", ")\n", "tfl_estimator.train(input_fn=train_input_fn)\n", "analyze_three_d_estimator(tfl_estimator, \"TF Lattice\")\n", "_ = save_and_visualize_lattice(tfl_estimator)" ] }, { "cell_type": "markdown", "metadata": { "id": "gdIzhYL79_Pp" }, "source": [ "此分类校准器展示了模型输出的优先级:DD > D > DDD > DDDD,这与我们的设置一致。请注意,还有一列用于缺失值。尽管我们的训练和测试数据中没有缺失特征,但当下游模型使用期间出现值缺失的情况时,该模型可提供对缺失值的推算。\n", "\n", "在此,我们还将绘制以 `dollar_rating` 为条件的此模型的预测 CTR。请注意,我们需要的所有约束在每个切片内都要得到满足。" ] }, { "cell_type": "markdown", "metadata": { "id": "rh0H2b6l_rwZ" }, "source": [ "### 输出校准" ] }, { "cell_type": "markdown", "metadata": { "id": "KPb2ri4e7HXF" }, "source": [ "对于到目前为止我们训练的所有 TFL 模型,点阵层(在模型图中示为“Lattice”)均直接输出模型预测。有时,我们不确定是否应对点阵输出进行重新调整以激发模型输出:\n", "\n", "- 特征为 $log$ 计数,而标签为计数。\n", "- 点阵被配置为仅包含少量顶点,但标签分布却相对复杂。\n", "\n", "在这些情况下,我们可以在点阵输出和模型输出之间添加另一个校准器,以提高模型的灵活性。在此,我们向刚刚构建的模型添加一个带有 5 个关键点的校准器层。我们还会为输出校准器添加一个正则化器,使函数保持平滑。\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2021-10-08T22:45:56.860788Z", "iopub.status.busy": "2021-10-08T22:45:56.858541Z", "iopub.status.idle": "2021-10-08T22:46:42.991518Z", "shell.execute_reply": "2021-10-08T22:46:42.991924Z" }, "id": "k5Sg_gUj_0i4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation AUC: 0.769044041633606\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Testing AUC: 0.861021876335144\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "feature_columns = [\n", " tf.feature_column.numeric_column(\"num_reviews\"),\n", " tf.feature_column.numeric_column(\"avg_rating\"),\n", " tf.feature_column.categorical_column_with_vocabulary_list(\n", " \"dollar_rating\",\n", " vocabulary_list=[\"D\", \"DD\", \"DDD\", \"DDDD\"],\n", " dtype=tf.string,\n", " default_value=0),\n", "]\n", "model_config = tfl.configs.CalibratedLatticeConfig(\n", " output_calibration=True,\n", " output_calibration_num_keypoints=5,\n", " regularizer_configs=[\n", " tfl.configs.RegularizerConfig(name=\"output_calib_wrinkle\", l2=0.1),\n", " ],\n", " feature_configs=[\n", " tfl.configs.FeatureConfig(\n", " name=\"num_reviews\",\n", " lattice_size=2,\n", " monotonicity=\"increasing\",\n", " pwl_calibration_convexity=\"concave\",\n", " pwl_calibration_num_keypoints=20,\n", " regularizer_configs=[\n", " tfl.configs.RegularizerConfig(name=\"calib_wrinkle\", l2=1.0),\n", " ],\n", " reflects_trust_in=[\n", " tfl.configs.TrustConfig(\n", " feature_name=\"avg_rating\", trust_type=\"edgeworth\"),\n", " ],\n", " ),\n", " tfl.configs.FeatureConfig(\n", " name=\"avg_rating\",\n", " lattice_size=2,\n", " monotonicity=\"increasing\",\n", " pwl_calibration_num_keypoints=20,\n", " regularizer_configs=[\n", " tfl.configs.RegularizerConfig(name=\"calib_wrinkle\", l2=1.0),\n", " ],\n", " ),\n", " tfl.configs.FeatureConfig(\n", " name=\"dollar_rating\",\n", " lattice_size=2,\n", " pwl_calibration_num_keypoints=4,\n", " # Here we only specify one monotonicity:\n", " # `D` resturants has smaller value than `DD` restaurants\n", " monotonicity=[(\"D\", \"DD\")],\n", " ),\n", "])\n", "tfl_estimator = tfl.estimators.CannedClassifier(\n", " feature_columns=feature_columns,\n", " model_config=model_config,\n", " feature_analysis_input_fn=feature_analysis_input_fn,\n", " optimizer=tf.keras.optimizers.Adam(learning_rate=LEARNING_RATE),\n", " config=tf.estimator.RunConfig(tf_random_seed=42),\n", ")\n", "tfl_estimator.train(input_fn=train_input_fn)\n", "analyze_three_d_estimator(tfl_estimator, \"TF Lattice\")\n", "_ = save_and_visualize_lattice(tfl_estimator)" ] }, { "cell_type": "markdown", "metadata": { "id": "TLOGDrYY0hH7" }, "source": [ "最终的测试指标和统计图展示了使用常识约束如何帮助模型避免意外行为并针对整个输入空间实现更好的推断。" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "shape_constraints.ipynb", "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 0 }