From 02b81461b952243b5c7443bf8ca696b5996eb400 Mon Sep 17 00:00:00 2001 From: Fangyin Cheng Date: Wed, 30 Oct 2024 09:30:35 +0800 Subject: [PATCH] docs(core): Add shared slides --- docs/docs/awel/awel_tutorial/AWEL-10-29.ipynb | 1103 +++++++++++++++++ 1 file changed, 1103 insertions(+) create mode 100644 docs/docs/awel/awel_tutorial/AWEL-10-29.ipynb diff --git a/docs/docs/awel/awel_tutorial/AWEL-10-29.ipynb b/docs/docs/awel/awel_tutorial/AWEL-10-29.ipynb new file mode 100644 index 000000000..945bee8d9 --- /dev/null +++ b/docs/docs/awel/awel_tutorial/AWEL-10-29.ipynb @@ -0,0 +1,1103 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "07982a78", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "\n", + "# DB-GPT 智能体工作流 AWEL 设计与源码解读\n", + "\n", + "## 程方银([fangyinc](https://github.com/fangyinc))\n", + "\n", + "## 2024-10-29-直播材料" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "id": "81f0e4f4", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# DB-GPT 整个架构\n", + "\n", + "![image.png](attachment:image.png)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "8ba52cc7", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# AWEL 基础概念\n", + "\n", + "## AWEL-例子-LLM 请求处理\n", + "\n", + "\n", + "![image.png](attachment:image.png)\n", + "\n" + ] + }, + { + "attachments": { + "image-3.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "id": "ddea3a11", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## AWEL 分层 API\n", + "\n", + "![image-3.png](attachment:image-3.png)\n" + ] + }, + { + "cell_type": "markdown", + "id": "22ea8580", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## AWEL 名词解释\n", + "\n", + "### 1. DAG(Directed acyclic graph, 有向无环图)\n", + "- DAG 是用来定义任务结构和依赖关系的基本框架\n", + "- 它是一个图结构,其中的边是有方向的,并且不存在循环\n", + "- 在 AWEL 中,图的顶点是 Operator(算子),边表示 Operator 之间的依赖关系(数据流向\n", + "- 箭头表示数据的流向\n", + "\n", + "### 2. Operator(算子): AWEL 中最基础的运行单元\n" + ] + }, + { + "cell_type": "markdown", + "id": "1ca3d7cc", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### 3. Task (任务):Operator 的实例\n", + "\n", + "- 无状态设计:同一个任务可以使用不同的输入数据多次执行\n", + "- 每个 Task 可以:\n", + " - 接收来自一个或者多个父任务输入数据\n", + " - 向子任务输出单一数据\n", + "- 包装了输入和输出\n", + "- 提供了一些处理输入和输出的函数:map/reduce/filter/streamify/unstreamify" + ] + }, + { + "cell_type": "markdown", + "id": "5fa8ebd0", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### 4. Runner (执行器)\n", + "\n", + "- Runner 负责执行 DAG 中的任务\n", + "- 调用 `task.call()` 或者 `task.call_stream()`, Runner 会\n", + " - 触发该任务的所有父任务\n", + " - 执行当前任务\n", + "- 当前默认:DefaultWorkflowRunner\n", + "\n", + "### 5. AWEL Flow (AWEL 可视化编排)\n", + "\n", + "基于 AWEL 的**核心 API**,添加了**可视化元数据** \n" + ] + }, + { + "cell_type": "markdown", + "id": "0c3e2f67", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "\n", + "### Operator 划分 \n", + "\n", + "#### 1. 根据输出数据的类型来划分\n", + "\n", + "**普通算子(非流式算子):一次性返回完整的数据**\n", + "- InputOperator\n", + "- MapOperator\n", + "- BranchOperator\n", + "- JoinOperator 等\n", + "\n", + "**流式算子:返回数据流**\n", + "- StreamifyAbsOperator\n", + "- TransformStreamAbsOperator\n", + "\n", + "这些算子的输出是一个异步迭代器(AsyncIterator),可以逐步产生数据\n" + ] + }, + { + "cell_type": "markdown", + "id": "1f697cc0", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "\n", + "#### 2. 根据功能复杂度和抽象层次\n", + "**低阶算子**: MapOperator、InputOperator 等\n", + "\n", + "**高阶算子**:多个低阶算子组合而成, `LLMOperator`, `StreamingLLMOperator` 等" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2ed2f60e", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "# 导入必要包\n", + "import asyncio \n", + "import json\n", + "from typing import *\n", + "from dbgpt.core.awel import *" + ] + }, + { + "attachments": { + "image-3.png": { + "image/png": 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Z3DqbCZfMaNeuHd26daNLly5ak8oxY8bg4uKCu7s7Fy5cYMCAAWzbti1FsetClSpV1N7Xr1+f6tWrf9JruLi4ULp0aQIDA1mwYEGSQ2v379+v1msK0KFDB0kqhRBCiO+IJJVC6NjcuXOV1507d0526GtCs2fPZufOnYCqyuY///yT7DF169ZVXv/+++9KQlmjRo0k1zH8FO7evcuQIUM4cuQIHTp0YO3atWTPnj3JY+bPn5/seZ89e6bcN2tra/bt25fimCZMmED69OkTrU6qr6+Pvb09lStXJiAggO3bt9OgQQONZTZSqnjx4hqFgF68eKG8Hj9+fKJLpiTn9evXdOjQQW3bgwcPCAkJIU+ePGk6p4+PDxcuXMDDw0PZFh4eTnh4OEZGRlrnmQohhBDixyJJpRA6dO3aNbXesVGjRqXq+JIlS9K2bVscHR1xc3PD09NTLWlMysWLF9Xmui1cuFBJEJo1a6ZUK01sCY+0WLVqlXJee3t7rK2tlYIwupKSHtPcuXNjb2+vJN1//fVXmpPK5JbWiE/YUuv169d06dJF6bGN5+/vj42NDYsXL8ba2jrFPcSgKk5Uu3ZtrfGYmZnRo0cPunXrpgzDjnfmzBml93Lw4MEMHDhQbX9yXyQIIYQQ4tsiSaUQOvL27Vu1YYN9+/bVOpcuJiYmyfOMGjVKqV46Y8YMjh8/nuy1//33X7Uhoh06dFAbOpsjRw4aN26c7HlSKyQkJMn3aRUXF/dJzpOUGjVqMHfuXF68eMHMmTOV7Smp7NqrVy8aNGiQ6P6LFy9ib28PQKNGjZJsmzt3bo1tPj4+9OjRQ22Nzq5du3L16lV8fHzw8fGhUaNGmJmZMW7cOFq3bs2ZM2d4+/Yt+vr6iV4rXbp0tGzZku3btwOqpUTatWtH8+bNKVmypNLuw7VNX79+rbzOnz9/itc+FUIIIcS3SZJKIXTExcVFqRpqZGSk9FiePn2aCxcuYGRkxJMnT5SqsImpW7eusj6hu7s7J06coFatWom2P3jwIK1atVLem5mZqS2dEc/NzQ19fX3SpUvH5cuXk/08Hw6D1JasDB06lH379hEeHo6JiQk9e/ZM9ryJefnyJWFhYWTMmDFFifSnMHnyZC5evMiZM2cwMjIiNjaWY8eOKfsTq5iqrZprQlu3blWSyvbt22v07CVl9erVGnMahwwZwqpVq3jy5AmdO3dWlhbx8/Nj0KBBDBo0CFBVwS1SpAhFixbFwMCAyMhIIiIiiIiIYMCAAbRr144BAwbQtGlTmjZtqjGE9tixY4wbN04jpvhCSKD6oiPhWprxJk6cmOx9EUIIIcS3QZJKIXTE1taWDRs2MHr0aObPn4+JiQmgWqJi2LBhGu0TK+CTLl06xo0bx/Lly5kwYYLGUMQPbdy4UXltZGSEs7Oz1mqfI0aMwNfXV22blZVVotVhM2bMmGyPYY0aNQgKCuL69etYWFh8VKXZFStWMGXKFI3t8et3fi5Lly7VqGYKqmHCn3KocEp92FM6ffp0Zs2aRbp06ciTJw///PMPzs7O/Prrr1y4cEGtrb+/P/7+/lrPGz8sOamCOmFhYWq9o4nR1ubevXvJHieEEEKIb4MklULoSPr06enbty9t2rRRW0/SyspKo62FhUWS8y179uyZ4l6/3377DUdHR6pUqYKDgwNFixbV2s7GxkYjqRw5cmSKrpGULFmyaFQoTYvE5o6mtHpuWtWsWVNrUjl27FidFK0ZMGAAy5cvJyYmBjs7O431SgGaN29O8+bNCQgIwM3NDQ8PD/777z9CQkIICAjQOs+zQoUKyV7bwMAAU1PTNMWdsAKvEEIIIb5t6eK+xGQkIUSKxcTEcOXKFeV9rly5KFKkSJrPt2fPHqWnaPr06ejr6+Pg4ICtrS1ZsmRJ9Li7d+9y7do1QNULWbt27Y9an/FTe/PmDVu2bFHe58uXD2tr6zTH+Pr1a1xdXQEoWLBgovMAg4KC8Pb2Vt5nypSJ2rVrf1TxmStXrigFdlq1akWZMmVSdfyNGzcoXLgwWbNmTdP14+LiCAsLU1sTNH/+/FLZVQghhBApIkmlEEIIIYQQQog0S3lteSGEEEIIIYQQ4gOSVAohhBBCCCGESDNJKoUQQgghhBBCpJkklUIIIYQQQggh0kySSiGEEEIIIYQQaSZJpRBCCCGEEEKINJOkUgghhBBCCCFEmklSKYQQQgghhBAizSSpFEIIIYQQQgiRZnq6DkAIIb430dHRxMXF6ToMIb556dOnR09PHlWEEOJrJ3+phRDiI/j7++Pt7c2lS5e4ffsOwcFBxMTE6DosIb4bmTNnpkCBApQuXRpLS0vq1atHjhw5dB2WEEKIBNLFydfpQgiRau7u7uzevZuzZ88CULRoCYoXNyNPnnxkyWKg4+iE+D7ExcURERHG48cB3L59nZCQIACaNWtG165dKVOmjI4jFEIIAZJUCiFEqjx48IBly5bh6elJwYJFaNy4DbXrNMLEJL+uQxPiu3f79nU8PA7jcmgvr1+/okuXLowdO5Z06dLpOjQhhPihSVIphBAp5OrqyqxZ/+Pt27f06j2cVq266DokIX5IERFh7NixjgP7d1C6dBlmzZpJyZIldR2WEEL8sCSpFEKIFHBwcGDu3LmYl6/MqJHTKVCgiK5DEuKHd+6cN8uXzQLiWLp0CRYWFroOSQghfkiSVAohRDKOHj3KlClTqPFTfaZOXaTrcIQQCTx44M9vs8fy+nUk69ato2jRoroOSQghfjiSVAohRBLu3r1Lt27dKV26PHPnrdF1OEIILe7dvcUvv/SnVKmSbNiwQdfhCCHEDye9rgMQQoiv2bJly8iQIQMjR03XdShCiEQUK16KESOmcfnyZdauXavrcIQQ4ocjSaUQQiTi2LFjnDhxgl69R5AvXyFdhyOESELtOo2wtm7O2rVrCQoK0nU4QgjxQ5GkUgghErFz506KFi1B8+YddB2KECIFOnTsA8Du3bt1HIkQQvxYJKkUQggtbty4waVLl2jStK2uQxFCpFChQsWoXacRTk7Oug5FCCF+KJJUCiGEFl5eXgDUqd1Yx5EIIVKjdm0bnjwJ5d9//9V1KEII8cOQpFIIIbS4ePEiZmblyJ4jp65DEUKkQqVK1QC4dOmSjiMRQogfhySVQgihxe3btyluaqbrMIQQqZQ1qxGFChXl9u3bug5FCCF+GJJUCiHEB968ecPTp08xMcmv61CEEGmQJ08+qQArhBBfkJ6uA9DG29ubs2fP4uvry8OHD3n+/DmxsbG6Dkt8pzJlykSePHkoXrw4FStWpGbNmpiZSQ/VjywyMhIAgyxZdRyJECItsmTJSlBQqK7DEF+Bs2fPcubMGa5du8a9B/d5/vQZMTExug5LfKcyZsxIrly5KF68OOXLl+enn36iQoUKug7ri/hqksqIiAi2bduGg4MDT548QV9fnwqlS1PXsio5smcjQ4YMug5RfKdevXlNSOgTbt+/j5eXF6tWraKihQUdOnakadOmug5P6FI6XQcghEgT+d39ob19+xY7OzscHBz477//AChjUZbKNSqRPXcO9PS+msdf8Z158+YNT0Oe8vDOA9auXcvatWspVdqMju070Lbt911N/qv4rdq7dy9//PEHYWFhWNeqSfP61tSpXo306eT/CuLLCn7yBLeTJ9l/zJVp06bh6OjIyJEjKVeunK5DE0IIIUQyjhw5wqpVKwkMfEzVmlXpNqwb1erVIFOmjLoOTfxgwp+HcdL9FMcOHGPOnDns3buXkSNHUq1aNV2H9lmki4uLi9NlADNmzMDZ2ZmalpYM7toVcxl2KL4SB12P8YfdFkKfPWPSpEm0b99e1yGJL+T58+fY2NgwaPAEWrTopOtwhBCpNG/eRIIe32fXrl26DkV8QYsWLWLnzp2UrViWboO7U9Gqoq5DEgKAE/94Y/eHHf89+I9hw4bRp08fXYf0yemsp/LNmzeMHj2as2fPMqJXL3rJA7v4yrRsZEPt6tWYs2ol8+fP5/nz5/Tv31/XYQkhhBDiA5MnT8bV1ZX2fTrQa1gvXYcjhJpaDWtTvV4N/pizij/++INnz54xduxYXYf1SeksqZw4cSJnz57lt3HjaFq/vq7CECJJOYyNWTRlKnNX/cHq1asxMDCga9euug5LCCGEEO/MnDkTV1dXBk4cRMuOLXUdjhBa6enpMWrGaLLnzsH2jdvJnDkzQ4cO1XVYn4xOksply5bh7e3N9JEjJaEU34Qpw4fxMiqSJUuWULJkye92PLwQQgjxLdm0aRNOTk70GdlHEkrxTeg1rBevIqP4+++/KVGiBE2aNNF1SJ/EF1+n8vTp02zdupVurdvQulGjL315IdJsxqhRFCtUiCVLlug6FCE+mYiIcCIiwomOTlmJ/Tdv3hAREc6rV68+c2RJe/ToId5e/7B371bc3Fzw8/PVaTxCiC/Pz8+PVatWYd2sAT/3bKfrcIRIsUETBlOucjkWL15MRESErsP5JL54Url+/XoK58/PmP79vvSlhfgoGTNmZFSfPty+fRs7OztdhyPEJ2FWyhizUsZMmZyyITg9erbArJQxpsWzfObItLt39w49e7SgqmUROna0YcTwHnTv1oz69crRsGFFvL3+0Ulcn9p//z3g9u0bvHnzRtehCPHVWr9+PQYGWegzWp4pxben76i+PH36lA0bNug6lE/iiyaV3t7eXLp0SYryiG9WnWrVqG1lxc4dO3QdihCf1LZt63jx4nmSbe7cuYmXhysA+fMX+hJhqQkNDaFLl8YcO+asxNC5S18qVKgCwHVfHzp2tOHixbNfPLZPbey4/tStUxYPj6O6DkWIr9L169dxc3OjXe/2ZM+ZXdfhCJFqZuVL06hVI3bs2EF4eLiuw/loXzSpdHZ2JlfOHLRp3PhLXlaIT6pd06YEBQfzzz/fR4+IEPEcHLYluX/H9vffpmbJYvC5w1ETFRVFzx7NuX/fn6JFTfH0us75Cw9ZsmQDR46e59LlQGxtVQtLd+pow717d75ofJ+Nblf9EuKrdejQIQCatW+m40iESDvb9s2IiYlRfp6/ZV+sUE9cXBweHh60bSQJpfi21alWjRzZs+Pp6UnDhg11HY4Qn8yG9Svo3XsY6dJp7ouKimLLltVJHh8XB9euXeTmzWs8fRpKmdLlKWtekdy586i18712mcdBj7CwqEqOHLk4ecKNW7euU6BgYWrWbICxcTaNcy9bNptLl84BYLfVmZIly6jtNzHJx4qVdjRvVg0/P19GjezF/gPeyn5vbzfevHlN3bqNefUqEk9PVwIC7mNhYYml5U/o6+sn+rmCgx9z8sRxXr2KokaNehQrXkKjTcLPpK+vz9mz3ty6dZ1mzX6mWLESKb4/9+7ewf+uH6EhQQD4+Jwng54eOXLkonJl9QJhL1++5ML5U9y8eQ3zchWpXLk6WbJoDktO+NmDgv7j9GlPgoMf07fvCDJlypTo5xbia+bh4UEt61oYGhvpOhQh0qyUeSlMzUzx9PSkU6dve13sL5ZUXrp0iTdv3lCtkixEK759VhUtuHDhgq7DEOKTsbSswfnzpzl1yp2aNetr7Hd23kNERDhWVrU4d+6Exv7AwABGj+mrDI9NaM3a3bRs2UF5v3jxLFxcHFm69G/+/nsVV66o/y4NHjyOX2csUt7HxcEee9U85nnz/9RIKONlzZqVVX9spXGjKpw7d4LAwABlmG7HDqovgLZuO8ToUb0JDQ1OMkaAsLAX9OrZkjNnvNS2m5qasdv+GAUKFNb4TDNnLWHRwhlERKiGMpUsUZpixUqk+P44Odkzd+5ktfMC1KnXiF07jyr3Y+qUYWza9KfGuYaPmMSUKfPUtsV/9iVLNjB27Pu5Z50795WkUnyTHj58yKNHj2jdq42uQxHio1WoZsGhXc66DuOjfbGk8vbt2wCUKVnyS11SiM+mbPESHPXwJCwsDGNjY12HI8RH69N3OOfPn2bL5r+0JpV/b1gJQN++w7Umlb9MHIyXhyumpga/y4wAACAASURBVGZ06dIXQyNj3N2PcOTwfgYN7EhJNx/Klq2gdsyYMX0xNDSiT9/hmJtbcOa0F3v22LF69WJMS5jRvftAAB49ekBgYACgSn6TUqaMhfL6/PnTtGihPoe/e7dmFC1qSq9eQ8iZMzeHjx7Ay8OVQQM7Utz1AuXLVwYgJiaWoUO6cOaMF6amZnTs2IvMWbJw8MBuzp8/TY8eLdi3zwsjI/Xf/5kzxpI7twkdO/WmSJHimJUul6r7Y21tSx6TfKxcMQ9/fz/69R9J+fKVKVy4mHKN33+fyqZNf2JoaESHjr0oX64SFy+eZevWtaxaOZ+cOXMzePA4jXszdmw/KlSoQsOGzciWPQeGhtLDI75Nd+6ohreXLCPPlOLbV7J0CaKjo/H398fU1FTX4aTZF0sqg4OD0dPTI2/u3F/qkkJ8NvnzmgCqn2tJKsX3oFmzdhgaDuHAgd3M+t8y8ubNr+y7cuUCly6dw9TUjBo/1dM4NjLyJVmyGNCqVUe1Y3v1GkL7dg04edKd06c9NZJKUA1lrV69DgDdug2gimUNpkwexsQJg2jdujNGRsZqvYolS5ZN8nPo6WVQel1D3g0hTSh3bhMOOp1Whpz27jOcwYM6cvCgPZMnDeWg0ykAdu7cgJubC6amZjg5nyZ79hwA9Ow5hE4dbTh37gQb/17FyFFT1M5vamqGg6MHJib50nR/zMtVxLxcRRwct+Pv70fdOjY0avx+7b3rvj6sWD4XgC12TtSoUReALl37YWPTnN69W/O/WeNp1aqjWk8qQMuWHVj1x3b09XWyRLUQn0xQkOp3O2+BvDqORIiPF/9zHBQU9E0nlV+sUE9kZCRZtcz1EOJblNVAVaQkMjJSx5EI8WlkzpyZ3n2GAbB71ya1fdu2rgNgwMDRpNMy4dLAICtr1u5m9ZpdaskoQKvWqjkit7SsI9mlaz8loYzXu/dQzMzMAbh54yoAYe+q0ubPX4jMmTMn+1mKFVP1Xrx48Uxj34yZi9XmMKZLB3Pm/gGoejbj1+s8/68quZwwYZaSUILqPo0aPRWAi5c0q8x26z5ALaGEtN8fbXx8zgPQqVNvJaGM17hJK2xsmgNwxUdzeP6gweMkoRTfhfj/92bN+mULhgnxORi8+zmOiorScSQf54sW6tFa/UGIb1B65GdZfH+6du3PqpXzWbduGUOGTkRPLwNhYc+VAj1t23bh1atXiR5/3deHU6c8uHXrOs9fPOPF82e4ux8B3v0/4APxS4F8qHJlVbEd3+s+VLWqSbZ3SV1gYABRUVFai9EkdOfOTQBy5Milsc+8rIXGtty585A7twmhocHcuXODMmXK4+y8F4D586fi4uKo1v7uXdV0jhPebhrnKlUq8Z7U1N4fbS5f/lf1Ocppr09QoUIVjh1z5sqVCzRp2lptX4kSpVN0DSG+FXHyv2LxHYh7lx+l9P8DXyv5ylIIIQQAxYqVwMamOceOOXP8uAuNGrXAwWE7oOpBNDbOzqtXjzWOi4mJZe6cX1i9erHa9uTm7H3Yoxcvz7vtQY8fqd7neT/E7fbt64kmowDR0TFKldiEx8XLrWUbQKFCRQkNDSYk+DGlS5dXCu3cv+/P/fv+Wo+JiAgnOjom2d6/tN4fbQIC7gNgkkf7vYv/fP/990Bjn3yvK4QQ4nP5outUCiGE+Lr17DUEgM2b/iQuDtavWw5Ajx6DEj3m1MnjSsI0//e/OHnyNg8DYvG7FcaiResSPc7/jp/W7Xduq3oa44fB5s9fiKJFVfNMzp3VLBKU0OUEQ1KrVq2psf++lvUr4+JQEtESJUuTLh1UqmQFgPOhMzwKjEv0X0qGk6b1/mgTX0jojr/2e+f/bntZc80eWSGEEOJzkaRSCCGEon79puTPXwg3Nxd27tiAv78fVla1kkxSTpw8Dqjm+fXsOZhixUuQIYPqfy/aKsXGc3c/wtu36sN9IiLClWNKlymvbO/QsRcA06aNxPfaZa3ne/78GSNG9ABUS3Bo6wn19Dqmse3yZVVCaWhopBS3qfKuyuzZs94a7WNiYgkOfsyTJyGJfraE0np/QFXkJ6EKFqpeWi/PYxr3Ljo6Bi9P1edLqjdXCCGE+NQkqUyjp8+esXXPHgIfa1YXTMjXz48djvt4+uJFqs7/9u1bXNzciI6O/pgwFYGPg7Czt1fijYmJUdu///ARjnl6aTtUQ3R0NHudnbl49eoniU0I8fXQ08tAv/4jARg3rj+gWkYkKfnyFQTg3LmTxMTEKttdXBzZ9UHRn4ROnnRn5cq5SnIUHR3D+HH9CQ0NJn/+QpQo8X49yuHDJ1G7tjUAPXq04MKFM8TGvlX237lzk0GDO3H/vj+5c5uwYpn26y5aOANvr3+U90+fPmHI4M4ANGnyfg5ivXqNAZg1c5zaOpXR0dHMmDGaShXzM2Z0nyTuyntpuT/Ghqqq0p5ex0g4zaZK5eoAnDnjxfLlvyn3Ljb2LXN+m4ifny+GhkZKj6YQ4uv37Mkz9tjtIeiR5vSChG75+rFvhyMvnqXumfJDe7fuZf/OfWk+Pjo6mr1b93LlwhVA9cz69u37v8cXz1zgyP7DREa8TOwUarzdvPE86pHmeMTXQeZUptGp8+fpMXIkm5YupVenTlrb+Pr5UaNFC8IjIqhlZcXRnTsxSGEF3Knz5zN/1Sqa1K/P3vXrlWqjKRUbG0uD9u0pZVqcDYuXcOLfc/QcNYp/du0mr0ke6rdrh2nRomxZsQKAgRMnABDk45PsuYNCQ2k/YABjBw2icnlVT8IxTy8OHz+eotgK5MvL2EGJD6UTQuhWhw49+W32REDVe9fUtm2S7Rs0aAqohl6al81BvXqN8b97i+u+PhQtapronMSy5hb8Pn8aG9avoGy5ilw8f1qZy7h5ywG1oaUZM2Zk3fq9NG9WHX9/P1o0r4GhoRF16thw6dI5ZR1LgF27j5E3X4FEr9mxow2mpmbkypVH6Sk0NTVjztyVSrtGjVowbvxMFi+aSds2dTE1NaOUWVnO/3uK0NBgDA2NmDx5bnK3Ms33p1IlK5yd97Jj+wbcjx+hdetO/DpjEXnzFWC3/T907NCQhQt+5a8/F1K1ak3+/fekcu922/+jsX6mEOLrdeH0eUb2HMHSjcvo1Fv7M+UtXz+a12hORHgEVrWs2HV0F5kN0raqwtwpc4h5HU3rzm1SccxcDu115vhVd56FPmVEj+GMmzmOClUqsGjmQg7sOoDrBVeyZDXAbt1Wdm7YgbffCUxLJb9ExoQB48lqmJVjjVVf+D24+4CNf25McWy/zJqY5nshPh1JKtPo4rVrAFSuoH1I2IP//qNB+/aER0TQ7ee2bHNwpPOQwTis34CeXvK3fdro0Vy8epUj7u70Hz+O7X/8qbWUf2IyZMiAVaVKLFmzhknDRqjt2+7gwIlz5xjWW/Ut+9MXLwgODaVRvbraTpUi5318WLxmdYraWlaoIEmlEF+xPHny0r59D/bssWPAgNFkypQpyfZFi5ricvgco0b2ws/PV6mcOn7CLAoWKMyYMX3JoOXv3i8TZ+N73YcFv0/Hy8MVAGtrWwYMHK21py1btuzs3HWUufOmsM9hOxER4WqVWWvXtuaXSXO0rocZb/26PSxdOps9e+zw9/dTJc1N2zBmzHSMjbOrtR07dgZZsxricsiRc+dOKPMVGzVuyeTJcymTYHhuUn/X03J/+vYbSWhoMNu2rSMwMIBr199/4Ve7tjVbtx1i8+a/cD16EHf3IxgaGmFr25Z+/Ucq80HjGRoaKQmnEOLrc/WS6pnSoor2v13/PfiP9g3aEREeQdtuP+O4zYFBXQazYW/iz5SnPU8zacgvjP11LK06tdba5kPHXdyYNX4Wvy2fTW0b9WfCqjUsWTVvJQ7bHGjQpL6y3f/mHZbNXkb3Qd3J8m5pjGsXVSPZChdTXys3pYIDg1izKGXPlACjp4yWpPIrIEllKjkcOsS9hw/Zd+gQAC5ubhzz8gSgfJkyNK5Xj8DHQTTq1Ing0FCctmyhuY0NRlmNWG23hQETJrBu4cJkE8usBgbs37SJpl27snPffprWq59oj2hiJg4ZwpI1a1htt4WfLC0BiHkby7j//Y861avTuY3qj8yt26ry+Bn1M3L5mvpaaRkypKd8mTKklKejIxZlEy+pb1a7dqo+gxDi83oUqL2E+YqVW1ixcovGdhOTfFqPqVixKu4e13jx4jkvXjwjf/5C6OvrA9Cps/ZhoukzZGD06GkMHz6ZgIB7mJjkw8Aga5LxFipUlD//2MbcOau4f/8OYS+ekyWLAYUKF1WGmSYlV+48rFi5hd8XrOFxYACFi5iip5dBa9t06WDw4HEMHjyO8PAwnj17Qr58BcmYMaNG2zVrd7Mmieum9v5kyZKFGTMXM3XaAl69iiRTJvUHJmtrW6ytbYmJiSUw8CEFChRR5ml+yO9WWBKRCSF05ZDDIQLuPeSQgzMAbi5ueB1TDbcvU74MdRvXI+jRYzo16khIcCh2TnY0bG6DkbEhW/7awoSB41m4dpHWZ8qX4RH4+foR9jzlv//BQSH4+foRHq45bLVRy8ZUtKrEuqVr1ZLKZXOWYWhkyC+zJwGq6VVXLlzB0MiQW76aBcVKmJUgU5bk1xsGmDp/Kj0H90x0/6Rhk3Hc5pCic4nPT5LKVFrw11+cOX9eeT9p7hzl9YBu3cidMye23boRHBqK3YoVNLexAWDlnN8IDAli065dBIWEsO3PP8lhnPTwpEwZM7Jx6VKKV6/OtAUL6Ny2LZm0PMxoc8v/LmcuXWREv76UNyvNUQ/VWPXjJ04wql9/omNj2OboyM+2tly7qfqldz52DOdjmkUsnly/Ts5s2Tjv48P127d5HKSal3nt5k22OjhgVry40tYwa1ayJfG5Mr57iBJCfJ+yZctOtmzZk2+YgJ5eBooVK5GqY7Jnz0H27FVTdUxCWbJkobhpqRS3NzIy/iRDSlN7f/T0MiS59IieXgYKFy720XEJIb68Pxf+yYXT758p50x6/0zZbWA3cuTOSXfbroQEh7Jiy0oaNlc9U/62Yg7Bj4LZtXEXIY9D+HP7Xxhn/3xD3sNfhOHqdAxr2wZkz56d/Tv3A3Dt4jWsba3JnjM7Hkc9sKplRfTrNwBEhEdgU8lG41zxiXFgQCCnPE4BcN//PnlMcuOwzQEjY0Ny5FKtTWyQ1QCjbIl/rswpTE7FlyFJZSptW7kS7zNn6D1mDFNGjqRLm/fj0Y95eWHZpIny/oi7B0fcNSceu7i5UaNZM5zttlKyeLEkr1escGHm/DKJqb/PZ6v9Hvp165qiOI+4uzNi2lSN7fNXrVJ73/DCRa7cuAHAxKFDMcmdG4Dx//sfFuZl6dm+AwaZVb+0qzZuZNOuXWrXOOLuzoh+fSmYNz8ATbt2JXfOnInGFRAYSN531xBCCCGE+FGt2rqKM15nGNNnNCOnjqJtgjmOnse8aGLZWHnvcdQdj6PuGudwc3GjWXVb7Jy3UrxkcY39n8J9/wcM7z5MY/vh/Yc5vP+w8n7t7rXKUP5m7Zpj9ZPqiz+7tXb4+/kzY9EMTEurvkD0dvNmVK+RyrEhwaEM7z4MUzNTlm1cBsC8KfPY/NfmRON69PDRx3848clIUplKJYoVY/eBgwB0adOGLfZ7qGlVFVtra2q2agXA3vXr2bp3Lz43fDWO371mDb63bjFz0SIOHz/O8OLJVw98+Ej1SzNzyWJ6dOyQot6+3p060rBObcLCwqjRsqWy3bRoURZOn07ZUqpv6HPlyskeZycAZk2YQOZMmYiMimL8//5Hw1p1GDd4sHLsmAED6dKmDSGhoXQfMYK2trYM7tmTQvnzc/Coaj5U4fz5MTJ6/626+8mTANSvqVovziR3biqUTflwWiHE96d6jTro6elpXfLjc+nUqTeRkS/R1096fqgQQnwpxUoU4+DuAwC07dyG3Xb2WP1kRQNba1rWVD27rd+7AYete7juc13j+LW71+J3/RaLZizE/fBxig//PEmleUVzPH09iYuLY0CHAfi9G9ZqaGTI+JnjsbZVVebOWyAvM8fPAqD30N7UtlZNeTq4xwkzczMGjXv/TFmnYR12HtkJwIgew9HLpM/S9UvV5kbmypOL3CbvOyJ8zvsQER5BlRqWZM6cidwmudHT1ydzZvm7/jWQpDIN9h12wdzMjGKFC7Pwrz8ZEzOQNk2bsmv1anLnzIlVpUr83KxZosc/CwujcrnyNGtoney1oqOj2eaoGi8eEBjIVvs99O3aJdnjDLNmpWihQnQeovoFXjh9OhNmz8b//n3a9e/PiH59mT5qNGcuXCAgMBAAn2vXqFalCkEhqrXXChdUr55oYV4WC8oq7YsXKULjevUAlKRy3eLFSkVYgHL16/Pq9WuO79mTbMxCiB/DwIFjYOCYL3rNpctSXklQCCG+lEOOLpiZm1G4WGH+WvAnMWMH0rRNU9bsWkPO3DmpaFWJZj8n/kwZ9jyM8pXKYd2sofb9L8IIeRyssT0q6pXG9rBElipJnz49JcqUZMXcFfj5+jHvj3lMHjaZiPAIZo6biecxT6b9Po0MGTKwY/12AK5euKIklYH/PaJ8ZfUiRPkK5iNfQdUXiwaGWclqmJW6jVXPlP+eVK0dPHDMQPoM76scM2PcDNYtWcv6PeuVY8XXQ9apTKUr169z9tIlOrfVLMNsa23NXmdnWvXupfbP49QpXkZGEvg4iJeRkeQsU4ZrN2+mqAqs15kzhEdEMGm4ap24OStXaKwxmVicVra2HDzqyqalSylWWFWBy2nLFsYOGsTKDX/z68JFbLbfrRzjdkLVqxgcn1QW0F6SX5uXL1WTutOnkx8pIYQQQojk3LhyncvnLtGmi+ayTQ1srXFycKZX615q/055nCLqZSRBjx4T9TKSMjlKc/Na4s+Uv/3yGxXzV1T7F/gwkIjwCI3tM8bO0HqOZ0+eMaBdP36fNp9OfTph29YWgHEzx7Fiy0rcXNzo06YPzg6HlGPc3607+fbtWwIfBlK4aKEU35fIiEiAVK16IHRPeipTabujqnx9SGgo67ZtA+Ditav8tXkzlhYWeJ89i8/169StUYOoV69w8/ambRNbjnp4sMfJiX8PH07q9Brs9qpKz4/s24/o6BgWr1nNQVdX2traJnnc1N/n4+vnh/3atbRv0YI9TqohrlkyZWbxjBk0qlsXM1NTSvz0E6ZFi2KY1YAjHu5MGjGc2/fuAaqhrEl5G/sWh0OHePMmmkchquI9lRppTsoGSPdBgrp7zRo6JBiWK4QQQgjxI3HYoXqmfBISyrZ1qmfKaxeusuWvzVhYWnDW6wzXfa5To24NXkW9wtvNm2atm+Lh6oGT/UGO/Hsk0XMXNzOl38h+WvdtWLEBINH9Hy4FssduD4ccXRj6yzAmz5nMk+BQZV/7Hu2pVLUikZFR/O/d0NemrZtyeP9hXkVGERyk6qgoUCj5jorL5y7h4epBwSKqBHTK8ClMGT5Fo12VQupLTvUd0ZffVszRaCe+LEkqUym7cTYAVm74W9nmfvIk7idPMnP8eAAqlSuH05YtBAUHk69SJQDi0F62PylXrl9n065dtG7ahPz58jKiX18Wr1nN/JUrk00ql8yYxdQRI6luaUnUq1fsPeTMiH59+clKNWm6aYMGBIeEYGRoyLSRo4iOjWHQxIkEBAZy5F2l2JLFtY/NDwtXrXe2bP06lq1fx4wxY3n0WJVU9u7UCYMs78fD270b9tqjfXu1c5QuUTLV90MIIYQQ4nuR7V1l0/gkD+Ck+0lOup9k/KwJAJSrVI4tTnaEPA6mYv6KAMTFJf9MaVrKlNnLf9O675DjIWJeRye6/0O9Bvckf8F8tOig6gzYvmEH9ZvUp9eQ3gCULKuq0xEbG0v7Hu0ZMWkEh/cf5ujBo0RGRqnalNH+3Pfm1WsiI15y3/8+ttVssaplRdPWTQGo26gepmbvn0VPHj+Jn68f7Xu0x9DYUNles36tFH0O8XlJUplKQ3v3UuZLhr+MwLJJE3p17MjUkaPIlSM7rh4e3Lxzhw3btvM8/OPWBps8bx4A/buoKr4WLVSIbj+3ZZuDI06urrRo1CjRYzNm1Cf02TOcjx3jXx8fdu7bT7ef2+Lm7a20yWdigoeDA+ZmZkRGRjJo4kT+3rmTfYcPU79mTXJ9UMV15Ya/cXA5pBTfMTI05NcxYxjQrZtSpOjvJUvUhiu4nzzJq9ev+WPu3I+6F0IIIYQQ35PeQ3tj+26+5MvwlzSxbEzH3h0ZOWUUOXLmwOOoO/4377Bj/TbCXoSn+LyXz11i01+baN+jA7UapC7hOut9lh1/b6fv8H5UqKKaBxkbG0sWgyz843yMqMgoFkz/HTNzMy6fu6Qcp6+vzzr7dURGRlGkeBEqWlVi69qt5Mijepas07CO2nWOu7ixc/MuDu46oGzrO6IvA8cMYsMqVZI97fdplK/8vk7HjHEz8PP1Y8q8qTKn8iskSWUqGRkaYmSo+nYk4t08wpzZslPK9P03KcGhofSfMP6jruPm7Y3zsWPUsrKiWcP3k6+njBzFNgdH+o0bx+2TJ5VYPrTdwZHJ89QTuW0OjmxzcFTed2zZkl1rVMt1Z8qYkU6tWjFj4UIAtaVS4q2224Kvnx/VKlXi7KVLDOjWjfFDhgCqCrXVKlXi7du3vImOVjvuzZs3RL16pbzPnCmTjJMXQgghxA8tq5Ehpkaq57jICNUzZbac2TEtZaq0CQkOZdyA1D1TPgoIZNfGXVSraZXqpPLB3Qfs2riL+o3rK0nltcvX6NGih1o7P18/tW2GRob4hd1S3nfr15WJgycC0LpLG7JkNVA73v2YBwd3HcDcwhxfH1/MLcyVIayP/3sMQLESRXkd9f75MTZaVVMkKipK2Z5BXy9FNUrE5ydVVT4B31t+zFqyhA3bVBWv6lSvTtyjRzy+dCmZI7ULfBxEl6FDAfhz3nzSp3//n8nczIwpI0cSHBrKzMWLEz1H9/btOH3wIDPGjAVgcI+enD54kNMHD7Jk5kzVuUqXVjumV8eOyutWWnpBNy5dStDly+zdsEFt+6vXrwmPiKB82TLsO3wYA1NT5Z+vnx8BgYFq23bu25+6GyKEEEII8QO4dc2PJf9bwo71qjmW1etU51FcIJcDL+sspjLly+B0yomN+1RVtCtaVcLplBNOp5zYdkgVZ7lK5dSOiR8qC9CyvWYNjd5DeuPp68mxy/9Q1LSo2r7HAYHkMclNVGQUxQ2KK//+XqmaelarVE1l25Thkz/pZxVpJ6l9Km3bu5erN29y/fYtrly/AcARd3eOuLszbpBq+Y6gkBBOnfuXJ8+fpfr8kVFRtOnbh+DQUMYMGIiFeVmNNlNHjWKLvT1L1qyhQc2aWofBFsqfn/wmJgz8ZSJGhobMmTKZnNmy8TIykoG/qL45Gt67t9ox+UxMAFVvbJYE8yLjVausmhgdv6RIvIs+VwAok2CeZOc2rSlVVH1O5oPAR2zevZuYGPWeTCGEEEKIH83erXu56XuT2763uH5FtQ6l+xF33I+4M2i86pkyJCiEf0+e4/nT5zqL09DYiCo1LJk59lcA/rf0f1SpYQnAxMGquZ9jpqkvE5UpU0YMjQyJCI8gV55cGucsXlJ73Y5XkVGcO3FOWfsSwKqWFbWsNXtcl81eRvQbeab8WkhSmUqT5s5VkqpC76qjNqlfnwXTplOutBn1fv4ZP39/arZulepzx8bG0nfMGM5eukSd6tWZO0X7ty8GWbJgt2IFDTp0oGWvXpxxdlYSvoQOurri46v6IzV17jzaNrPlt2XL8PG9zvqFi9TmTL5+84beo0cBEB4RwYhp09iyYkWK4t5xYB+g6kV99fo1AP06d8Wmrvr4+TPnz7N5926N44VIKScnJ2JiYmjYsCFGRka6DkcIIUQC8+bNw8bGBisrK12H8k2YO2UOgQ9Vz5T5C6ueKes3qc/0BdMxK1ean+u1xd/Pn1a1Uv9M+akFBwaxduk6AFYtWEXn3p055XGSrWu20q57O+o0qqvWfs7kOUSERwAwrv9YXC+4agyB1cbNxQ2AshXNlW11bOowfuYEjbbLZi9L8+cRn54Mf00luxUruHzsH17eucN1T08AzEuZYWFelgwZMgBgWaECN7y88N7/fphn5XLladeieaLnffriBS179WLXgQOYm5mxb9MmMmfKlGj7+rVq8ffiJQDYdOrE5Wu+Gm1aN2mCp6MjPdq3Z7XdFpp06YLXmTNYVqhAj44d1NpOmTcPH9/rjBs0mLa2ttjt2cO2d8uZJCU6OppNu3ZjZGhIg1pSfUt8fr/99hsNGjRg4sSJHDlyhNjYWF2HJIQQArh9+zZDhgyhVatWLF++nKtXr+o6pK/ais0r+efyP/i/9MfL1wuAUuXMKGthrjxTVqhSAe8b3uz3fl/QpkKl8jRv3+KLxmqSPy/eN7wZNmk4rgeO0u/nvqxfvh6AKfOmqtXKOLL/MH+v/JsqNSyZvmA6/n7+TBs9PUXXcdimeva0fVcBVnw7pKcyleonSJziC/V8yMDAgNIlSmCYNauyrUPLlnRo2ZKnL15otL9y/Tpt+vbF//59TIsW5fD27eTMli3ZWPp06cy9hw/537KlVGpkw5bly+nR4X2yGBsbS/SbaIJD368nZGRoyPkrVyhRowa/jh1Lt59/ZsLs2fy5aRPVLS2ZO2UyERERnDh3ju4jRhAdHUPvzp3Urpvwcx/z8iI8IoIhvXqpLSWyefduTl+8oHac3507yX4mIVLKzc0NNzc3Zs+ejY2NDQ0bNqROnTrJHyiEEOKzevToEXZ2dtjZ2VGiRAkaNmyIjY0NpqamyR/8A0lYRCe+UM+HDLIaYFq6BAaG758pW3RoSYsOLXnxTPOZMqEZY2cyf+p8je0h79aZrJi3gsa+qASFcT4UHR1N+Iv3KxvkMclNSHAoloWrMHLqKAaMGsDxw8cZG/U24AAAIABJREFU2XMEhkaGrN65mgKFC3DK4xQ71m8nQ4b0zF01T62wTlxcHE9CnpDVMCsvnr3gkKMLRU2LUrl6FULfrXHpdcwLff2MSX5WoXuSVH4mB44cZem6tQBkz56Nm3fusNNxH3cDHgKQ/938xZiYGGw6dSI4NJS2trZsXLqUbMbGKb7OrIkTyJ8vL0MmTaLnqFHkz5sPm7p1GPXrdDbu3EV4RARGhoaMHTSIIT17kc8kD39t3szsZcsYN2sW9k4HcfXwxMK8LI7r1pNRX5+cOXJwaOtWGrRvT5+xY3j15jWDe/bkwJGjbNq9i5vvksOSxYqx++BBAHp9sA7lVofkezmF+BRevXqFk5MTTk5O5MyZU3l4sbS01HVoQnxWjx49ZNGimZw9401wcCCzZi2lS1fti5kn5c6dm9SpXYaiRU0pUaI0I0dNoVq12p8hYvEjunPnDnfu3GHt2rVUqFCBhg0b0rBhQ/K/m0Ikknf0wBHWLlU9UxrnyI7/zTs47nTk4T3VM2WefCZq7XPkykH1OtUTPZ9p6RKJ7gsJClGGrcbb9fcOVv6+Cn8/fwBadmpF32F9qVqzKi4Oh5g/bT4r5izn7u27HNx1AEMjQ7a5bKdQ0UIALN+8gs6NO7F1zVZePA9jzc413Pe/z69jfuV11GsiwiMwLVOCw/sPA9BjUA+1ns9zJ85x7sS5lN4uoSOSVH6EhFVZP3Tj9m3O+/jQ3MaGhrVr8ygoiJlLVNVaa1lZ0bRBfQD09PRY/fvv3Ll3j3GDB6dpqY3BPXtiaWHBDsd9NKyjehDIpJ8Js+LFGdG3Lx1atVLrRZwwdCgDu3fnfsB/nHnXm2i/Zq1aMmtpYcE5FxdsOnakcjlVRS9jw6ycOKf6pe7+czvaN29OiWLFuHDFh2pVqqjF5Pj339SrWVNt27mLF2nSpUuqP58QKfX06VPs7e2xt7enYMGCSg+mubl58gfrQL++P6se6OvaMHjwOAoWLKLrkFLk3t07LFj0Kz6X/iUs7DnGxtnxPnFT2d+6VW0iXobzxx/bKFOmPFevXmTUqN7kypmb3fb/KO2uXr3Igwd3qVKlOvnyFVS7houLI3FxcTRr9nOaYjQrZUxExPt13ZYu20inTr012l26dI5mttXUtp044Udx01Jpuu6XNHXqCI4c3k/t2ta0/bkr5Stozq1PiZw58/DLpN+463+L3bs3c/asN5d9grQWbEvo1q3r3Lp1HfOyFSlWXPMh9bfZEznufoQhQ8bTvn0P4uLAxka1ePumTfspXLhYmuIV364rV65w5coVli1bRrVq1ZS/0dlSMDrre5fUM+XtG7fxOe+DTXMb6jSsTdCjIBbPVD1TWtWywrppA7X2NerWwNFzX5ri2L9zH0O6DFGG3wL/b+/Ow6Ku2gaOf5EdBkQFFFfERwUUcMN9QQQVFZfKtLRSy3DryTL3ssc0zdI0c8t9K0NTylQ0FRdwQXMBElwKxQ1Be0UYXIF5/xhmdGRA9lG5P9fldclvOeeeYRzP/TsblRztSUtJZcKXE+g3qB+Vqz7eI7JH30C69gkg+s8orKytiD4exbpt6/iP2+Pv0AqVKrBl/xaG9h1Ko6bq7wB7h0qcPqpug7b378CIMcOpYF8Rl3ou9H6jj05Mw8eN4MOJH+aI1bVC/RzHhOFIUlkEVpaW/HvmDKamptpjW9euBaBi+fKMGzlCe9zWxgbV9et6y+kTEFDkWLwbNcK7USPtz19NnpTnF1R5W1s83W1p6Fqfwf366d3jp36dOvx95AjmZuohBz5t2pAUHa1zTecOHejQKlSbDPfq0oWkqCjs7Owwe+J9AejYujVJUVGywIooFdeuXWPNmjWsWbOGunXranswnZ2dDR2aVt16bhw/fogVy+cTfnAPu/ec1vk+eR5lZGQycGA34uPP4+buiV+LHpib6c7/jouLRqlM4/79ewDcv3ePuNhoFArdf/srVy7g5w0rWbFyCwEBuo2Id4eok8nriapCxTlq1ARUqIiOOkFoaAiPHj3Ue13lyk6MnzAdgK1bNxIXG82jF2SF6kMRYSgUNvz4084ifW4qVKjIhx9OBuBOagq7dv7GlSsXqVcv74cxv4ZsYO7cacz8ahHOtYfnOH/lyiXiYqP599+b2mNxser/Qx4+fFDoeMXL4dixYxw7dowZM2bg4+Oj7cE0MyubwxwtrCw5cysWM7PH/5bX/r4OgPIVyjNi3EjtcYWtDddViTnKKA69+vemV3/dvcr9evhzKjEq13aliYmJdjXYg2fD9X4fWdsoWLttnba9aG2jICopJsd1e6P3YW6u/gw4VHEkOikGKytLneG/GtE3ojG3yH39EVG6JKksoooVKuj+/Jw8bcsroXz6uryuNc/Hl/uT15iYmODo4KD3OlNT01zPCVGSLly4wIULF1iyZAleXl7axkvlypUNGteECV8yZsxUXunTjhMnjrJ//y78/Ut38YWCunrlEvHx52nRoh0hvx40dDi5+u+HkwDYvHk9oaEhuV7n5FRdm1BdvnxRm/Q87zIzs1Aq03BxqVesDyJq1VTPefu//7v1jCuFKD779+9n//79TJs2TfsAsEOHDoYOq9RVqKTbpixf4floU0L+25V5fR/p68B4miah1LB3tM/1WvvK0qZ8nkhSKYQoU6KiooiKiuLbb7+lZcuW2uFXhupBNzU14cPRn/L2Wz3YGLw6R1KpUkFa2h2MjIywsdGdb52VpUKpTKVcuXI5egGzslTcvavMrsMM8zxWk84PpTKNrKwsEi6r51S7N/AiNVW9SISxsQnW1jmfIpeU9PR0zp8/Q7ly5ahXr8Ezh2kWt4cPH/LP32e5e+8uderUx86uwrNvKiG5NdI0vy9raxuMjcvpPadQ2FKunO6UC015KlXheoiFKIqHDx8SGhpKaGgodnZ22geAzZs3f/bNQgiDki1FhBBl1tGjR3NsUZKRkVHqcTRt2gqA7ds36wwVBPUqzm8N7E79euXZvXubzrkli7/Btb4dkyaO5GlhYTuoV9eWenVt+XzK6CLH2KG9O6717XijfxcAVq1cgGt9O1zr21H3P4oil58f9+7dY/LkD6j7HwXdu7UgoKs3dVysWLNmcanUD7Bp01qca5nTqZMXgT1a4e5WkdEfDiI9l9XAS0puw3k15s+fgWt9O2bOmKBz/PjxQ9Sra0u3gOY8eJD7Ko8yPFUYWkpKCps3b2bEiBEEBgbKFiVCPOekp1KIIli4cKEsMFCKbty4UWJla7YomTJlCpUqVSqxevQJ2fKj9u+//76JQYMez8c2MTFm0eKf6OjTkJEj3uTAwVicnKpz8mQk06ePp1YtF2bMXFjiMU6b/h1376YT/8955s2bjq9vAL37qBfeMjHW/a+kVWsf7t1Nx658RQCsFTa0betLxYr6hzGdOHEUc3OLZ8YwbFg/dv/xO7VqufD2O8O5c+c2K1d8z8QJI6hY0Z7AwL7PLKMoDhz4gw//+w4KhQ0TJ87Atrwda9csYePGNRgZGTF33qoSrf9Jp05FAlCzZm2958eOncaRw/tZtOgbWrfpiK9vAHfupDAsqD8Ay5Zt0tvDa2en/p39efwwHTp0LlKM9eo3oO3tf3VibNvWFwCFIv+rnBfWjRs3GDduXInXIx67dOlSiZSbmJio3aLE2tq6zM67FOJ5JkmlEEVw4sQJQ4cgillmZibJycmlVt+jRxksXPi19ucNP63QSSoBqlWrycJFP/HO24GMGP4mK1f9ytD31Nv4rFwZkmPoa0nQrML65/HDzJs3HTd3T1577S29165Zs1XnZzc3D51VX5+2aOHXLHriPdAn/OAedv/xOy4u9ThwME47pLN/vyG0bv0f/vf5xyWeVM6bq17QZ9HiDfj5dQegW7dX8fKsTHDwaj4e83mJrmiakZHJv7eSOP7nYZYtnQdAr9799V5ramrCkh+C6ejTkGFB/QgPP8uUKaNJTLzKN7OX4ubuqfe+NtlJ35o1i6lk74iPTxcqVXLIMfQa0C64kduq5WPGfP7U9eT5OShu9+/fJywsrNTqE6UjPT291EcGCCGeTZJKIYQwoB3bfyEx8SqBgX05d+4MMTEniYuLwc1Nd1Nqf/8ejBgxlkWLvqFFc2eUyrQ8k4PGjZuzdp16uGy1qjVK/HUUxdCho/Fq1Ezn2KiRA3V+Phi+BwBn5zps2rhae1ylUmFv70hi4lWSk2/g6FiFkqBSQWRkOAqFDR07Pl6x29LSkn79B7Ni+XzOxsWUaFJ55PA++vXz1/68atWvdOnaK9frn3wY0a6dK0plGr1feZMBA4bmek/jxs35Y/dJJk4YoR1WPXLUeCbr2UBdkZ1olsZDDSGEEM83SSqFKIIRI0ZQq1YtQ4dRZpw4cYKNGzeWWPmmpqZ4enpSt25dfv755xKrR0OlgvnfzwRg+IixnDoZyeTJH7Bly496G/HjJ3zJzp2/ER9/Hj+/7nkmB5UqOWh70553LVu1z7GlyNNJ5d9/nwUgLCyUsLBQveUkJyeWWFJ561YSAI6OTjkWvtEkklevXS6RujXquzbkh6UbCdu7g+Dg1Qwe3Jvg4N20a++X6z3+/j0YOPB91q9fikJhw6yv8p5/evduOsOC+hMff562bX159bW38PRoovdau/LqBYo0Q2afNw4ODnz00UeGDqNMWbx4cYkNgQWoUqUKHh4e3Lt3j4iIiBKrRwhRcJJUClEEzZo1w9NTf0+RKH737t0rkXJ9fX21y9gbGxuTkpJSKkllRPge4mKjadvWl0aNvKle3ZnJkz9gzepFjBs3HVNT3a/ouLho4uPPA3D06EESE6/i5FS9xON8HpQzUidywcG7adqsld5rLCysSq7+7OX09a22qlkpNbdhoMXF0bEKgYF9CQzsS8tWHfho9GCWr5ifZ1KZmppCeHYvr1KZxp9/HqZjx665Xh8WFkp8/HlefXUg3y9Yl2c8Ph27sHbdNho3blG4F1TCrK2t6dSpk6HDKFN++umnYi/TyclJu0p3w4YNAVi1apUklUI8ZySpFEKUSc/DdiKLF88G1MMLAeztHeje/VW2b99MePhufH0fD7NMTU0h6P3XAfUejPO/m8GwoP5s3nIAExPjHGVfu3aZiAj1fLK6dd1o0uT5bPjn13/qukIo3L79L1ZW+d++xNpavTLt7f/795nX2mQvHpN6JyXHuYoV1fuhXb9+hYyMTJ33/PLli4B6uOnTIiPDuZbdg9mhQ2cqVSqefdU0vdBXrybkeo1KBWM/eZ+EhHiGDRvD+vVLCXr/de1iT/qcPn0cgK4BvfWef1KVKtWoUqVaIaIXIm+ynYgQLx7ZUkQIUWZ4eXnx8ccfs337dhYsWEDv3r0NllDGnoli//5duLl70r7941U2+/UfDMDG4NXaYyoVjPn4PRIS4vnii3lMmPAlgwaN4PjxQ3z99ad6y4+Li+Gj0YP5aPRgnbJeVO3bq+cSLlkyh0ePdLd9ycpSceniP3rva9lSvYF6xOF9z6yjbTt1r9aRIwdynDMyUq9cqlSmsWvXr9rjqal32LRxDQANGnjluG/pD3MZNXIgo0YO5NIl/TEWhp2deoXizDy2wFm9eiG//76JgIA+fDZlNnO+XYFSmcawoP453kOt7F7X3FbqfVJoaAhr1izOdTiyEAVhZmZGQEAAc+bMYc+ePUycOFESSiFeINJTKYR4qdWtW1c7tNXZ2dnQ4WgtWTIHgNGjP+XJUZMdOnTB3t6RrVs38tWsJdjZVWD1qgVs374ZP7/uvPvehwB8NmU2hw/vZ8H3X9GyZXudXs2XUZs2HenZ83W2bt1I165NGThgKFZW1ly5conNm9dTo4az3pVF7ewq0Lq1D+EHdtMtoDlt2vpiV76CtndYtw71yqczZ07i9OnjuNSpR6NG3nTv/ioAoz/6jIiIMIa+9xoTJnxJJXsH1q5ZglKZxsCB71O1FBdE0gzHzW2vydOnjzN50ijs7R2ZPWc5RkYQGNiXgwOG8uOPy/j660/1ztu9n12evmG+T/t+/kxOnz5OQECfl/7zJ0qOj4+P9jva1NTU0OEIIQpJeiqLSWZmJmlKJXez53w9evSINKWSBw/z3qDakI4c/5NX3n2XuUuX5vueX7Zt45V33+W3nbt0jqcplaQplQBkZWXpvBdClLZq1arxzjvvsHbtWjZs2MB77733XCWUSTeu88sv63Byqk5AwCs650xNTbS9lTtDQ4iLjWby5A+wt3fk27mrtAmopaUlPyxVL1o0LKgfycklt4enPsUxf7CgZXy/YD2fjJ2qfU8++mgI3377BQ8fPsS/c2Cu9836egntOvhz+vRxFi6YxQ8/fKv3OktLS9au24abuyehoSEsXDCL3X/8rj3furUPy1dsRqGw4auvJjP2k/eJiTnJoEEj+GLad3rLPHfujPbvzs51CvR682JkBE5O1UlIiOfWrZs65+7eTefdIerP1dJlm6hQ4fFCOlO/mIuLSz0WLphF+ME9OvdlZmYRlT381cG+ZBY8EgKgefPmTJw4kb179zJ79mwCAgKem4QyPU1Jetrj9kx6mpL7d3XbM5mZmaSnKbmXfjfPsjIyMkhPU/Lw/oNCx/Pn4eO898oQls193Fa7c/sO770yhI+GjC50uS+6zz78lPdee49/bz57agOo576/98oQhr85nKysLO3xzMxMUlNSUaam6Vyv+R1rfvePHj0iPU3JgwfPb7ve0KSnspjEXbiAh68vjvb2JEVHs3HrVgZ+8AG9unbh15WltyF2QVxPTiIkNBRry/wvbvH3xUuEhIbSqGFDenXtoj1erUkT0pRKzoaHY25mRu0W6vlbquvXiz1uIfSpWLGidg5Os2bNnn2DAVWuUpXriapcz0+e/JVOL1Ju19av3yDXc35+3fOso7CaebcutnLnzFnOnDnL9Z7TV4epqSkffzyFDz/8lKtXL3E3XUnFivY4Vq5KXvlpnTr1Cf75j3zF5OfXPc9Vc7t1e4WuXftw5cpFHjy4T82aLlhYWOi9NikpUbuw0kcffVZs8yk1AgP7snTpXFq3qoObmyejRo3Hv3MgVlbWnDh5Re89VlbWRBw6p3Psxo1rjBo5kPPnY7l1Kxk3d0+q52NrlB2hx4rjZYgyomHDhtp57E5OToYOJ1eNqzVGmaYk4mwEpuZmtKitHoJ7XZWoveavkzEENA/ApZ4LEecO5VrW6WOn6NmmJx5NPNh1In/fQU9LTkxmR0goltaP22oPHzxgR0goChsFc1fOK1S5L7p9O/cRfz6eSV9OpJJDpXzdsyNEPVR//pr52tEeO0NCGdp3KA6O9kQlxWiv/TvuAh09OmqPbw3eygdvjaJrr66s/PX5bNcbmiSVxcTCXLdRoWlkmJuaGSKcUmdpYUGaUompiQmW5uYA2CgUBo5KvOwsLCy0w6batWtn6HBEKTE2LketWi4Gq79cOaN81X/smHp1SoXChqHvF//WFhMnzcTN3ZPYM1EkJV3HwsKyUOWoVCrKl69A1669qe1Sl75939G7+JMQBVWnTh3tw746dYqvp74kWVpaoExTYmxqgoWFuj2jsClae+ZBEXoqRekwMdftKTfL/t1rWFpa6L1OPCZJZTGxtlT/Z25nq1490CI7sbK0LNx/8i8ahbU1ybduYWVhgVl2Qm2Zy9N7IYpKswVIp06d8jX3SwhD+OuvUwD897+TsLOrUOzlm5ub06/foCKX4+RUnRUrtxQ9ICHQvwXIi8RKYQ3Jt7C0tMBc056xlPbMy8oke+sus6c6gays1O13Gzt1u948O8nUHBc5SWusmGieZtlYq5e61ySZlk/0YB46fpzUtDQ6tGqF1RPJZuKNJE7HnqFq5Sp4NXDXKTc8MhJlejptvL2xfWKVSmV6OkdPnOTMuXN4NXCneePGOmUCpN+9y8GjR7G1saFV06b8dfYch44fw8bamoGvvfbM13QjKYm9ERGkpafTxMOD5o0b53qtIntYhpmFBVbZX8IK6/wv+y9EfigUCvbt22ewFVuFKIiJE2cwceIMQ4chRKkJCgp64VdstVao2y7mFhaYZyeTVoqSac/cVaYTGR7JpX8u0bRVMxo0aoCxcdFHCdxVpnPy6AnOnjmHu1cDmjRvjEURkqFbSTeJORlDlWpVcPPUbacePXiUe+l3adWhlU4dyYlJnDl9BvvKDng08dAez8jI4Mypvzh17BRO1Z3wbtOcivYVeVps1BmSrifh0dQTU1NTjh86xoW4CwS80g3nOs55xpuRkcHpY6c4dew0Vas70bZTO2yzk8OnaR5MGz81OkPzQEHzedC8Ngt5wJArSSqLiXl2z6TFU710Tz7RmPLNN4RFRLBrwwY6d+igPb5k7Vq+mDcX93r1OLN/v/b4/QcPaN+nDwB3zqnnwKhUKkZNnsyi1atzxDBh1ChmTpqk/fnvi5foNnAgTT08aNeiJfOWLwPA090tz6Ty4aNHvPLuu2zfo7uIQ5+AALzc3PXeY5O9F5yluTnmZuqnPQrrktuIXJRNPj4+hg5BCCFELl70hBLA2iY7ibAwx9xc3Z6xLuakUqVSMWX0Z6yYv0LnuMJGwfJfltO+c4dc7nx2uZM/mMTqhatznBs18QMmzZiU86Z8iL9wkQHdBuDl3YjQY4+3EFKmpvFKB3U7dWXIKrr27qo9F7w6mJmTZvLRlI+0SWXw6mA+GpxzcSGfLj6s3LJSJyn9duocdoSEMvXbqXzz+TcosxdPqlO/Tp5J5b7QMIL6BWmvB/X7+kPwD3qv1ywQ9fTceE1nkSaJ1PRWFyU5f9lJUllMNMNdNb1zmrkt1k/MceneqRNhERFEHI3USSp//WMnALHnz3Ptxg2qVVGvuncqWj1h2Kd1a20v5aezZrFo9WpsFAre6duXxg0aEnnqFEt/XM9XCxZgX7EiY4YN04ntREwMJ2Ji6O7nR1vv5lR3yntVvw8//Yzte/Zo6/B0dyc8MpJ1v/xCSKj+/cg0ybPmfQCwLMACQEIIIYQQhmZppRl59bg9U9yJxPwZ81kxfwUKGwVvDX+b2i7OHAwLZ9vG3+nfpT9h0WG4ergVuNxZn81i9cLVKGwUvD7odRp6NeDk8VOs/2E9C2Z+T6VKFQkaM+zZBT2lUXP1SLWo46dRpqahsFW3SY8ePKq95sDu/TpJ5aF9hwFo16k9oE72NAllrzd609anDZcuJrDlx83s37WfEW+OYOkvy3JMafn8489xcLSn3+B+1HSuSb0G9XONM/7cP9qE0ruNNz1e7YFSmc7m9b8woNsAvfcYGasX7Hm6p1Lz+9f2VFrm7CwSuiSpLCblypXjYUKCdol8T3c3HiYkaFeXAvBrp/6H9UdEOF+MHweoh5hGx8Zho1CQplQSFh7OW337AnAwMhJQJ6MA0bFxzJg/H4Bta9fSvmVLAIa8+Qbd/fzoNXgQn3zxBa/37EmNqlV14ps7dSqjhw595us4duoUS9atBWDr6tX4tG4NwNABA2jdrBnDJ0zQe9+OdetRqVTa1//keyGEEEII8SJYv0O3PZPw8HKu7ZnkxOQ8t/W4eeNmjmMXYs8z61P16t6bwn7Bq5kXAAOD3mJqzan8MHsJU0ZPYePeTQWKOy46lvlfqrc2WrttHS3bq9uI/d99E79ufgzqNYipn0wl8PWeVK1RNa+icjAzM6Xbq93ZsXk7p4+doq2fuj17YPcBQN0TuOOX7cxcqH5dDx485GD2uSYtm5KVlUVQvyAAJs6YyAcT/6st+63338LPqxM7f9vJ9l+20at/b526Xeq5EHIgBIcqjs+M839j/ocyTYlPFx/WblunTVDf/eBdujTtTEJ8Qo57ND2Vpma6cyrLlSun87t383Qn4eFlnXa90CXvTDEyNTXVfoCNjIwwNTXVGRvv4eaKo709kSdOoExPB2DPIfVS1NPGqpPMXQf2a6/fd1h9zr+9ulfzZHQ0AIP69dMmlBo9u3Smu59f9nUxPG3EoEH5eg2nz6j3VHvrtde0CaXGsLffxtNd/5MzExMTnT2mnnwvhBBCCCFeBAVpzyjTlASvCs71T1hoWI57Th5TL+D19vC3tQmlxpjPPgYgIiyCzMzMAsUddULdRuw3uJ82odTo3LMLft3VbcSYk9EFKlfDL8AXgKMRkdpjO0J24FLPhTffe4Obybf4O+4CAGdOqduh3foEYGZmyqV/LqFMU+LgaM/I8aN0yq1ZuyZjPh8DwMnjp3LUO3DowHwllPC453T691/q/M5s7WyZ9t00vfdoVro2Ns6ZEj2rXS90Sau/FBkZGRHY2Z8VP23g2MlT+LZryx/Zcyjf7vsaP4VsYesfu8nIyCBLpWLX/v042tvj4eYKwPHoKAC83PXPa2za0IPte/ZwKiZGZw/Jph4emOVzU+FTMX8B0MTDQ+/5lo2bEh0bl6+yhBBCCCFeVgobBT/t/CnX83HRcYwfPl7nmCapW7t4Lbf/LyXXexP+voRL/fxvwxJ9Qt1GdPdsoPe8R1MP9mzfQ8ypGLr06qr3mry06aTetit8Tzif/G8s8RfiSbySyPBxI2jXsS1L5y4jfG84/3GrS2S4OvHs1E090i72tLrDolHLJnp7+hp4qdu1pyNzJpV13ermK77Eq4naeZT65lw+vcCQhiZpNDc313te5J8klaWsSwcfVvy0gYPHIunQuhW/7txJG29vKtjZ0aNLZ46dPs2JqChtd3sPfz/tP8CEq1cBqOKg/4mNo4O9+rrr1wod35XE63nW4VSlcqHLFkIIIYR4WTg6OdKstXeB7rkcf1n799+Dt+Z6XXLSzQIllVcvqduIjlUc9J53cFQfv3a5cG3EGs41cKnnwvFDx7mXfpeIPeEA+HT2wbtVMwD27tjL4FFDOLRPPdKutW9bAK5fUbctnarpX9OjkqO6/XrpwsVCxQbq1WYBarnU0pu4OmTX8TTj7KRSs7WIKDwZ/lrKfNu0ASAsIoLTZ86QplQS6N8ZgK4IhWc+AAAPi0lEQVQdfAD1nMvwY8fUx3w6au9t0kC939O5+H/0ln3+YjwAnm4Fn9yt0bB+/TzrOHvhQqHLFkIIIYQoy9yye+U+n/0511WJuf55egjrszRsom4j/nM+Xu/5+Avq4+4e+nvs8sO/p7q9evLYKfbuVA/tbdGmORZWlvh19yMsNIzUlFTCQsOo5VKLWi61AHBtqB5xd+6vc3rLvfj3JUDdk1lYLvVcAEiIT+Dh/Qc5zl/655Le+9y93Dl7+xwrNq/Qe17knySVpaxSxYq0aNqU8MhIfgtVr/ra2Uc9Z7KJhwc2CgXb9+xl32H1qlkdn5jX2NhTPSR1b3g4WVlZOuU+evSIPQfDteUUVqPsxHX3gQM56lCmp2vjEkIIIYQQBePVxBOAwweP6D1/K/kWN28kk5GRUaByPRqryw3fc1BvG/Hg7oMANGxS+DZiR38fQL1Az+6tf9C1V1ftKqn+PfwBWD5/OQBd+jweYuveSD0kNzI8ktv/3s5R7uH96p7NRs0aFTo2m/K22iT22BPzPjUiwiL03mdsbIytnS2Wsg1ekUlSaQDdfNWTnad9Nw9He3vtHEljY2Ne7d6dyBMn2L5nD80bNcK+UiXtfS0bq5/ghEdGMv2777RfGpmZmYyf/iWx589jo1DQuGHDQsfWqllTAA4dP860efO0dTx89IihYz8h+datQpcthBBCCFGWNW2lbmft3voHS2YvRqVSac9tXr8Zz8oetKnXhoyHjwpUbpMW6m0/IsMj+e5L3Tbi9AnTOR97HoWNAo/Gj9uIfx4+zr7QMG0v5rM0b6veh3TBzO8B8O/hpz3Xzl+9Iuzsz78BwMfv8dZ59o722r0qRw4YodOTuGPzdlZ+v1JdRqe2BXjFOfkH+mfXMZLEq4na46ciT/Lpfz/Ve8+RA0fw8+rEyIEjC5zIC12SVBpAl/bttX/v1aWLzthvTcIJ0M3PT+c+pyqV2btxIwCff/MNdq6udH3zTSq4uTF32VIA9m7cqN3TsjBqVa/Oxh/UG8T+b/ZsnBo1ovMb/TGvVYuff/2NpkXoBRVCCCGEKMsqV63Cxt3BAHwx9gsaVfFkSO/B+DTowAdvqVdG/XLBjALvjVm5ahXtNiTfTPkaV7v6vNn1DdwquLLsW3UbcdPeTdo9JgGC+gcxoNsA4qJi81WHhZUlvgGP26nt/B8njs51nLVDUAFatGuhc++arWtxcLRn/679OFs683qnvrSq05L3XnsPgK8WfVXg+alPmzRjEh5NPLiZfIumNZoQ0DwAP69OdG/ZXZvUPm3Fd8uIjY4l5MctnD6Wc6EgkX+SVBpAUy8vbBQKALp27KhzrlPbx09punbowNN827Zlx/r1BHb2J02pZFf26rF9AgLY98sveDd6PHTgWftEapLZpzd87RsYyMo539LG25vkW7fYfeAgjvb2rFuwgH69euX/hQohhBBCvGSMsttPz9o6Lbfzbf3as2brGvx7duZm8i12/raT87Hncfd0Z922dfR9u2+Oup5sq2mOWVpa6Jbr25Yfd/yIf8/OKNOU7N+1H1Bv7fHLvs14eT9uI96/e4/EK+revFY+ulvI5UWzoqtLPReq16quc65rnwAAfLr45BhOWqVaFbYcCOH1Qa/j4GhPRFgECfEJtPZpzeyls3l7+Ds615d7xsI5+t5bCytLVv26mv7vvoHCRkHU8dPERsfS4/VA1v6+Vm85Pl3U7XAHR3vt3E9ROEaqJ/vdS9DXX3/Nrp072fvjj6VRXZmQkZHB1cREalStWmL75txOSeHu/ftUrVz5mUlqWRJ58hQjP5/CypUr8fT0NHQ4opilpKTg5+dH0LCx9OjRz9DhCCEKaObMcSTdSCA4ONjQoYgSsGrVKhYuXMiWIyE6e0q+iB49esS1y9dwcLTH2kZRbOVmZGSQeDWRqjX0txHPxsTh6+mLl3cjQo+FFlu9+aFSqUi8mkjFShUK3CObX5mZmdr39VnzJe/cvoOVwspgn6VL/yTwQb+RzJo1i06dOhkkhuIg6+e+wExMTHCuUaNE66hgZ0eFEq1BCCGEEKJsMjU11buvYlGZmJhQwzn3NqJmxVXNAjulycjIiKo1qpZoHcbGxtSsXTNf15avUL5EYykrZPirEEIIIYQQZUj8efXWce06tTNwJOJlIUmlEEIIIYQQZYi1whqfLj40al74bTyEeJIklUIIIYQQQpQhg0YO5qedG174Oani+SFJpRBCCCGEEEKIQpOkUgghhBBCCCFEoUlSKYQQQgghhBCi0EotqTQ2NiYzK7O0qhOiRGVkf5bLlZPnMkIIIURp0vzfm5mZZeBIhCg6Vaa6TVlSe86XllJrEdva2qJUppORkVFaVQpRYlLupAJQvrzsbSSEEEKUJs3/vam37xg4EiGKLvW2uk1pa2tr4EiKptSSyurVqwOQcO1aaVUpRIlJuK7+HFetWrKb9wohhBBCV7Vq1QC4niBtSvHiu3ZZ/TnWfK5fVKWWVNavXx+A6LNnS6tKIUrMX+fP4e7m9sIPVRBCCCFeNK6urgCc/UvalOLFd/avszg4OFC5cmVDh1IkpZZUuri4UK1aNQ6dOFFaVQpRIlLT0jh2Ogrv5s0NHYoQQghR5tjY2ODl5cWfh6RNKV58Jw+doEWLFoYOo8hKdZWRTp06sf/IEW7cvFma1QpRrLaH7QPA19fXwJEIIYQQZZOvry/nYs5yIfaCoUMRotDC/zjInZTUl6JNWapJZa9evQD4eevvpVmtEMUqePs2mjVrRoMGDQwdihBCCFEm9ezZEzMzM7b9vNXQoQhRaL8H/46LS23at29v6FCKrFSTylq1avHKK6+w/tcQzsfHl2bVQhSL5cHBXE1M5K233jJ0KEIIIUSZZWNjw9tvv03Yjn2cPnrS0OEIUWA7Q3YSFxXHwIEvR5uy1DfZGzZsGOXLl+ebpUtLu2ohiuTUX3+xZP16unfvTps2bQwdjhBCCFGmBQUF4ezszNLZy7h/956hwxEi3y5fvMKyOcto1aoVPXv2NHQ4xaLUk8qKFSsyfvx4Tp05w7Tv5pd29UIUypXERKbMnUvNGjUYO3asocMRQgghyjwjIyPGjx/PlUtXmPPpbEOHI0S+KFOVzP1sDuZmZowbN87Q4RSbUk8qATp37szIkSP5bc9ups//3hAhCJFvFy5eZPTUqaSmpzNt+nQUCoWhQxJCCCEE4O3tzeTJkzl6MJKZY2eQkZFh6JCEyNXNGzeZ+t//8ffZv5k+bTo1atQwdEjFxsRQFQ8ePBiVSsWiRYu4mnSDcUFBuNSsaahwhNBrR9g+ZixehJWVFfPmzZPFeYQQQojnTJ8+fcjKymLmzJl88s4Yho0fhqunm6HDEkJH5IFIlny1iDspqcyZM+elm0plsKQSYMiQITg5OfHVV1/x+siRDHn9dQb06kV5W1tDhiUEMXFnWROymf1HjtKsWTMmT578Uj1NEkIIIV4mr776KpUrV2bmzJmMHTKWnm/0pPeAPjhUcTB0aKKMu3ThIlvWb2Hf9n24uroy99t5uLm9fA89DJpUAgQEBNCkSRMWL17Myo0bWbVpEwE+PrRt5o2nmytVHOTLQJQ8lUrFhYsX+TMmhv1Hj3Lyr7+wsbFh9OjRDBw40NDhCSGEEOIZ2rZtS3BwMIsWLWLjho1s3bCV1n5taNGuOe6NGlClWhVDhyjKiCvxl4k59ReR+49y8shJTEyMGTp0KEFBQYYOrcQYqVQqlaGD0Dh37hy//vore/bs4fbt2wBYWVlSwbY8JsbGBo5OvKzuP3xA8q1/0fxTcHV1pWvXrrz22mtYWFgYODphCCkpKfj5+RE0bCw9evQzdDhCiAKaOXMcSTcSCA4ONnQowkAuX75MSEgIu3b/QfKNJAAsLMwpX9EOExOD96mIl9TDh4+4fev/tHN7a9euTZcuXXj11VepUKGCgaMrWc9VUvmkmJgY4uLiuHr1KikpKWRmZho6JPGSMjc3x97entq1a+Ph4UH16tUNHZIwsNTUVHx9fRk6dAw9e71h6HCEEAX05fRP+Pffa2zYsMHQoYjnwNmzZ4mNjeXy5cvcvn1bFvMRJcbMzIxKlSpRq1YtGjZsSO3atQ0dUql5bh/VeHh44OHhYegwhBBlkK2tLUZGRqSmphg6FCFEIaSmpVC+fHlDhyGeE66urri6uho6DCFeagbZUkQIIZ531atX5/r1y4YOQwhRCInXr1CtWjVDhyGEEGWGJJVCCKGHm5sb58+fMXQYQogCunbtMrdv//tSrq4ohBDPK0kqhRBCD29vb5KSrvP3hVhDhyKEKIA//4wAoFmzZgaORAghyg5JKoUQQo+OHTsCsG9fqIEjEUIUxIH9O/Hw8MDZ2dnQoQghRJkhSaUQQuhhZ2dHz5492b59I7dv3zJ0OEKIfDhyZB8XLsTSq1cvQ4cihBBliiSVQgiRiwEDBpCZmclPPy41dChCiHz4ecMy6tSpQ+/evQ0dihBClCmSVAohRC7q1KnD4MGD2blzCwcP7jJ0OEKIPKxc+R3x8ecZPny4oUMRQogyR5JKIYTIw8iRI2nSpAlzv/0fsbGnDR2OEEKPHds3EbJlHQMGDMDHx8fQ4QghRJljpFKpVIYOQgghnmc3btxg+PDh3L6dwoSJX+Pl5W3okIQQ2bb9HswPP3xDp06dmDVrlqHDEUKIMkmSSiGEyIeEhATGjh1HfPw/vP/+JwT27G/okIQo07Kysli2dDbbtm3E39+fmTNnGjokIYQosySpFEKIfEpLS2PatGmEhYXh5eXNa30H0ahRC0OHJUSZs2f3VjZuXEli4lUGDx7MyJEjDR2SEEKUaZJUCiFEAYWEhLB8+XKSkpKoV78hbVr74uXVHJc6rhgZGTo6IV4+9+/f5/z5GE6ePEr4wT9ITk7Ey8uLoKAgmjdvbujwhBCizJOkUgghCmnTpk3s2LGDmJgYAMqVK4eDQ2UsLKxAkkshikyVpSI9PY1//72pPdahQwcCAwNlQR4hhHiOSFIphBBFlJiYSFRUFPHx8SQnJ3P37l1DhyTES8HIyAgbGxucnJyoV68eTZo0wdra2tBhCSGEeIoklUIIIYQQQgghCk32qRRCCCGEEEIIUWiSVAohhBBCCCGEKDRJKoUQQgghhBBCFJoklUIIIYQQQgghCk2SSiGEEEIIIYQQhSZJpRBCCCGEEEKIQpOkUgghhBBCCCFEoUlSKYQQQgghhBCi0CSpFEIIIYQQQghRaJJUCiGEEEIIIYQoNEkqhRBCCCGEEEIUmiSVQgghhBBCCCEKTZJKIYQQQgghhBCFJkmlEEIIIYQQQohC+3+7FpHc4qiZNgAAAABJRU5ErkJggg==" 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" + } + }, + "cell_type": "markdown", + "id": "bacdbfa6", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# 算子的工作原理\n", + "\n", + "## `MapOperator` 工作原理\n", + "\n", + "![image-3.png](attachment:image-3.png)\n", + "\n", + "![image-4.png](attachment:image-4.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6425fbb8", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + " with DAG(\"awel_hello_world\") as dag:\n", + " task = MapOperator(map_function=lambda x: f\"Hello, {x}!\")\n", + " \n", + " \n", + "class DoubleNumberOperator(MapOperator[int, int]):\n", + " async def map(self, x: int) -> int:\n", + " return x * 2 \n", + "\n", + "with DAG(\"awel_double_number\") as dag:\n", + " task = DoubleNumberOperator()" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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UrWott+369YtI+a8GlolpOVha2uRprAXF+/fRmDN7HA4e/EtpGysrW8yZuwrNmrX+hpGpT0zMR/g+SKtbZmllCxMTMzVGRETq5HPnPgZ07A8AQhLknyOnUMvETmjz+4rZ6NK7C/6Y/weWz1oGQJo08bzhiQC/AIzoPQIA8KNzV/x94RAaN2/8ja+CCjLeSRZS0R8/iJImgHT4S2qvkrgvX3DqwgW4DxsmrHNr44p1ixZCW1sbJ3ftQiM3N4SEhuLA8eN4+uwZjmzfjorlymV6bkuLKti8bDl6Dh8GABgzcyYeXryYpV4rsjQ1NTF+2DBUKl8ePX75BbPGj4dLkyYwNioDAIiP/4ojp04J7d07dYKGpoawfOe+DwCgXu0fAAAVzcpn6/xEVDiFhAQhJCQIp08fxZ69p1C3Lr84ZdW6tUuwYMGUDNuEhAShbZu62Lr1MJyathRt696thfDaqVkrHNif9Sd5hdWTJwHo6d4aYWGvMmwXFOSPXj1d8fus5Rg2bPw3ik59QkKC0KNH2udn6tSFGDV6qhojIiJ1SkhIRER4pNx62XURb8MxtMdQ/ONxUli359ReWNesDuua1fH29VvMnSh9INu9RTcsXLsQA38dlPfBU6HAxEkh1bxhY7yLiICvv3Sojr2tDapUqgRA2sXN8+w5tOvbV7TPq9dv0KpnWq2QiKgo4bW3nx9qODvjzJ69aFjXMdPzu7t1woHjx3Dk1CkEhYRg9yEPDOrVM9P9ZCUnJyMlJQXdO3ZEUI2asLSoAgBwql8fADB7xQohcTJq8E9YPW8+ACApKQnzVq7C/qPHUMHMDGvmzYdRmTLZOjcRFQ7m5hYoXkIPABDg7yvaJpHEwq1TE9z1foFy5SqqI7wCxdv7llzS5Icf6qJevSb4/PkTzp//R7j5l0hiMXXqr7h2/bE6Qi0w4uLiMGhgZ4VJkyZNWiAw8CEiI8NF6+fOmQArK1u0aNH2W4VJRKR2JuVM0MatDU4fOy2sa+PWRngd4BcgJEVkLZmxWOkxp42cBj+fh1i4dhF0dYuoNmAqdJg4KaSmjh6F0qUMMWzyZADApOEjYGlhgaK6RVGxQnmYOzoKPU1Sefv5KTyWva0NfP0DECuR4OzVK1lKnABALRtbIbGxeN1aDHDvAU3NrNUjTkpKwogpU+Hz6CH+2b1bSJqkunPvHuaskHbH19fTw+wJabUDNDU1ce+R9FpehYWh+y+/4Nz+/RyqQ/QdWrd+LxwcpMnWuLg4XL58BpMm/iK6Gb116wq6du0jt2+Avy+CgvwRHR2J0qWNULWadZbqkrx8+Rz3vG/B2MQMNWrUgoGBodK2yckpeByY9ru3rLEZjIzKyh1PEiut41S0aDFUsbBUeKz4+Hg8fHgfjx75wNSkHGxr1EL58ubQ0FDYHAAQGxsDL6/rePPmJQDA1LQ86tVrorAOjOfxg6Ll0WOmYfLkBcLx4+LiMGJEL5w5fQyAtMfAw4f3UbNmbQQE+AHpprl/F/ZaSGaZmlVAqVKl8f59NN7KJBEqmVdFiRIl8OpVKLzv3kSxYsXRqnUn0TVl5xpkRUS8Q0hIEIKfPkYRXV1YWdnC0tIWxdINS42Pj0dIcFoCqIyRMYyNTRET8wG3b1/D27evYWVlC0fHxtDSkv6NS0xMwv37txAU5A8DA0M4OjaEmVkFuRjWrV2MkJAg0brFSzaga9c+0NPTR0oK8OjRfQz7paeo3W9jBuKOVyiK/jf89tWrUMTGfBS2V7exh4YG8PjxIwQHP0ZKSgosLKxgY2OHjGTnvVR0zpSUFAQG+CIg0A/mlSzgWLeRsD05OQWvX4fi6dNAhIaGoGxZE1hb15CriRMXF4fnz57IvS/PQ4OFz4tFVWvo6uqKtsfFxeHuf7F/jvsMU9NysLWtBXNzC7nYc/I5IyL1qlSlEjZ7bIFNqeqQxErQyLkRRk8bDQAwr1oZuzftwqJpiwCIa5rcuHRD7lhmFc0Q9lJapsDzwHFMXzQdurqlv9GVUEHFO8lCzPOcdPrhCmZm2OXhgTOXLsHKwgKPr13DpqXL0GvEcMwaOw5d27fHsXOKK0yX0i+JQT3dMWTCePj6B2DKyJFZOndKSgp2ehwSloNCQnDm0iW0bdEig73STJgzF5v27AYANOrUCef//hsVzKRjm+8/fIiWMj1jdq5ejcSvX+EXEICIqCiER0bBoYadMP3ypRs3MHPpUiyaNi1L5yaiwqlYsWJo06Yzgp8+FvWcuHnjsihx8upVKIb+3B0+Pl5yx7Cxtce2bUcU3owdOrQLf6yaL7rh09PTx5w5q5TGFB//BS4utYTlHj0G4I//7RC1mT9vEjw9/xaW34SJExDBwY8xYfzPuH1bfup2IyNjbN5yCPXrO8lt27BhuahgrawpUxZg9Bjx78xnz8XTLrp1chfdWBYrVgwzZixBEZ20p3bvo6U9F11a2MudIyjIX7j2Zcs3oU+fn3H61BGMHz9EaLN7zz/43x8L4OV1XVgX+uKrMPQzu9cAAG/fvsbkycNx7qynwv0mTpqLMWNmQPO/oZ+vXj0X/RtNmDgHhiVLYcaM0aL96tZtjK3bjuDjx2iMGN4bfn73RNt79BiAFSu3CcmVpKRk7Nz5p6jNyFFT0L//MGFZQwOoWbM2tm47jObONYX1kZHhuHL5LFq7dgIALFk8Ax4eu4XtN28FY9LkYbh6+ZxcjNt3HEPp0vK9MLP7XqY/56XLj9Dtx+ZCUrJ+fSccOXoFgLS30pjRA+SSIYD0Z2T9hn1o2bI9AODp0wC4tq4j127f3q3Yt3crAODyFX9RfZzt29dh0cKpCuvutGjRFuvW70XJkmkJzOx+zogof/Dz9hUSIubVKqNd/XYAgE0HN2HouGHw2O2B+C/x2H1yN65duIb30R8UHse1U2tEhUfip66DsWzTMpQ2YtKEMsfESSEVGRWFk//+CwDo0akTAp48EW3v2dkNEVFRMK9QAc9fvkSt6rbCNhOjMqhfJ+1Ly+Y9e1C9miXcWreBbpGsdWPzun8fIaGhonVL16/PcuJkoLs79h49gvDISASFhKBhhw749+BBfPkSD4fW4sJ4XX76KdPjLV67Fp1atc5ybxkiKrzSJxGePg0UXkdFRaCne2uFN3iAtBdKT/dWOHr0KkxM02o+3b59FaNH9ZdrL5HEYvz4IXlWR+Xly+fo0rmp3HCOVJGR4ejSuSk2bNgHt85pCeft29cpvUkGgMWLp0NbRwcjRqS1qVRJ3PNv06ZVWLzkT9GT/6pVrbFxk7hnSm4sWTxDLgGRKifX8O7tGzR1slFa2BYAli39Ha9ehWLFii0Kt1++dFZ0g53Ky+s6ZkwficDAhwgK8pfbfvDgXyhrbIrp06Xdxr29b4j+3czNLTBp0nyF57S2roGZvy8TXe+JE4eExEl6w4f1VJj48/K6juEjemHP7lOiXh45eS/TGzWyn8LP4b//nkT/fh2U7ieRxKJ/vw5YvWYnunXrp7SdMn/9tQHTpyl/qHPhwin079cBe/edQYkSJRS2yehzRkT5x4nDabVLWndoJZpqWFe3CNbuXoeH93wRHBQMswpmMKuQVlC6vlMDlCwl7T0X8iQEd27cRbf+3dC2a3ul5/O75ycqPguIa6q0/KElyhobCctxcV9yfnGU7zFxUkjtP3ZceN3SyQl+gdJaJ4lJSYj78gU62to4euY0Lly7Jrdv+5Yt0cvNDbfu3YObaxvMXbkSr8LCMHPMbzk6v4W5OUJCQ3Hpxg3c9vYWJWWUqVXDFj5nz6HjgP7w9vPDq7AwtOvbF7c8FT8hVKSCmRmKFysmzLDTd/QoBF65widIRN+5M2ePi5YrVDAHACQkJKBf3/aipIlrGzc0bNgM/o8eCDOehIaGwN29Fc79+wA6OtqIjo7Cz0O6yZ3HysoWb968hEQSq/BGO7c+f/6EHt1d5G6+nZ1d8fDhfXh73xLWT5w4FO07dIe2thZOnz4qutE0MjJGr96DUbRoMXgc2i1c//x5k1CxYmV07CidWrFevSbYumW1sN+BAztw8qQH3Nx6omGjZrCzc0C1ajYKhzf06fMzEhMTcODADtF5XVykTwsrV66m8Bplb2bNzS0QFRUBDQ3NHF/D7j2bRUkTp2at0KC+E548DcTRw2lfwPft3Yo5c1ZBT09fLqbUf0unZq3w4nkwQkPTZnE7/t9wJj09fdSr1wS+vt6if58D+7cLiZNnIeIHGnXrNs5wGuf00xE/fvxIadvUpImFhRXCw8NE13z18jn873/zMX78LADI8XuZXvp/K319AwDAmtWLRO169BgA88pV4XXnOi5dSuvt+teO9ejWrR9KliwFd/eBiIqKwL//pt0k2djaw97OAQBgoC+9+fnnn8OYOmWE6PjOzq4wK1cBnscPCtft5XUdPw3uorQYsbLPGRHlH/HxX7FzvfTvsEODOjAwLCnaFh/3BZJYCcYNUVw8e6fnTlw6ewmampr4oW5tYdadmUtmAkWU3xsoKkibne1UeDBxUkj5BqQ97ZItAhsSGoriFhZwql9flEAwNjISzcJz6uIF7Dl8BBbm5tk+d1R0NLbsk34BbduiBSYMGwaXHj0AAIvWrcXRbduzdBwzUxOcO3AATTp3xss3b7Bv/XqUNTLCyEGD8OFjDEqXNkRpw1IwKlUKxkZGMClbVvp/IyMYliwJDQ0NfE1IgF3z5ggKCcG0kaNY54ToO/P58yd8/vwJgDTh8c9JD/y1Y72ojXNzVwCAv/8D0VP6QT+NxIIFa4RlK+samD9vEgDpMJPHj/1Qs2ZteHvfFN0c6+np49RpL1Stao2EhEQsmD8JmzYpH66TU48e+Yhu2u3sHOB54iaK/NczcP36ZUK8Ekksbt64CKemLbFv3zZRrEeOXhGmDu7XbxhcWzsIxUqPHtkn3Ci3aNEOdes2FiWBJJJY7NmzGXv2bAYAmJlVQK9eP6Fzl16oVq260G7Z8k0AIEqc2NSohVV/ZP73YOGidXB3HySqPZLTa4iL+4wff5T+TaxYsTImTJwrDMmpVtUay5fNEo575841pQVYz59/ABtbeyQkJKJPb1dcu3ZB2GZhYYWT/9xGyZKGiIn5ANfWdYR/p8jIcLx7+wYmpuXw7l2Y6Jg2tvLDmWRZWYmnzs5oFh49PX0cO3YNNrb2SExMwv/+Nx8rls8Wth85vFdInOT0vVR0zu07jqF+/aZCAigm5gMqVaoi9FZybu4qvP8A0KVzU2GImbf3LaH9qj+2w8fHS5Q46ezWU25WHdnPEwCsXLkVPXtJe6FOnboIjRpWFZInVy+fw9u3r2FqqniGPUWfMyLKPyLehgvDdO7d8saPzl2FbaP6jcSofiPx28y0h7yydU4AICoyGtvWSH/frd29LsNzObs6IzEhUeE2Hy8f4bh2DnYoaai4nlYFc/m6VlSw8S6ykGroUAeb9+xRuj0+Pl5InPTt+iN2rV2DQWPHYseBA7k+9+wVK4TCs4N79ULzxo1Rx84O3n5+OHb6DB4GBqJm9eqZHEWqlKEhLhw8iHeRUbC3lY5n/n3sWLTt0wcJSYn4sX0HuHfqBBd3aWKmbfMWWDx9OqYsWIBTFy+gpL4B/t60GSWKF0PVypVzfW1EVLD06O6S4XYLCyt06CC9EfT19RZt69t3KGJi0sZH//hjXyERAQAPHtxFzZq18TjwoWi/5cs3CzeeOjramD5jKf7996TS4T855ecrHlowa/YKIWkCAIMGjUR0dCSSk5IAAAmJCUhJAW7euCS0ad68DcqWNRGus0gRHXTo0A2bN/8BALh69V+hbYkSJbB7zz8YPqwnLlxImwpeVljYK6xcORcrV87F9u1H4drGLVfXOOinkRg4UNyjIDfXMGPGEqXnaty4uShxEp4usZHKrXNPIcmho6ONrl37iBInffsNFeppGBgYwtXVTZQ4i46OhIlpOcRKYkTHLaegeKyskiVLiZaVDc8CgLlz/xBi1NbWwtixv+PsmeNCz4qQkCDExcWhaNFiOX4v01u5ahsaN+AYUhwAACAASURBVG4uWmdgYIg1a3cp3cepaUtRbZ6IiHcZFlOWlf5zYGfnICRNAMDIqCxmzV6BiROGCut8H3grTJwo+pwRUf5SwbwCyhobZdjDQ3aozGmv09DQ0kRjy0ZK2yuz9/Q+pdtG9x+FQ7ukdRxXbVsF21o1lLalwoWJk0KqTfPmWDJ9hrC8YuOfCI+MhL6eHmaM+Q0mRmWw08MDAHD2ymX8MnESrty6pexwWfYwMBBrt0ufIOrr6aF9y5bQ0NDAxBG/oudwacG7CXPn4vTevRkdRuRdZBT8AvxRrUplFC9WDOFRUcIMQO1btkTsp0/CtMt2/yVk/J8Ewdc/APp6ekLChYhIVqdOPbB02SahRsf9+3dE2xUVNJV1795t9OnzM/wDxTOS1a0nrmeio6ONRo2cVZ44SV/DIn2PhNRirbJCQ0NEwzY8Pf8WFZ5NTyKJxYsXz4QeA/r6Bti95x88fxaMY8f34/jxg3LTPKcaNKgzjh+/LppZJbvS34gDwIsXubuGjx8/4J+THrh58zIe+T9ARPjbDJMQ6cn2pAEAw1LiooKpQ79SGRkZKzxOqVLiAq3BmXw+3r4V9zBRNEtPqvSfQU1NDTRq5CwakvL0aQAMDAxz9V7KUlSAONXzZ8E4feYobt68jOCnjxET8yFb77kioaHBothr1ZKvYWZjI/4Z9vHxUlgXRtHnjIjynwVrF+LFsxcAgKCAIBzcIR0e2aVPV9Swt0XpMmkJ5vmT50OnaPamGA57FYaZo6cDAJq1dka/YfK1yzLzKVaCMQOkxcNr1f0Bo6aOzmQPKiiYOCmkzExNMOnXtKcnl27ewKkLF2BmbCysT02chEdGCjPY5EZKSgrGzZktLE8fPQZF/7sh+bF9O6HWyZlLl7D78GH07dpVyZHElq5fiz2Hj0B/6lQ8unQJH2LSntKVMSyVwZ5E9L2zsLCCgUFJJCUlyRV/XLJ0o2ia1eCnj9PvnqFXr6Vf3l6/FBfCLlvWTK6tWTnVd9mVHaYDyN+IK/Ly5fNsn+fduzdyN8qVq1TFmDHTMWbMdHz+/Ak+Pl44e+a43JCkixdP5ypxYmgoP9NBbq7hzp1rGDL4x1zdtGuoaI5aExPx5+TRQ58M26cvOFsug8+UsXHmn8G3Ya/x8aPiGScyoujzACj+twKAnTv/xJTJw7N9nsy8eiX+uZMt1pyqbFkT0fLzFyFybQDlsRNR/tKhe0fh9b1b3kLipK1bG3To3hG3r94Wtp8+djrbx/8s+YR/jkh7VBqZls1RjAkJicIxkpNTMmlNBQkTJ9+ZsPBwTFu8CGHv0r402lpZoVeXLti+f7/cTDjZMX/1/3DusnTqQQtzc/w29Gdhm7a2NtYuWCDUWxkxZQraOjujTOmMv6y8j4nBnsNHAABly5RBBTMz3PdL6xZvVIqJEyJSbvWanXBwqA8AcOvURFSfY8vmPzB+wmxhuaZdbdH2jZsOQktLXKzz0ycJSpTQAwCUKSP9UlXNsrpov1cvn6Nylaqi/dIXAlXmY4z8jeynTxIFLeXjDQt7KdfbIT3LdL0l7OwcMOa36aJ1CV+/AgB0/hv2U7VqxkMrixcvgUaNnNGokTNsbOwwdmzacAlFUyTnVk6vITk5RS5p0qiRMxo3aQEjI2MEBj7E9m1rVR6vMra2tUTLV6/+i48fP4imzZUlW+8DABwcGihsB0h7Y9SsWVu0Lv1nsJK5BQzTDf9RxedBVnDwY7mkSfv2P8KhTgMYliyFjRtXKpyBKCtkpyMGgJcvnsm1efPmpWjZxrqmXBsiKvhOHTsNT48TqGad9rd3yJgh+Pr1K3Zu2KnGyKgwYeKkkLpw9RoehwQjKDgEj548FhIasRIJFq1eA3tbGxiVlj6drGltjREDB+LR48AcJ072HTmK35csFZY3LF4sN3Vx2xYt0KNjRxz09ESsRILBE8bj0KbNGRZsPfZP2jj6/t27Q0NDA77/zRAEAEZlMn/CSkQEAJOnzEe3H9O65K9YMQf9+g+DsbEpAOCHH+qK2tes8QOqWFhmetyaNX4QLZ89dxxDh44Vlj9+/CCaPUSWtra4kv/1axeQlJQMLS3pjB4JCYlytVdSpc4wkur+/TuixMmHD+8xZfIwJCUlITk5Gb16D0bLlu1hZGQsJA+srWugXbvMe/9JJLGwsjQQlp2atVI4Q4lDuplftDKYxSw2B70dAGnPgpxcw8OH90VJk3HjfseEiXOE5WNH93/TxImNjR0sLKyEIVwSSSx++20gtm49IhSsTXXu3AnRjEYA0KGj/ExOqc6cOS5KnHz69EnuM2hhYQUdHZ0cvZdZdfmS+DNy4MA5ODVtKSw/eHA3y4kTySfxFNImJmai2G/fvoqEhARR4fs7t8UzB6b/GSeiguPt67e4c+02goNC8PTxUzzwSuuld2TPYQDA4NGDhXVdenWBlrY2EyekMpxrrZDq9esIjJg6FX9s2SwkTWSlJk0A4KCnJ8rY2GD/0WM5OtfV27fRW2ZYUM/ObmjdrJnCtivnyHxJPX1GNLRHkW0H9guvu3foAAC4cz+tu729rW2WYhw0diwmz58P/yDV1hggooIjtVeErHVr02qA2NuLp0qfPHkYvv73tB2QFo+1tzOBlaUBrCwNsGHDcgDS2XZkzZ41Dp6ef+Pz5094+jQQo0b2VTo0REdHG1ZWab/HJJJYbNy4AjExH5GQkICFCyYr3bdGTXHCZvq0kcIT9oSERCxeNA3Hjx/EyZMeOHXqiDBsQfY9OHRoFy5eTOvOnJCQgCmThwvXaG9ngri4OOjp6aNV67Qu0lcvn8OqVfNE709kZATmzBZPA1nDRnmdGB8fL6X1UTKTk2uIiHgnOsaX+LQiglFREVi/flmOYsmNESMmipbPnD6GiRN/xl2vG0hMTMLr1y+wa9dG/Dqit6idnZ0DHBwaKj3uiuWzceDADsTGxuD5s2CMGztINLTLxtZeSDDk5L3Mqnfh4gK78V/jhde+vt44fFh5Efv0D1XOnD6GqKgI0TrZ2ENDQ7B06UwkJiYJx1+0aJqofc10yUYiKjgunb2EYT2HYdnvS3Fkz2GEBMkPvSuhrye8bt+gPdo4un7LEKmQY+KkkLKuWlXhemMjIzy5fgPnDx5UyXlOnDuH9v36Ccv169TB1hUrlbYvb2qK3WvSpvdcs3Ublm/YoLBt8PPnuHpbOlbR3tYGtlZWCHv7Dp5nzwGQXkvFcvJjmhV5/vIllq5fj2mLF2WpPREVTpMmzxMtb978B17818Xf0tJWNNXqtWsX4FinIkb82gf9+3VAG1dHREaGQyKJhUQSi1atpMlcR8dGsEt3Q/bL0B6oVlUPTZ1s5IZYpFe7dj3R8vx5k1Dd2hDmlYpg40blv0+rV7cXTZcbGRkOxzqV4Nq6DmrYlsbOnX8K2ywsrITimUN/GSc6Tp/ebeHWqQnG/jYITZ2qY+fOP4VrdHZ2FaZn7dFjgGi/ZUt/R2VzXbi2rgPnZjVgb2csN9tOn74/i5bTv08uLrVgb2cCD4/s1dnKyTXUqSNONKxftxTt2tbDz0O6oWGDqnI1cL6FXr2HwNlZ/MV+396t6NSpMSpV1EZdR3NMnjRMVAQVANas3SX0SlJm7G+DYG1VEo0aVZMr+PrzkDHC65x+HrKiQYOmouX+/Tqgb5926N2rDdq4Ospdl6yKFcV1VIKC/GFX0xj2diYIDpbWI/pZpmcXIE2E2tqUQpPG1mjjKi4WO+inkShVirVMiAqqSlUqKd02ad5khHwKQXNXFnqmvMPESSE1cfgI/L1pEx5evIj40FC0bdECAGBoYIBqVSqL2nZr3x7hvr5wa5P25e3XAYOwcelStGjcROHxk5KSMGflSnQcMECYetjC3BwnduxA8Uy+VPX58UfMHpf2VHLivHmYMGcuEhPF86XvPXZUeD2gu3S64fmr/yesc3PNehb58+fPAAD94nqZtCSiwqxevSZyN6orV0h7wmlqamDN2t1yyYijh/fKJT9Wr9kpzK6iq6uLrdsOQ09PX+l527btonTb0HQ3f7L09PSVDi/Q1tbC5i0eqFtXPIOKn9890Q2pkZEx1q1Pe7Lv4FAfBw6cE+3j5XUdBw7skOuVMH9BWqLb1bUzfh05WS4OP797csMt9PT04XH4kjAtcyrZ6WJTRUaG48uXrPdiyOk1GBiURP/+w0T7+Ph44eRJD0gksTA3t8hWDKqgoQFs+HO/3GdSGT09fRz8+7yol5Iiit7nVH37DhVtz+nnISvq13cSpkVOdeHCKWHYUEbvecmShgp/biIjw5GcnAwAqFOngVzsEkms3AxWPXoMwLx54qFORFSw2NjZYPH6xfC4dBi+b31x4uYJYVs166ooWlx8/3H8+nEcu3ZcWK5YuSKWb1qOFZuXZ+l8Ab4B2Lt5j9x/TwKfCm0O7vpbbvvBHQdyeaWUXzFxUkh1bN0K3Tp0QA1raxTJYIw5ABTVLYqSJUsi7G1aN+YGjnUwyN0dVlUt8CpM3NU27ssXdBn8E2YvT/vFY2xkhDN792W55sjv48ehX7e08dkrNv6JVj17IjIqCgCQnJyMTTt3Cdu7deiAjbt2Yf2OHcK6KSNHZnqeWIkER0+fxh0f6ThIvRIlshQfUWE3ZMgQ7Ny5E69fv1Z3KCqlma6YqyKyBWEB4ODBv/D8WTAAoEiRIti8xQODh4xWmAhp0qQFTv5zG9269ROtr1DBHAcO/os66Wp8WFnZwuPwJTRsKB6+qKWVNgzBxtYefx+6IHczbGVli78PXYB5ZcU9CAHplMO7dp/AiF8nySVY9PT04drGDWfOestN1erUtCUOHDgnF2/qftOmLYKn5w3RrEPa2lqYPn0x9u0/AwsLK6UxOTu74sJFP7lrBoABA0ZgzdpdcsmeIkWkM7Bpaoq/lmRUAysn17Bw0XqMnzBbborg336bgTVrdonWaf/3t1NTQxyTTrq6NOnr1Mht18l4uWRJQ+zcdRILF63L8H3t338Yzl/wRZMmLZS2STVnzipMnDRXtO6HH+pi4qS5mDdfPoGQk/cy/exCGhryXymLFy+BI0euwK1zT9HPk5GRMdas3YXBg8XTdKZ/L1f9sR0zZiyRe1+0ZX5+Mot97NiZWL5iq6huTHY+Z5S/xcXFYezYsTh58iS+fPmS+Q5UYJUqUwr9hw9Aw2YNYWSS+Yw3pcuURnRklLBcvHgxdB/YAz0H98bb12EZ7Cnldd0LE4ZOkPtPtrbKphUb5bbPHj87R9dH+Z9GSkpKruZJ8vT0xJz/6lZ0dHHBrN9+U0lgpFrt+vbFqQsXYGVhgcfXpMXSXHr0wIVr19C4bl1c9/IS2o4a/BP6dO6CBh07io6xY9UqDHB3R2JiIpp06YLb3tKChS2aNMH+9etR1sgoWzF9TUjA+NmzsXb7dmFdwJUrqF6tGm563UUjt04AAKf69XF2/34Y29kJvVumjByJRdOkY5efvXgBiwbSL0x9unbB7rXrMH7OHKzcuFHunKvnzceowcqfxNG349K7Nz7GSp+K//vvvzA0VDyTBOWNIUOGwOe/hKKjoyNcXFzQsmVLlMoHM1WNHTsWV69KZ2OZ+ftK1KvXNJM98kZ8fDzC3rxC9PtIlCxpiIoVq6BIuqLXinz8+AHRUREoXaas0hlSlPnw4T2eP38KY2NTmJlVRHZnvv38+ROCgx+jVKkyKF/ePEv7R0S8w9u30gRauXIVhdmCsnquJ08CUKK4Hqyta6JipSqZDiGRlZCQAE1NrWzto0hOruHd2zf4mvAVZmYVoa2decLtW0hJAYKCHuHNm5cIfxcGPX0DmJqWh5WVLfT1DZTuN2pkP9Fwp9AXX6Gjo4OkpGS8fh2KEiX0svzvmtPPQ2ZSY9Etogtjk3LZ/mynpACJiQnQ1tZRum9kZATevn2FxMRElCpVBuXKVYKOTt4mRZ488ce4sf0BADY2Nti1a1cme5AqxcXFwcnJCQCgpaWFli1bwsXFBS1aZJ5g/BYaNmyIhIQEAMCRG0egXSTjh5mUdfdueaNDQ+mQ2U0HNwnTEXdp2hkA0Mi5EW5cuiG093njg3GDx+HCqQvCurLGRvB56yskgoMDn8LJxkllMbZxa4NtR7dn3pAy9MecVTjveR4AMGvWLHRMd4/6rTDFTqhSsRJCX70Sepa4d3KDXbqiq/p6enBpKr150dbWxp41a1CtUSNMGTkS8yZNytHTmiI6OlizYAEa162HXiOGY/+GP1G9WjUAgKVFFUwbPRprtm3DgG7dUVRXF4c2b4Zrr15w79QJ8yfLdxeXNaB7Dxw8flzUW8bYyAidXFtnO06iwu7u3bu4e/culixZgqZNmwpJFF1dXXWHpla6urqoXKWq3NTCmSlZ0jDbCZNUhoalcjXzR/HiJeTqiGSmbFkToXBsTs6V3fPJ0smkR2RW5eQaTEyzViPrW9LQkM5sY52u4HBOaWlpolKlKpk3lJHTz0NexCJLQyPzz4uRUVkYGakm0UMFT1JSEs6cOYMzZ85AX19f+FvWoIHyqbup8KrdwEFInLTq1BrGZiao09BRlDjpPshd1HuusmUVHLlyVBgOmBPvI6MxpNuQnAdO+RYTJ9+JAd17wLlhI5Q3TfsyNKRXb7g2c0b1atUwavBPiHr/Hk716wvDWU7s3IlYyScUL1YMLZs6iWqXVK1cGe8ePIBx2dx/QZHOwtMUpWWedBuVKYMFU6Zg6qhR0Pqv633rZs1wYudOtGrWTFgHAFUqVULCixcA0roO29vaIPjWLXj7PED813gYGBjA3saG3XGJMnHlyhVcuXIF8+bNE750Nm/OYmtERFRwxMbG4ujRozh69ChMTEzg4uICFxcX1KpVS92hkYqUq1geM5bMAADUqiudZa6CeQVhXduu7VCvUV1UMK8AG3vpA+EeA3rAwlKawLWuYY3qdjaiY2ppaaG+U/1cxZWcnIw9/+xBUlISjIyz1xuf8jfeRX4n3P8b9iKrV5fOGe7TvmXLDLerImmSqrSS4QHpa5Ioi0lRQqSIjg4a1nVU0JqIMpOYmCg8uTMwMBC+dPLJHRERFSTv3r3D3r17sXfvXlSuXFkYzmNpaanu0CgXTMubYsSkX0XrylcqL1pXpVoVue3lK5XP07g0NTXRvG3+GCpGqsXECRERZSgmJgZHjhzBkSNHYGJiInzptLe3z3xnIspzv42dIZopR7b4MBGlef78ObZs2YItW7bA1tZW6FlZvnze3kwTUcHHv6xERJRl7969w549e7Bnzx5UqVJF+NJZ7b/6RET07VWtai039TMRZczf3x/+/v5Ys2aNUCTdxcUFpUuXVndoRJQPMXFCREQ58uzZM+HJXY0aNYQvnXxyR0REBYlskXQnJyehZ2XRokXVHRoR5RNMnBARUa49evQIjx49wurVq+Ho6Ch86cwP0xsTERFl1dWrV3H16lXMnTs3301vTETqw8QJERGpVOqTu8WLF3N6YyIiKpDST2+cmkRhkXSi7xMTJ0RElGc4vTERERV0sbGxoiLpqX/PWCSd6PvBxAkREeU5RdMbt2zZEvXr11d3aERERFnG6Y2Jvk9MnBAR0TfF6Y2JiKgw4PTGRN8PJk6ISO3OnDmD4sWLqzuM70p0dLS6QwAgnt64bNmysLW1xYsXL9QdFhFRtn348AGenp7qDuO7kpCQoO4QBLLTG1euXBm2trZITk5Wd1hEpCJMnBCR2i1btkzdIVA+EBERgcuXL6s7DCKiHAkLC8OcOXPUHQblA8+fP8fz58/VHQYRqZCmugMgIiIiIiIiIsqvmDghIiIiIiIiIlKCiRMiIiIiIiIiIiVY44SI1G737t0wMDBQdxjflSlTpsDf31/dYQj09PTQuHFjNG7cGJ6envDy8lJ3SERE2VKtWjWsXLlS3WF8V758+YIePXqoOwyRChUqCH/Pxo0bh8TERHWHREQqwMQJEamdqakpDA0N1R3Gd6VIkSLqDgHa2trCVMTNmzcX1p87d06NURER5YyOjg7KlSun7jC+K3FxceoOAQBgYmIiTEVsb28vrNfQ0FBjVJRbycnJePfmHV6FvoKefglUrloZxUpwFsjvFRMnRET0TTVt2lT4gqmrq6vucIiIiLJNX19fSP43aNBA3eGQjMTERPxv4f9w9tgZYd28/81HvSb1srT/E/8gLJuzHCcOyk8vbm5hjpGTR6L7QHcUKaKjspgp/2PihIiI8pyjo6PwBbNUqVLqDoeIiCjbtLW14eLiAhcXF7Ro0ULd4ZACoSGh+LXPr7h3y1u0PuTx00wTJykpKVg4bSHWLV6b4fEn/jIRa5esxe6Tu1G1ejWVxE35HxMnRESUJ2rUqCF8wSxfvry6wyEiIsoRJycnIflftGhRdYdDShzddwQjeo/I8f5LZi7JMGkiKzQkFF2bdcHxmydgbmGe43NSwcHESTY9ffYcH2I+KtzmWKvWN46GCrLPcXHwDwpSuK28iSnMTE2+cUREuVelShVhGE61anwKQ0REBZOjo6OQ/C9durS6w6EMSGJiMW3kNBzadSjHxzi2/yhWL/ifaJ37IHeMmDACVawsEPMhBtfOX8XM0TMQER4JAIgIj0Sftr1x8eEl6Ohw2E5hx8RJNk2aPw9HTp1SuC3p1StoaopneE5OTsbB457Ye/QwHj0OQkhoKOxtbWBf3RajBv+EerVr53nMgU+f4u+TJwAAWtDEtDGjVX6OT58/45CnJ/YdO4ZHjx/jVVgY6v3wA5zqN0Cjuo5o07w5ihcrpvLzpnofE4Mbd+7A288Pd+7fx7MXL2BvawNH+1qoXaMmGtevB91vWAwz+uNHrNuxXbRuiHsvUTLkScgz1G3bVuH+C6dMxdTRo/I0RiJVMTExEZ7EyRbFIyIiKkhsbW2F5D97ShYM92/fw4jeIxAaEipaP2Lyr1i/ZF2WjvH1awLmTporWrds4zL0GdpXWC5tVBqd3N3QrLUz2jdoh5CgEABASFAIDu86BPefeuXySii/Y+IkD70LD0f7fv3g7ecnWu/rHwBf/wDsPuyBn3r1xMYlS6GtnTf/FFv37MWQiRNE61SdOImMikKb3r3lrvOOjw/u+PhgxUagfp06+GfnTpTOg9oGvv4BaN+vL16FhYnW+wcFYf/RYwCAxnXr4vCWLTAuW1bl51dk0ry52Lp3n2hdu+YtRIkTFpSigszAwEB4EseieEREVFBVrlxZSP5bWlqqOxzKplH9R4mSJhZWFvhz/0ZUrFwxy4mTw7v+RtjLtPuInoN7iZImskqWKom/jv0FJxsnYd3CqQvRuc+P0NVV/4yFlHeYOMmFe2fPwtQo7UZctrfJ+5gYtO7dC77+AcI6C3NzVK5YEV4+PoiVSAAA2/bth4aGBjYvW67SKcvef/iAoRMn4tDJkyo7piKhr16hdc+eCAoJEdbp6+mhjr09vH19heu87e2Nhh074uz+/TCvUEFl5z9+5izcBg0UrdPX04OZsbEoputeXqjTpg3O7NsHWysrlZ1fkbOXL8slTRSxsbTEWx8fJCenAADO37iOfiNH5mlsRLmRWhSvZcuWoumDiYiICpLU6YNdXFxQi0PtC40hY4Zg2sJpKFq8GD6+V1xaQZFDuz1Ey79N/y3D9lWrV0P/4f2xc8NOANIhO3eu3YaTi1OG+1HBxsRJLpQzNoaJsbHCbbOXLxOSJvp6etjxxx/o2q4dAOBrQgIWrVmD2cuXAwC27t2Hdi1chO25denGDbgPG4bwyEiVHE+ZlJQUtOvbV0hQVDAzw/G//sIPNWpAQ0MDSUlJOPnveSGxERQSgrGzZuHw1q0qOX/816/oOyot0eBUvz42LVsG66pVoaGhga8JCTh3+TJ6jRiBWIkEr8LC8Nus33F2336VnF+RmNhY9BuV9SE2sp8f4zJl8iIkolxLnT6YRfGIiKig0tfXF5L/7ClZuJQ1NsKaXWvRtHWzbO8b9+kzbly6ISy3cWuDSlUqZbrfgGEDhMQJANy6cpOJk0KOiZM88CosDKu3pCUHdq9Zi06urYXlIjo6mDVuHD5+jMGqzZsAADOXLoWbqyu0tLRyde5te/dh8ITxwrKFuTkO/Pmn0loauXHl1i2huKm+nh6uHz+OSjLjQbW0tNDJtTUOb92KroMHAwCOnDqFyKgoGKkgSXDm4iWhR4urszM8//pLVJipiI4O2rdsiZO7dqFply4AgHOXr+D9hw8oZWiY6/MrMmPpEiFh1a9bN3z9+hUHjh/Pk3MR5SVOH0xERAWdlpaW8LeM0wcXTqMmj0SrTq4obZSzAr53001b7OzqnKX9bOxtoaevB0ms9F7kwqmLmDhnUo5ioIKBiZM8sP3gAeG1q7OzKGkia97kSdiyby9iJRL4BwXh2p07aNawYa7Off/RQ+H1T7164n9z50GvRIlcHVMZb19f4XUvt86ipImsDi1bipZDQkNVkjjZczitW93IQYOUVrNu5OgIfT09Icny4vWbPEmc3PS6izVbtwGQJpL+mDMHI6ZOVfl5iPKKra2t8AWTRfGIiKig4vTB34/cFmV9/DBQtGxfJ+tF7pu0aILTx04DAB54+SAlJUWlpRcof2HiJA9cuHpNeP1Lv35K25UoXhxDevUWep1cunkz14kTQHrTvnXFCnTv2DHXx8pIUlIS7G1tkJiYhHYuLkrb6ejooI6dnVA8NikpWSXnH+jujq7t2gMAWjs7K22X/hdYORPFw6tyI/7rVwwcmzYecuuKFXlSCJdI1Th9MBERFQacPphy4sP7D6JlS5usFwiuUbuGkDgBgE+xEugZ6KssNspfmDhRsc9xcbh0I22cXO2aNTNs71ArLat5/upVzBo3Llfn79i6NSYMH67SAqzKTBwxAhNHjMi0XVJSkmjGHWsr1VQsb5vFLpd3HzwQeptYWVigrJGRSs4va+mG9UKtF7c2rnmetCLKrRo1amD06NGcPpiIiAq0UaNGcfpgyrHoyGjRcnG9rPfUy3momgAAIABJREFUNyhZUrT84f1HJk4KMSZOVOx12FvRcnlT0wzbV5ZJcPg8epTr87dulv2iSHlt96FDwmsrCwuUTvdLJi/5BQSg44ABwvKk4ZknerIr8OlT/L5kqbC8buEilZ+DSNXGjh2r7hCIvqmoqAicPXMcukWLomvXPuoOh4hUoFixYhgg8z2PKLuiZBInevp62Rpqo19SnCT5EP0BFczz/uE1qYdm5k0oO95/TOvuVcHMTGndjVSydUFiJRKkpKTkWWzqEB4RgVEzZwrLS2fMzKB17ty5fx97PDywx8MDC/+3Gp0GDoC9i4tQrHXB5CkY3Ke3Ss+ZkpKC4VOmCMsbly7NNFlGRETyTpw4BCtLA1hZGuDAgR1y2+963RC2e3r+ne3jP30aiPHjh2D2rOz37IyPj4e9nQmsLA2wYcNyhW2SkpLRpLE1rCwNsHHjymyfg4iIvr3c3HulT7IUtvs4EmPiRMU+xMQIr6tVqZJp+3ImJqLlmNhYlcekLp/j4tBxwABhmEzbFi3g1sY1z863/+gx9B01Cn1HjcL0JYvhefYcAKCOnR1uHDuOaWNGq/ycuw8dEoZmNa5bF0N6qzYxQ0T0vWjfvhvq1WsCiSQWM2eMxrt3YcK2hIQETJjwMySSWNSo8QPatfvxm8amq6sLZ2dXSCSxOLB/u8I29+7dREhIECSSWDRq5PxN4yMiopwpXSatJmHqDDlZ9SldewNDA5XERPkTEycqFh//VXhdMgtj3LS1xaOlEhISVB6TOiQmJqLvyJG44+MDADA2MsLm5Yqf0qlK+vcylbefH1z79Mb6HTuQlJSksvNFRUfj1+nTheWNS5dCU5M/UkREOaGhAaxYsQV6evqQSGIx6/e0gtt/bliOoCB/AMAf/9sBLa1v/7u2e/f+AICgIH88eRIgt/3kCelMb1ZWtrCzc/imsRERUc4YlhZP5vDlc1yW9/3w/qP4WKVUP2sn5R+8y1Mxw5JpmcZnL15k2j76o/gHzsCg4GcqU1JSMHrmTBw5dUpY98/u3Xk+hGXm2N/w6NIlPLp0CbdPnMD+DX+ib1fpU8lYiQS/TpuGASrsdTJ54QKhN82sseNQw9paZccmIvoemZiWw8pV0mndjx8/iHNnPfEs5AkWLZoGQJpYMTe3UEtsDRs1h5GRdFa2U/8cEW1LSkrG4cN7AAC9eg/+5rEREVHOlE6XOHn29FmW9w0OChYtp695QoULEycqZiiT+PD1l38ild6r129Ey0UyqYlSEExfshgb/vpLWD5/8CDqfIOZO/T19GBrZQVbKyvUc3CAu1sn7Fq7BteOHRPa7Dl8BB4nT+b6XNe9vLB17z4AgIW5OSaN/DXXxyQiIqBDh27o1q0fAGD8+CEYN06aiGjVuiN69spaUiIpKRlxcXGi/z59kia6IyPD5bbFxcUhOTnjsena2lro3WcIAAhJklT3791CZGQ4AMDNzT3rF0tERGplYSVOxvve81PSUt6tKzeF11a2Vux5XsjxX1fFyqabN/79hw9KWkq9eP1KeG1hbp4nMX1Ly9avx6LVa4TlY9t3oEWTJmqMSFp7ZMHktAKuf3t65up4iYmJGDpxorA8d8IEfPn6FdEfP8r99/lLWne/8MhIREVHZ/qZICL63s2bvxpGRsaIjAzH7dtXoaenj6VLNyKrkx2sWbMQVS2Ki/7r26edsD39tqoWxfHsWVCmx02djSf9cJ2TJ6XDdJydXWFqyilRiYgKirqN64mWZZMhGXnx7AXCXqbV4mrWxlmVYVE+xMSJipmamKCCmZmw/OzlywzbP3uRtt25UcM8i+tb2LpnLybNny8sH9y4EZ1cW6sxojTNGzUSXt9/+DBXx/oYEwP/oLQv2H1HjUIZGxuF/6UWqAWAdn37wqhmTZS2tcXDwMBcxUBEVJiVLGmI8RNmC8v9BwyHiYmZ8h3SSU5OzoOopPVLfvihLoC04TrJySnw8NgNAHB3H5gn5yUiorxRslRJ2DnYCcsHth9AtMwUxcrs3bpXtNzEubHKY6P8hYmTPODa3Fl4ndmwkD1H08ZJt2hUcH/g/vb0xJCJE4TlXWvXonvHjnl2vqfPnsPAygoa5cqh08ABmbaP+/JFeJ2owgKxOfUlPl7dIRAR5VufP3/CnzLT/q5ftxQvXmR93Pnw4RNx1/uF6L/Va3YK29Nvu+v9Aubm1bJ0bPeegwCkDde5531TGKbTqnXe/d0jIqK84ebuJlrevm5bhu2jIqKwbfVWYVlPXw8NmxXsB+CUOcXTkFCudHZtI9S/WLNtGyYMG4ZShvJVlq/duYPb3t7Ccksnp28WoyqdvXwZPX75RVjevnIV+nbtmqfnrFKpIooVLYr/t3fncVHV+x/H3wq5wZiZknVxV0zyalKYhStBRm756+ZNb95Ms0XN0uq2uKRlaZstXqybmWuLaZmaWqlcc1/KLTUUxUxEQyVlFJHt/P7gzmnG4cAAA4P6ej4e83icM9/vfL/fM8wc5nzOd7GfOaPF3y/X/oO/qknDBpb5l8StNLebN21aororV66sxwcO8CjvgqXLlHQ0rxtf7+7ddU1QbUlS7auvLlEbAOBS9uqrz+vQoUQ1ahSigIBA/fzzVo0YPkBfzItTxYqFj9epWrWqqlat6/Jc3boNJEm1agXpuuvq5vMqz3Tv3lvPPzfYHK6zdOlXkvImha1WLaDY5QIAfOOBxx7QO+PfMZcjfmvsW2rT7ha1v9392iw7O1uP3feoy9LFT4x8QoEerKaKixuBk1Jw1+23q2Voc+3c84vsZ87ogSef0PypH7lM/Pp7Sor6PPaYuT980MO6JijI3D/422/mcJCaV9bQreE3l1p7S1LXhi0/qkufPub+lAkT1P++ok2M9+1//2suE3xL69aq5UFQwc/PT4/84369/O47kqSeD/bXvA8/VGhIiFve2OnTNek//zH3HSvtSMU79sCAAL338vhC80nS7ynH9cX/5lT515AhZTJJLgBczNasXqGPp+XNlfXmW1NVrVqA7uxys9avX6WZM2L14IChPm1fzZpXKyaml5YtW6B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+ } + }, + "cell_type": "markdown", + "id": "67ce3292", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## `ReduceStreamOperator` 工作原理\n", + "\n", + "\n", + "![image-2.png](attachment:image-2.png)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "654c2d0a", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "class NumberProducerOperator(StreamifyAbsOperator[int, int]):\n", + " \"\"\"Create a stream of numbers from 0 to `n-1`\"\"\"\n", + " async def streamify(self, n: int) -> AsyncIterator[int]:\n", + " for i in range(n):\n", + " yield i\n", + "\n", + "class MySumOperator(ReduceStreamOperator[int, int]):\n", + " async def reduce(self, x: int, y: int) -> int:\n", + " return x + y\n", + "\n", + "with DAG(\"sum_numbers_dag\") as dag:\n", + " task = NumberProducerOperator()\n", + " sum_task = MySumOperator()\n", + " task >> sum_task\n", + "\n", + "res = await sum_task.call(5)\n", + "res" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "id": "e37c2376", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## `JoinOperator 工作原理`\n", + "\n", + "\n", + "![image-2.png](attachment:image-2.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9c8f23dd", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "13" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with DAG(\"sum_numbers_dag\") as dag:\n", + " # 创建输入节点\n", + " input_task = InputOperator(input_source=SimpleCallDataInputSource())\n", + " \n", + " # 创建两个处理分支\n", + " task1 = MapOperator(map_function=lambda x: x[\"t1\"])\n", + " task2 = MapOperator(map_function=lambda x: x[\"t2\"])\n", + " \n", + " # 创建合并节点\n", + " sum_task = JoinOperator(combine_function=lambda x, y: x + y)\n", + " # 构建DAG\n", + " input_task >> task1 >> sum_task\n", + " input_task >> task2 >> sum_task\n", + "# 运行示例\n", + "result = await sum_task.call({\"t1\": 5, \"t2\": 8}) # 输出:13\n", + "result" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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XTpxQVicnm20BwIroxAgAdnLl6lWt/GmdJs6YocABA0wP2dq5a5emf/WV/jp9ylhWr3pNvdK163314X9tyPtau3GjpMRgPubdd5O1GfLGGyp4c7ScDVu2aNLMmSnub8SggQrdvl01q1QxlgX//LNCt2/Xlu+XG7UW9PSUf+nbIwe55Mihtk2bGvMtG5m/ANzy67JlOrJli97t2y/ZuoNHjxrTpdPxdOD4+Pg0twUAK+AKPwDYyakzZ9Wia5dU2+R+Ipcx/cawoXpj2NBUWqdu/LRpmjF/njE/YehQ5cubN1m7HNmza/qYMWreJbG2/iNGyKtgQbW9+TTcO61av16bbw656ePtrX8uXFCeJ59Uq+7djPsN+vfuYxo7P/TECX23apUx/9WSxXq958vKkT27ad8pPQAsPj5e85d+Z8wXKlDAmO7TpYvpy4UkLV+zxviiAwAZDVf4AcBOChcskOK65g0b6Nz+/Rry+uv3fZz4+HiN+PhjDRw50lj22ss9FNipU4rbNGvQQD1e6GjMPx8YqC2//Waz7Y/r1hvTIWFhqty4sVyKFzfuN6hbo4b6dutqtImJidELr7xi2kdIWJheH/p+ml9TUJKbl6tUqmTqLtS0Xj31fukl078q5Suked8AYDUEfgCwk6xOTpoxdqz+t2CBwnbsUNzJk8Y6rwIF5X6zr/otE4cNU0RwsGnYyTkTJ2rmuHHJ+r/fcuHSJbV+uYeGjR9vLGvbtKkmDfvgrvVN+2iMGtSuZczXbNVKC5YtS9Zu+tgx2r9hg5rWr29zP3ly59bpm0/Tjb52Td3efMP4MlClUiWj+9Ccbxam2n0oqSU/3v51oGOLlqm0BADQpQcA7KhX585pbvuEq5uu3bhhGtnmuSZN5ODgoN9tjN4TeuKEGnbsaLpxtm6NGvrqs89MV8RT4pQli76dMVNVmzY1xr7v3K+fdu8L1rj3h8jR0VHHjp/Q8jWrtWTlyhRHEFq0YoUWrVihPl26KPjgQW0NCpKUGPbXLVyoI6GhCmiSOCTn28OH6+Sp0xo/9H1lzpxZew4c0LXoa1qx7idjf3d252nformOJXmNzZI8TwAAwBV+APjP+HLJYhWufHtEnSKFCunjWbPkWKiQnm7e3FjuXdhLkpQ1a1ad++cfY/lbvXppzddfK7uzc5qPmTtnTm1autR0U+7aTRsVExur8JMnVaJ6NQ348ENT2Pfx9tb8KVP07fQZ8vbyMpb/tnu3EfYr+flp9ddfy9XFRZXLldPn4ycY7T6ePUtrfvlFkjR34UJVa9nCGDVIkrI7OxvdeZrWry+PfPnS/HoAICPiCj8A/EdUq1zZuDk2r7u7Gtaurd13jFNfyc/PGDe/oKen5k6apOcDA7V45kw9n+RLQXp45MunDUuWaMjYsZr21VdaNmeOnLNlk1fBgsaDuiSpZeNGernjC3q2Xj3jSbZtmj6rr5cu1V9nzuj1Hj1UvFo1uefOrZ++/Va53NyMY/R48QU5OWXRS6+/rkbPPKNn69WTJD1dsaKmfPGF0a5mlSrq1bmzYmJj9eawYery/PPJ6u3ctq1KFTOP2rNm4y/GewcAGY1DQkJCgr2LAPBwBAYGavfu3ZKkWaNHq6Kfn50rwt2MmzpNklS1ciXVrFJF8fHxmjA98Um7DWrX0pmICOXInl3VKleWo6Ojoq9dM8an98ibRzWrVEnWXSfi3DnlzZPngdR3/sIF5c51e+Sgc5GR2vr776pXo4bp3oKUbA0KUokiRVKsZ/2vm1Xap4QKeHhISrwHYd/NLzVehQqpaOHCRtsf161T3Ro1lN3ZWX+dOqWF3y+XJLV+9tlkDwvbtH27du7eI0l6q1egacQgPB5279+vwMGDJUkVK1bUrFmz7FwRYB0EfsDCCPwA/isI/MDDQx9+AAAAwMII/AAAAICFEfgBAAAACyPwAwAAABbGMAUAgFTNnD9fEef/uXvDm1o2aCR/39IPsSIAQHoQ+AEAqRo6frzxoKu08C5YiMAPAI8RuvQAAFIUFxeXrrAPAHj8cIUfAJCiC//+a0x3bttW7/Trd9dtPG8+NAsA8Hgg8AMAUhTxz+2++2V8SsrXx8eO1QAA7gVdegAAKUranaeARz47VgIAuFcEfgBAis4lucLvkZfADwD/RXTpAQCkKOkV/rzu7sb0P+fP69TZs8qTO7fy5smjTJm4fgQAjyvO0ACAFEWcux34c7q5atLMmcrn7y/3smXlX6+ePCtUUOaCBfXa+0P016lTdqwUAJASAj8AIEV/R5wxpvu8847eHj7c5jCdk+fMVbXmzfXn338/yvIAAGlAlx4AQIrORJwzpldv2CBJat6wgSr4ltWV6Git27xJwQcPSZJOnj6tOm3basv3y+XJDb4A8Ngg8AMAUnTm7Flj2tfHR199+qkqlytnarM96HdVa9lCkhQWHq7newVqyw8/PNI6AQApo0sPACBFFy5dkpR4w+6GxYuThX1JqhpQWZuXLzfmtwYF6Y8jRx5ZjQCA1BH4AQApCt2+XQmnTulscLDy5c2bYrsaTz2lKpUqGfO/7d7zKMoDAKQBgR8A8EDUq17dmP7zNCP2AMDjgsAPAHggnJ2djemEhAQ7VgIASIrADwCwaf+hQ3LIn18O+fPr2U6d7tp+y86dxrRX/gIPszQAQDoQ+AEANpUuUUKuLi6SEofkPHb8RIptw0+e1NqNG4358n5lH3J1AIC0IvADAGxydHRU4Iu3r+y36dlDJ/76K1m7k6dPq0bLlsZ8JT8/VShL4AeAxwXj8AMAUtS9YwdNnDlDkhR88JD869VT784vKaB8OcXFxWvT9u1atvp/xtN387q7a8HUqfYsGQBwBwI/ACBFvj4+2rf+ZzXo0F4RkZG6HBWl8dOn2Wyb191dW5b/oBLeRR9xlQCA1NClBwCQKn/f0tr70zo916SJ0af/Tk3r19f2lSsJ+wDwGOIKPwDgrjw98mnZnDmKj4/X0ePH9fvevbp+/YY8PfLJ39dXBTw87F0iACAFBH4AQJplypRJJYsVU8lixexdCgAgjejSAwAAAFgYgR8AAACwMAI/AAAAYGEEfgAAAMDCCPwAAACAhRH4AQAAAAsj8AMW5uTkZExfu3HDjpUAQOqSnqOSnrsA3D8CP2BhuXPnNqbPRf5jx0oAIHVJz1FJz10A7h+BH7CwwoULG9Mh4cftWAkApC7pOSrpuQvA/SPwAxZWpkwZY/r34P12rAQAUpf0HJX03AXg/hH4AQsLCAgw+sKGhofrj5AQO1cEAMn9ERKi0PBwSYn99wMCAuxcEWAtBH7AwhwdHVW/fn1jfumaNXasBgBsS3puql+/vhwdHe1YDWA9BH7A4lq1amVMr1i3TgcOH7ZjNQBgduDwYa1Yt86YT3rOAvBgEPgBi6tYsaJq165tzH88d64dqwEAs6TnpNq1a6tixYp2rAawJgI/kAH07t3bmN536JBGTZ1ix2oAINGoqVO079AhYz7puQrAg0PgBzKAEiVK6K233jLmv1+zVuNmzrBjRQAyunEzZ+j7NWuN+bfeekslSpSwY0WAdTkkJCQk2LsIAI/GuHHjtHjxYmO+5lMBGtirtzzz5rVjVQAyktMRERo3c4Y2/xZkLGvXrp0GDhxox6oAayPwAxnM6NGjtWzZMmM+q5OTenbooA4tWihb1qx2rAyAlV27fl3frlih2d9+q+s3bhjLW7durcGDB9uxMsD6CPxABjRr1izNmjXLtCxb1qxqVLuWqlaoKF8fH+Xnqj+A+3QqIkIHQ0K0fc9urd30q65dv25aHxgYqMDAQDtVB2QcBH4gg9qxY4cmT56sI0eO2FyfOXNmuWTP/oirAmAVUVevKi4uzua6kiVL6tVXX9XTTz/9iKsCMiYCP5DBLVu2TN99951CeAovgIfMx8dHbdu2VevWre1dCpChEPgBSJL27dunbdu2ad++fQoNDdWFCxfsXRKA/7hcuXKpWLFiKleunKpVq6Zy5crZuyQgQyLwA7Dpxo0bio6OFqcIJLV3717179/ftGzChAkqX768nSrC48jBwUHOzs5ycnKydykAJDnauwAAjycnJyf+WCMZFxcXm8ueeOIJO1QDAEgLHrwFAAAAWBiBHwAAALAwAj8AAABgYQR+AAAAwMII/AAAAICFEfgBAAAACyPwAwAAABZG4AcAAAAsjMAPAAAAWBiBHwAAALAwAj8AAABgYQR+AAAAwMII/AAAAICFEfgBAAAACyPwAwAAABZG4AcAAAAsjMAPAAAAWBiBHwAAALAwAj8AAABgYQR+AAAAwMII/AAAAICFEfgBAAAACyPwAwAAABZG4AcAAAAsjMAPAAAAWBiBHwAAALAwAj8AAABgYQR+AAAAwMII/AAAAICFEfgBAAAACyPwAwAAABZG4AcAAAAsjMAPAAAAWBiBHwAAALAwAj8AAABgYQR+AAAAwMII/AAAAICFEfgBAAAACyPwAwAAABZG4AcAAAAsjMAPAAAAWBiBHwAAALAwAj8AAABgYQR+AAAAwMII/AAAAICFEfgBAAAAC3NISEhIsHcRAIBHb8iQITp8+HC6trl27ZrOnDljWubh4aFs2bKlaz+lSpXSyJEj07UNAODeONq7AACAfdSrV09r1qy57/3c+QUgLfr27XvfxwUApA1degAgg6pTp47c3Nwe+XHd3NxUp06dR35cAMioCPwAkIHVq1cvQxwTADIyAj8AZGD169fPEMcEgIyMwA8AGViVKlXk4eHxyI7n4eGhKlWqPLLjAQAI/ACQ4T3KLjZ05wGAR4/ADwAZHIEfAKyNwA8AGZy/v7+KFi360I9TtGhR+fv7P/TjAADMCPwAgEdyIy036wKAfRD4AQCPpKsN3XkAwD4I/AAAFS9eXGXKlHlo+y9TpoyKFy/+0PYPAEgZgR8AIOnhXoHn6j4A2A+BHwAg6eH2saf/PgDYD4EfACBJyp8/vwICAh74fgMCApQ/f/4Hvl8AQNoQ+AEAhofR9YbuPABgXwR+AICBwA8A1kPgBwAYcuXKpVq1aj2w/dWqVUu5cuV6YPsDAKQfgR8AYPIgb7DlZl0AsD8CPwDApF69enJ0dLzv/Tg6OtKdBwAeAwR+AIBJ1qxZH8iV+fr16ytr1qwPoCIAwP0g8AMAknkQV+a5ug8AjwcCPwAgmTp16sjNze2et3dzc1OdOnUeYEUAgHtF4AcA2HQ/V+i5ug8Ajw8CPwDApvvpx8/oPADw+CDwAwBsqlKlijw8PNK9nYeHh6pUqfIQKgIA3AsCPwAgRffSNYfuPADweCHwAwBSROAHgP8+Aj8AIEX+/v4qWrRomtsXLVpU/v7+D7EiAEB6EfgBAKlKzw243KwLAI8fAj8AIFXp6aJDdx4AePwQ+AEAqSpevLjKlClz13ZlypRR8eLFH0FFAID0IPADAO4qLVfuuboPAI8nAj8A4K7S0jef/vsA8Hgi8AMA7ip//vwKCAhIcX1AQIDy58//CCsCAKQVgR8AkCapddmhOw8APL4I/ACANCHwA8B/E4EfAJAmuXLlsvlQLX9/f+XKlcsOFQEA0oLADwBIs0qVKqVpGQDg8eGQkJCQYO8iADwegoODFRwcrLCwMEVEROjq1aviFIGkoqKidPz4cdOyokWLysXFxU4V4XHk4OCg7NmzK2/evPL29pa/v7/NX4cAPBoEfiCD+/vvv7V06VKtWbNGERER9i4HgEXlzZtXjRs3Vps2bVSgQAF7lwNkKAR+IIOKiYnR1KlTtWDBAnuXAiCD6dSpk/r27assWbLYuxQgQyDwAxlQUFCQPvroI/3555+m5blzu6tChadVooSv8nkUUI4cLpIc7FMkgP+wBF25EqWzZ/7W0aMHtWfPDp0/H2lqUbhwYb377rupPt8BwINB4AcymJUrV2r48OGmZf7lAtS8WXs9XfUZ+xQFwPJ2bN+olT8uUvC+INPyYcOGqXnz5naqCsgYCPxABnJn2M+e3UWBvfqrXr1mdqwKQEby888/atbMCbp6NcpYRugHHtMRJTMAACAASURBVC4CP5BB/P777+rdu7cxX7x4afUfMFIFCnjZsSoAGdHff4drwvghOnbskLFsxowZqly5sh2rAqyLwA9kALGxsWrfvr3Cw8MlScWKl9KIEVPl5pbTzpUByKguXbqooUP7KvTYYUmSl5eXFi1aJEdHRztXBlgPD94CMoBp06YZYd/ZOYcG9B9F2AdgV25uOTWg/yg5O+eQJIWHh2vatGl2rgqwJgI/YHGnT5/WvHnzjPnAwLdVoCDdeADYX4GCXgoMfNuYnzdvnk6fPm3HigBrIvADFrds2TJj2s+vkuo3aGHHagDArH6DFvLzq2TMJz1nAXgwCPyAxa1Zs8aYbtasnR0rAQDbkp6bkp6zADwYBH7Awg4ePGj8PJ4zZy5Vq17PzhUBQHLVqtdTzpy5JCV2Qzx48KCdKwKshcAPWFhwcLAxXaHC03asBABSl/QclfTcBeD+EfgBCwsLCzOmi5cobcdKACB1Sc9RSc9dAO4fgR+wsIiICGPaI18BO1YCAKlLeo5Keu4CcP8I/ICFRUdHG9PZs+ewYyUAkLqk56ik5y4A94/AD1iY6UHaDg72KwQA7ibJOcp07gJw3wj8AAAAgIUR+AEAAAALI/ADAAAAFkbgBwAAACyMwA8AAABYGIEfAAAAsDACPwAAAGBhBH4AAADAwgj8AAAAgIUR+AEAAAALc7R3AQCABy86Olrnzp0x5j09CypLlix2rAgAYC8EfgCWEBsbp8OHg/Xvvxd04sQx5XHPpwIFCxvrM2fKrMJexZQjRw47Vvno/PbbZnXs0MiYnzJ1gVq3fvGe9hUfn6CdO3/VHwf26tSpv3T16hV55i+oQoWKqF69psqZ84kHVTYA4CEg8AOwhKioS2rYoOJd23l5eatx41Z6d/BHcnJyegSVPR4SEhLuabsff/xOo0YOUnh4WIptunZ9Re8NGZdhvkwdOLBH/144L0nKls1ZlQOq2bkiAEgdgR9AhhIeHqaZMyfp99+3af6C/+mJJ3LZu6TH1ujR72rK5DF3bffll9O0bdtGff3NahUoUPhuzf/zxo19X+vXrzLmT/4dr0yZHOxYEQCkjpt2AVhW8+bPq3nz5xUQUD3Zul27duh/q5baoar/hu++m28z7Ht6FlSVKjWTLQ8JOahX+ryg2Ni4R1EeACAduMIPwJLq1m2imbMWG/PR0dEaO+Y9zZr1sbHs55//pxdefFmSdP36dYWFHjHWPemeV3nzeujixX+1c8evun7jumrVamDqr3758iWFhYXo2LHDunr1inx8fOXjU0a5cuVOVs/Jk+G6fOmiMV+qtL8cHKTQ0CMK+m2rnLJmlY+Pr8qWrZDq67p+/boOHNijP/7YK498+eVbppwKFPCSQxovMN96Pf/8c07lywfIp2RZZc5svvZz/vw/GvxuX9Oy8uUD9PEnX6hkyTLGfubPm6HRo9812gQFbdWCBTPVtesrRq0pvacHD+7T6dMnlTePh/zLVZKbW+r3ARw6GKyQkIM6fz5SuXO7q1jxkjbfq4f5Of7553Fdibqsixf/NS0/eHCvMmfKLFe3nCpY0Mu0Lj4+QXv27FR4eKgu/ntBuXO7q6h3Cfn7V7L5Oo8c+UPxcYlfmpydc6hI0WK6fv26du3arjNn/lbFCk+rSNFiqb5XAHAnAj+ADMHZ2Vl9+vQ3Bf7IyAhj+uTJE6pXr5wx33/AcF29ekXTpo4zln239BdVq/aMoqOj9fHHI1Ls7tKocUtNnjxfLi6uxrKxY4Zo6dIFxvyePX+rffsGCgk5mGzbjz/+IllXo9DQI+r/dk/t3Lk52fHc3fNq9uff2bzyfktCQoJGjXpHU6eMTbbt98t/VbFiJY1lq1cvU1TUZWPexcVVn89Zqvz5CxnLcuZ8Qv1efUdhx4/q24VzjeXz598O/LbeU498+fXBB2+Z9i9JEyd+ro4v9EhW98mT4Qrs+bz27g1Ktq60r7/mzv1eXl7eSdo/vM9x2LA3tXbND8na3bp3pFXrFzRt6tfG8h07flXfV17U6dMnk23j7e2j2bOXqLSvv2l582ZVjfemSpWa6hn4hl7u0cb0et56a6jNegEgJXTpAZBh7D+wxzRfvXqdFNuuXfODKSTekpAgtWldO9W+7WvX/KBmTZ9WdHR0im0CA9slC/u3th01cpBp2V9/ndBzrWrZDPtS4heX51rV0g/Lv03xePPnzUwW9m9t2+75+vrnn3PGsjv3M/qjqaawn9SoUVNMX2wOHQzW8bCjNtuuXfOD+vfvmSzsS9Lbb7+srVt/MS37559z6tC+oc2wf+tYHdo30Nkzp2yuv3XMh/k5pmTPnt/U+rnaNsO+JIWFhahlyxoKTfJrxJ3OnPlbb7zeNd3HBoA7EfgBWFJw8C6Fhh5RaOgR/fLLGk2aNEKDBvY21nt6FlT3Hq+luP3+/btNbV1cXJU1azZt3brBFEC9vX302uuD1a17P7m75zWWh4Qc1O9BW1Pcf1DQVrm757V5Vf7rr2crMjIxgF+9ekXtnq9n+jXCy8tbXbr0UaVKT5u2GzAgMMU+9EE3a6lSpaYpoEvS6dMntWXzz8b84cMHTOsrVHgqxdfh7Oys8uUDTMtCw0Jstk36nvr4+CZb361rS507d1aSFBMTo86dmiosyb4aNW6pD4ZPUrt2XYxl4eFhat++gWJiYu96zPv9HKtVe0bt23c1rZekdu26qH37rqryVA1J0onjoWrfrr6pTWlff3Xt+oq8vX2MZVFRl/Vcq1rGZ32n8PAw48uRi4urPD0LKls2Z5ttASA1dOkBYEmRkRGqWaOUzXVt2nTS2/0/kLt7nlT30b59Vw37YJKpe82iRV+qTZtOkqQsTk4aOnSCsb5p0zZq2+b2rwabt/ysmrXMwe+WZ55ppK/m/agsWRx15szfeq5VLdPQlyeOH5W7ex798cde03I/v4pa+eN2Y0jRadPGa+SHAyUlBsjt236xeUwXF1etWLlNpUqV1Y0bNzRq5CDNnv2Jsf7AH3vVslUHxcbGmb5cSJKXV/FU36eyZStoy5YNxnzkzdBuS5cufTTiw0+VJUsW/fXXCTV9topxvKioy9q5c7OaNWurgwf3mQJ5t+79NGrUZGPep2QZ43WHhBzUkSP7U7z/4UF9jj17viFJeqlzM9MoPZM+/sI0Ss+69StNv2K0bdtZn02eJymxT3+H9vWN9ysyMkLbtm5Qi5btbdbu51dRM2cupt8+gPtC4AeQ4Wza9JNy53bXu4M/UrZs2Wy28fb20aSPv0h2M2z79l3Vvn1Xm9s89ZT5av2Z03+nWEP/AcOVJUviKdjDo4AaNWppur/gzNnEbir7g3ebthv2wUTT8wO6deun8+cjjRs9Y2JjbB6vXfuuKlWqrCTJyclJbdp2MgX+W92Lrl41d7fx8vKWo2PmFF+HJHl4FjDNX7p80WY7T8+CGj7iE+OJv4UKFdHESXPU5aXmRpsjhw+oWbO2Cg7eZdq2U6dAXbp0+2bZNm06GYFfkvbt+91m4H/Yn6Mtu37fbpr/cORnxnSmTA4aNXqKate6/QvHnj2/pRj4583/Ufnyeabr+ABwJwI/AMsaO26GJCk2NlbhJ0K1fv0qhYWFKDIyQrNnf6Ljx49qztzvjQCaVJ26jVMc+SY2Nk5r1y7X9u2btHvXDp09e1qXL1+02Tc9JXd2aakcUM0U+G89KOvO/us+PmVM887OzhoyJHnf/Dv5ljbfHFqmjDkcx8UmdolxcclpWh4eHqZr166l+MVIksJCzV14nnzS9i8n1ao9k+xhZ5Urmx9adeCPvZISQ3BS9eqa67/T7t079eKLPZMtf9ifoy3btm00pj09CyZ7ErG3d0nT/O+/b7O5H29vH8I+gAeCwA/AkurWbaLOnXuZlr3z7mgF9mxrdMdYv36Vtm37RbVrN0y2fa5cT9rc76lTf6lP745Gn/h7lTWrOUBndcpqs92dT7hNqa67Hu+OwH7nUJy3ZMrkIE/PgqabTcNCj8i3TDmb7SUluxqfN4+HzXZ3/hIgyebQl5IUeizlm1ltOfn3nzaXP+zP8U7Xrl0zdYm6c5hOKfG9T/oeHznyh8195cmT74HWBiDjIvADyDCyZcumdu27mvpfb9u20WbgT8lHowebQqKPj68aNGyu/PkLJQ5V2bfTA6xYKutXwXS806f/shkiH6TKlatq5colxvwvv6xJMfCfOvVXsl8hSt7sOnSnO38JkBJHokmqRPHE+y7ufN0zZy1W5szmrkVXrkQpRw4XSSn/qpCSh/U5ZsuWTd7ePsbNxsePJx+xKCYmxvSFqsIdN18DwING4AeQoZw/H3nP2yZ2Abk9DntAQHX9sGKLMX/q1F/3VZst/n4VTfN79vxmCvz//ntB7wzqrbi4OMXHx6vjCz1Uv37T+zpmi5btTYF/1Kh39HTV2slGBYqJiVGvwHamZTVrN1DevLav8G/evF6RkedMN0uvW/ejqY2vb+IXiztH/ilbpryKepdI/4ux4UF/jlevRplGPnqqSg0j8EdGRujEiVAVKXL7ptu9e83dlSpXJPADeLgYlhNAhnDiRKi++fpz042eklSzpu1RdGyJjr5i6t997Vq0bna1V2xsnCZM+OBBlGpSpmx50/x7g/sZgTQmJlZjPhqsFSsWa9WqpVq9+vsH0g2kbt1nTQ+zkhKHzFy06EtFRJxRTEyMtmzZoFf6dNSuXTtM7V5OZajTqKjL6t2rnQ4fPqDo6GitWbPcNFSqJJUu7SdJyZ5EO2hQb924ccOYDw7eJX+/fPIp4SafEm6aPn1Cml/f/X6OWbKY70NYvnyh4uLijfk7hzF9/bUuunr1iiTpwoXzevON7qb15cpVTnPtAHAvuMIPwJI2bFgtf7/E8HvtWrTNGzFdXFyT3TSaGldXN5UvH2B0Ydm/f7eqVS2mCpWe1p5dO5L1t38QSpXyV926TbRhw2pJiVeMK1cqLD+/ijp+/KjpdXl7+zyQ8Ojs7KxPP/tKrVreHq0mMjJCb77RLdXt2rXrogYNmqXaZtu2japbx8/mOm9vH1Wt9owkqUQJXzVv/rzxS8OWLRtUuVIh1ahVX1GXLpq6ZUm663GTut/P0buYj2l+4IBeGjG8v9q06aSPxkzTs8+21swZk4yr/EFBW1W8mItK+/rr0MFg07blyweoRs16aa4dAO4FV/gBWFZkZIQiIyNshn1vbx+tXbsr1dFnbHm55+um+fDwMC1f9o3Cw8NU2jf1kWTuhaNjZs3+fKkCAqqblu/fv9v0utzd82rqtK8f2HGfeqqGZs1ecveGN7Vq/YI+GjM91TYtWrRLdf2XX/1gdI3JlMlBk6csUN26TYz1kZERWr7sm2Rh/7PJ81S8uO1nLqTkfj5HW68jKuqyLt4cjvTJJ/No8ZL18vQsaGpzZ9j38fHVNwvXKnv2HOmqHQDSi8APwBIcUhp7MQkvL2+1av2C3h86Xv9bvdPUJzyTg/l0mMUx+VCdktS69Yv6fM5S0xNTJallqw765uvVpmWOSYb7vLM+hzuOl9nR/INr0htUnZ2dNX/Bj3ql78BkfdtdXFzVqHFLrf1pl+nq/p2v526y3DFcpiQ1a9ZWv2w8oLZtO6e4nZ9fRX02eZ6mTvlazs6pPwXWp2QZrf1pl+leABcXV7Vt21nLf9icLLQ7OTlp9udL1ePl15I9HViSatSoq1X/22mq72F/jlLia17y3QY980wjU13OSZ6Cmz9/IS1dtlHNmz9v8/ht23bW4iU/mx4GJsn0JF2ndH4ZBYCUOCTcGuwZgOUEBgZq9+7EBzeN/mim/Pwq3WULpMfFi//qwvl/lM8j/13D7oN09eoVhYYeUa5cT6pAAa8Ux5l/kP7994KOHT2k02f+1tWrV5Tfs6DyFyikYsVKprhNaOgR09OO+w8YrrfeGipJunTpos6dOyMvr+J3fbCXJF2/fl2nT53U+QuRypnzCRUqVDTZmP736n4/x7i4eCUkJKT4Oi5fvqTTp08qKuqy3NxyKn/+QlzVt2H//l0a/G7iULoVK1bUrFmz7FwRYB304QeAe5Qz5xPJHqr0KGTPnkN+d4ze87A98UQuVQ5I+/0Od+PmllNubjnv3vCmrFmzqkjRYipStNjdG6fT/X6OKT3T4BZXVze5uvqm2gYAHia69AAAAAAWRuAHAAAALIwuPQCAh6JQoaJa8t0GY/5hPyEYAGAbgR8A8FA4OTmpevU69i4DADI8uvQAAAAAFkbgBwAAACyMwA8AAABYGIEfAAAAsDACPwAAAGBhBH4AAADAwgj8AAAAgIUR+AEAAAALI/ADAAAAFkbgBwAAACyMwA8AAABYGIEfAAAAsDACPwAAAGBhBH4AAADAwgj8AAAAgIUR+AE8NBcv/qse3VvrzTe62buUh+Kbrz9Xj+6ttWPHr/YuBZIiI8/p6NFDd20XExOjqKjLio2Nu6fjnD17Wut+WqlNm37SxYv/3tM+Hgd//XVC635aqZUrl+jQwWB7lwPgISLwA3horl+/ptWrv9eqVUvtXcpDcfBQsFav/l7Hw47au5QMLTY2Tj1fbit/v7yqXctXlSoWSvEziY2NU9s2deRTwk3Bwb+n6zihoUf0TO0yqlA+v7p0aaGOHRqpdKlc6tatla5cufIgXsojERcXr3cG9VGVp4qqS5cW6hXYTvXqlVO75+vpn3/O2bs8AA8BgR8A8J82a+ZErVq1VM2bP69B74zU6dMn9XLPtjbbzp79sYKCtqp377dVsWKVNB/j8OEDatI4QCEhB+XnV1GvvvauOr7QQy4urlq75gc937aOYmJiHtRLeqjmfTVN8+bNkCTVrN1Abdp0kiRt2bJBg9/ta8/SADwkjvYuAACA+7Fhw2pJ0tRpC+XomFknjh/TokVf6uyZU8rnkd9od/jwAX04YoC8vX00YOCH6TrG3DmTFRV1WW3bdtakj7+Qo2NmSdLLL7+uli2qa+/eIO3atV1PP13rwb2wh+DE8VC9996rkqRFi9apZq36kqQhQ8aqZs1SWrlyiZqtXKLmzZ+3Z5kAHjACP4BH5ty5s9q+baMiIs6ockA1+flVUubM5h8aT536S4cPH1ChQkVUuLC39u0L0t69QfLzq6iqVWsb7U6cCNWhQ8H688/jKly4qEqX9leRIsVM+7p69Yp27PhVrq5uCgiorhMnQrVr13ZdunRRxYuVVNVqdYzgdqerV69o1+/bdfjIARUrVlJlypRXvnyeKb62GzduaP/+3dq3N0gengVUocJT8vQseO9vVhJXrlzRzp2/KvxEqCpVrqoyZSqY3rdz585q//7deuKJ3DavWp89c0p/HNwnN9ecqhxQzbQuNPSItm3bqNy53VW16jPKnfvJZNtv2bJBN25cV61aDXXx4nnt3rVDx08ck1dhb1WtVltubk/c0+uKjY3T1q0/Ky4uTv7+leXunse0fu/eIJ0/H6kCBQqrZMkyKe4nOHiXAgKqG59lufIBWrToSx0LPWIE/piYGL3+WhdJ0pSpC+Ts7JyuWtesWS5Jeu31wab/ZkqX9lP9hs21fNk32rL558c+8E+e8pEkqUmT54ywL0n5PPJrwMARGjb0TX0w7C0CP2AxBH4Aj8TKlUvUK7CdaZmLi6u++WaNKYSuXbtC7w3up27d+2nP7p3auzdIktSr11uqWrW2rl27pjEfDdasWR8nO0bv3m9ryPvjlSmTgyTpxPFj6vTis/Lzq6jmzZ/X6NHvmtqXLx+g+QtW6cknbwfNhATp/fdf09w5k5Ptv/+A4XrjjfeN/d9y4d/zatIkINmNj5MmzVGHjt3T8vbYlFItLi6umv35d6pdu6Ek6ezZU+r04rNycXHVgT8i5eTkZGo/c+YkzZgxUd269zPe60MHg9WpU1OdPn3S1LZR45aaNWuJsmTJYixr93w9SdKcucvUo3trU3t397z68qsVpi8ae/cGacb0CWrS5Dm1bNUhxdeXOXNmzfn8M61fv0r16zfVvPk/GutCQ4/o2SZPSZJWrwlK9X1ydc2pixcvGPNRly9JkrJnz2Esmzz5I+3fv1tvvz1M5csHpLq/O8XExGrU6CmSpGLFSiVb/8TNLzyZMtv+8vg4ufXfaGCvN5Ote+mlPho29E2dPn1S0dHR6f5SBODxReAH8NBFRV1Wr8B28vOrqBYt2snBwUE//LBI+/fvVvfuz+mndbvl4VHAtM0XcxMDVrt2XVTa119+fhUlSV9+OVWzZn0sFxdXde/xqooWKa7fgrZq4TdzNGPGRBUpWlwvvdTbtK/9+3dr//7deuml3vLzr6hfN63TypVLtHdvkMaPG6oxY6cbbSdOGKa5cybLxcVVbdp0Ulm/Ctqx/VctXbpAE8YPk4ODg958833T/kd+OFCengU16J2RcnLKqkXffqGQkIN6660eKlO2vFF7en322Sijlpde6i2vIsW0ZfPPWrlyiTp2aKSfNwSrdGk/lS1bQT4+vgoJOagtW35W3bpNjH3Exyfou+/mS5LRV/vsmVNq376BIiMjVLN2AzVu1FLn/zmnb76Zo7VrftCgQb01adKcZPX06N5ades2UYOGzXX06CEtXvSlIiMj9NqrL2njpoPGle/Ro97Rli0btGLFYjV5tnWyLyC3ODhI4yfMVs0aJbV+/Sqt+GGRWrRsr4QEadDAxM+w/4DhKleucqrvU1m/Clr300qdP/+PcuV60hg1qVixkpISfwGYMH6YSvv667XX30vPRyBJypLFMcUr3levXtGPP34nSfL3r5Tqfq5fv67nWtVM0zErVKyiUaMm39M2KUlIkPEF2svLO9n6rFmzysvLW+HhYTpx/KhK+/qn6bgAHn8EfgCPhJ9fRf2wYquyZcsmSerx8ut6rlVN7d0bpLFjhujjT75Its3KH7erUqWnTcsiz51V06Zt1L3Hq0YXn/YduqlQoSIaN/Z9bf51fbLAL0mjP5qqrl1fkSS9+GJPVf1ymga/21fLln1tBP5DB4M1adIISdKcOcuMLg8vvthTDRsljmYyfdp4vfLKQGXNmtXYt7t7Xq1YuVUFChSWJPXp01/P1C6jkJCD+j1o2z0F/pCQgxo7Zogkacl3G4zQ27lzLxUY3l8zZkzUsKFvaPGSnxNr7NRTw4a+qVWrlpoC/549OxUZGSFvbx9VqJB4Ff6D4W8rMjJCLVq007Tp3xq/WLRp21kNG1TQtwvnqkOHbnrqqRqmmu5s/+ILL6tevXIKCwtRePgxI2A/80wjbdmyQXXrNkkx7N+SL5+nPvn0S73co4369++pmrUa6KefVmjbto2JN8e+Oviu71Xnzr207qeVeqa2rwoW9NLevUFq376r3Nxy6tq1a3qlzwuSpCmT5xu/XMTFxSfrTnYvRo16R5GREQoIqK66dZ9NtW18fLwRuO8mSxane94mJRERp43pPHlsd08rXKSYwsPDdPzEMQI/YCEEfgCPxOiPphphX0q8mvjhyM/UvFlVBQVtS9a+bt0mycK+JA15f5zN/Tdu3Erjxr6vAwf22FzfsWMP03ztWg0kJf76cOXKFeXIkUPBwbskJV4JT9q/WZKaN39eTyxap5jYGMXE3DAF/mefbW2E/VsaNmqhkJCD2p9CPXezZ89vkqSXXuqd7Ar3m28N1YwZE7VlywYjuLZo0V7Dhr6plSsWa8yY6UawXf2/ZTdff3c53OyJtHXLBknS0GETTN2TihQppq7d+mrK5DEK3rcrWeDv2q2vqX2p0v5yd8+ryMgInTwZbgT+V/oOVIeOPWzeD2DLs8+2Vrt2XbR48Vfq//bL2rx5vaTEvvZZstz9z1T9+k01ceLnmj9/ps6ePa1u3fvpvffGSJImTvxAYWEheu+9MSrt669//jmn9wb304oVi+Xt7aMeL7+mbt3ubWSaz2d/avwSNW78zGRdve6ULZuzDvwRmaZ93/q15F62Scm5c2ckJX5BTenLTr48HpISfwUCYB0EfgCPRKlSfsmW3boRMywsRFevXjH1uS5VOnn7W86eOaXfgrZq377fFXH2tP7993yqD7/y8fE1BXRJKupdwpiOibkhKYdxJdW/nO2uGXd+CbjF1pXQWyE9OvpqinWl5taXj3nzZujff8+n2O7EiaMqVqyk8uXzVP36TbV+/Spt2fKz6tRprPj4BC1e/JUkqdVzHSUlPjQqMjJCkjT8g7fl4GAOqStWLDYdP6kSJUqb5h0cpICA6lq9+nvduH7dtC6tYf+WER9+os2bf9bq1d9LkkaO/CzZ8VLT8YUe6viC+UtdUNBWTZ0yVpUqPa1evftLkl7t11kbN65Vo8YtFbxvl94b3E+FChVR/fpN01XvypVLNHToG5KkxYvXp3pT8S0ODul/X+5lm5R4eCTeRB4ZGaHY2DibXxDOnPlbkpQ/f6EHckwAjwcCP4BHIkeOHMmWubi4GtPnzp019Su+M4jesvz7hXrllRfSdeysWbPZXO7i4qqoqMvG/KmbN7Dmcc+Xrv072ehKkfk+b+D868/jxvStEG7LuXNnjSvr7dp31fr1q/Tjj9+pTp3GRneemrUbGL9AJL1Jd+XKJSnu9+zNq8FJJb2R9xZHxwfzZ8TN7Qm1bNleM2ZMlCTVb9DsvvZ35coVvfbqS5KkTz79Uo6OmXX2zClt3LhWbdt21meT5yky8pz8/fJqyeKv0hX4N236ybgBffr0hapRs9591fqouLvnMf6bj4g4ZTPUh4aGSJKKFC3+qMsD8BAR+AE8EhERZ5Q3r4dp2dmzt/sUFyjgddd9REVdNsJ+795vq2WrDvL1LacsWbLo2LHDqlUz7VeEbfErm3jz57Fjh+9rPw9CaV9/rV+/SkOHTVDv3m+naZv69ZvJxcXV6NZz62p5+3ZdjDa3vhxI0p9/xd61G8ijcujQfiPsS9KAgb208Ju1d+0mk5LRo99ReHiYRo2eYrzmo0cPSZIqVa4qKTEAe3l52/w1IyW7du1Qxw6NJEkTJsxO5IvSMQAAIABJREFUdRSiO8XHJ+i33zYrPj7+rm1dXd3k51fxnrZJTenS/goK2qrjx48lC/xXr14xvhB6eRWztTmA/ygCP4BHYvu2jcnC0Y7tmyTJNIZ6anbt2i5J8vQsaBp+M3Hdjvuu8dYoKxs2rNYbbw411XTjxg1NmjRc169d01tvD5Orq9t9Hy8ttWzfvslm4I+MPKf4+Djlzp0nSX/vbGrTppO++mq6Nm9er8WLvpQkNWrUytjO1dVN3t4+CgsL0YEDu5MNURkdHa3Lly8qW7Zs9zy+fnrFxMSoX7/EEYSmTftGn3wyUps3rdP8+TPUpUufdO9v86/r9cXcKapRo666dHnFWH4j5oYkKavT7e5dWbNm0+Wbw3jezeHDB9SxQ+JQqKNGT9ELL76crrquX7+m1s/VvntDJf4/8cOKLfe0TWp8ff2Nrk7Vq9cxrZvz+WeSJG9vH9P9NgD++wj8AB6JAQMC5VumnNEvOzT0iAYMCJQk1anbOE37yHvzhsLTp0/qr7+OG12Ajh49pHFj309t0zSpWKmqXFxcE0cOGvue3nlntDJnzqT4+ASNHvWOZs36WKV9/TXsg4l339l9qlwp8Sr0up9Wavr0Cerdu79x0+3SpQv0ar/OcnFx1b7gs3J0vD1e+q3AP2J4f0VGRqhDx+7JulM1btxS06aNV5/eHbR8+Wbj4VT//HNOXbu00K5dO9L1y8Kdfvttiz77dLSaNm2TrF+9LZ98/KEOHQxWg4bN1eq5jipUuKiaN6uqd995RbVrNVSRomm/2nzp0r/q2/dFSdLESXNMXwqLF08cQ3/fvt/VoWN3XblyRSEhB9Woccu77vfPP4+r3fP1FBV1We8PHX9PN/o6OjraHEHKlsKFi97zNqnp9+o7+ur/7N15XE35GwfwTyVrZUuUPZSimNJI9n3NruyMiOx+1rFk38Y6tmyNnbEvZZpIspQlYUKNkCwtkiEV2vT74+rodG91W29un/fr5TX37M+5zT33ud/zfL9nnxO8vNzx11+n0K2b5LkKIc+fYeVKyYhIixavl+t4RPTjYMJPRAVCR0cXrVsZCyUHDx7cBQC0aNEOEyf+mtmmgvpGpkLrdDPLOmjXrivi4mJx69Y1meOKZ5e2diUcPPQXevdqia1bVmPf3m34+ecWuH37ulDrnzr6S36rXEUPR49ehK1tRyxdMhNO29bAvEkzPA9+gqCgAACSVub0D0cyb2KFmjX1hXX69x8mte/Zc5bjwaP7uHblIn76qSosLJpDU1MLnp5uACTlREOGjMlx7GvXLMT1657w9HRDv/7DMh2a8+7dW9iwYSkAYMW3h1uZm1ti5Mjx2Lt3G6ZMGYGTp67IXXq00HEaoqIisX69M6pXryVaVq1aLRgZm2LfPidolS2H27ckreFdOmed8A8e1EXo7Oy0bQ2ctq2RWqd27XqZtrCrq6uLnvkgj5xsk5mqVWtg/Xpn/O9/dhht1w+NG1ugQgVt4W9vazsy2x2Yiajwy/0gxEREGShWTNLJU1tbB4eP/I127boKD8HS1tbB8OHjsH3HMVEyl1FnXcky4MzZ68I4856ebrh16xp69x2MLVsPAQDU1IqlWV+++m9V1e+Xwp9/boEjf0pGcYmNjYGnpxtiY2PQuLEFXFxviMa4V1PNOAlNG0dOtWzVAfv2nUPHTtaIioqE+99nERQUACNjU+w/4IoBA4ZLbaOi8n0IUl3damjatJXUOurq6ti18zjs7adBX98Avr7eQsJnN3oyTpy4LCpZStu5OiNqaTrvdv3Watyzp02myX5y8lehY+2SJRtFQ5vOnrMc2to68PX1xsGDO7I8PiDpTHv06F506NAdtgOln3CsqqoC592nYGBgjM2bVuLWrWsYZTcJtgN/yXLfwcFBwuuoqEiZ/9I+7bcwsx04ChMnzQEgeRBX6t++e/d+WLRY+gnWRPTjU0lJSUlRdBBElD/s7e1x966kJX3Fyh0wMcn8SaAFISbmIz58+A/VqtWCnPm4TPHx8QgPf41KlarIHAEoLyQmJiEs7CV0datl+QCpzERHf8CrV8+zXjENA4MGomMmJiYhNPQFtLV15ErAsyMq6i0SEr6gcuWqefIwKkDSFyD93YfC5E1EGLTKli/UMea3d+/e4smTQCQlJqJmrTpSd0QK2oMHfpj761gAgJmZGXbu3KnQeIiUCUt6iKhAaWpq5UmH1xIlSqBWrfwdSURdvVielApd8XLHuHHyj+YCALduPxclYOrqxfLtfLW1K+X5Pgt7Ip3ab6Eoq1ixEipWzPu/PREVPkz4iYjyWbXqtdCzp022tilVKn/uWhARUdHDhJ+IKJ+ZmTXF9h1HFR0GEREVUey0S0RERESkxJjwExEREREpMSb8RERERERKjAk/EREREZESY8JPRERERKTEmPATERERESkxJvxEREREREqMCT8RERERkRJjwk9EREREpMSY8BMRERERKTEm/ERERERESowJPxERERGREmPCT0RERESkxJjwExEREREpMSb8RERERERKjAk/EREREZESY8JPRERERKTEmPATERERESkxJvxEpDB3fH1gN6ovdu7coOhQ8lx09AfYjeqLaVN/UXQocnF1PQG7UX3h/vdZudZPSQHsRvWFg8MgfP2aks/RZS0q6i2ePAnMcr3ExETExsYgKSk5R8eJjY2Bt/dl/PXXKYSGvsz29h8/RuPjxw9ITv6ao+Nnx4cP73HtqgfOnD6CO74+SExMzPdjElHhxISfiBTmTWQ43NxO44H/XUWHkufi47/Aze00zp8/qehQ5BLy/Cnc3E4jINBf7m3c3E7j7Jk/kZycs+Q5LyQlJWPM6P4wNdFB61bGMDerjufBTzJct3+/tjCopwV//zvZOk5cXBx++aU3DOppYUD/dhht1w8WTWqiRXNDhDx/Jtc+3kSEob5hOdQ3LI9XL59n6/jZdfjQbhgbVYCtbUeMHz8YPXs2R6uW9XHv3u18PS4RFU5M+ImI6Ie1c8c6nD9/EtbWAzB7zjKEh7/G6DH9Za67a9cG+Pp6Y9y46TAzayr3MWJiPmJA/7Zw//ssdHWrYZTdJIwbNx01a+ojODgInTr9JF/Sr6IivFQrpib38bPL398PM2aMAQDo6xtgxAgHaGho4sWLYIy264fY2Jh8OzYRFU5M+ImI6Ifl6ekGANi67QimTJkHW9uRCAzwx5uIMNF6//77EEuXzIS+vgFmzlqarWNc8jiP+/d9YWBgjIse97Fs2SY4LlwL9wt+MDExQ2xsDM6cPZLlftTVi6d5rZ6tGOQVHx+PyZOGAwCmT1+Ia9cfY+WqbXjw8C2srNogPPw1Viyfky/HJqLCq5iiAyAiSvXkSSDu+t1EYlIiWjRvj1q160itc/26JxIS4tGqVSe8eROKmzevIjIyAqNGTUKJEiUASOrLHz26h8ePH+G//6JQ37AhjIwbQVu7kmhfAY/+QcSbMJiaNkGZMhq4f/82Hj68B51KVWBmbonq1WtlGOvz4Ce4efMqVFVV0aBhYxgaNsw0iQsPf407d24gKioSjRo1QcOGP6F48eIZrp8dkZER8PX1xtu3b9CkSTPUr2+KYpm0IL95E47r1y8hLi4WJiZm+OmnnzPdf1JSMu7fu4V7929DV7caWrbsAC2tcrmKOSkpGd7el5CcnAxT0yZSf5v7933x339RqFq1BgwNG2S4H39/P1hYNBfOt1FjCxw9uhdPnz1G5Sp6ACR1+1MmjwAAbNl6EKVKlcpWrFeuXAAA2NtPQ4UKFYX5WlrlMGKEA2bMGIPLnn9j6tT5me5HTe3730RVNX9a+F1djyMoKADa2jpwGD9TuKlQokQJOC5ciy6dm2Dv3m2YMHE2qlatkS8xEFHhw4SfiBQuOeUrli2dhW3b1ojmGxmb4vhxT1GSZTOgPQBg/Xpn/O9/dsL8gQNHoUSJEggPf42p00bh2pWLUsfZsfMYrK0HCNPr1i2Gm9tp/LZmBzasX4rw8Nei9deu3YXBQ0aL5gUG+GPo0O5S6+rrG2Df/nOoU8dQ6rjHj+8XEs6053bq1BWULZvzxPnjxw8YNrQHfH29RfM1NDSxafN+dOnSWzQ/MTERdqP6wMPjvGh+1659YGxsKvMYnp5uGDfWVlQGoqGhie07jspc//59X2x3WouuXfugV++BGcaupqYG592b4OFxHh06dMf+A67CsmfPHqNbV8mPELe/fTPcBwBoapZFdPR7YTo25iMAoHTpMsK8zZtX4sGDu5g+fSEaN7bIdH+y9O07BO3ad4OVVRvp42uVBQCoqmZ9w7xYse8/CNO29uel1I7LdqMni94DADA1NYeVVRv4+Hgh+FkQE36iIoQJPxEp3JlThwEAHTtZo127rggNfYk/j/yBwAB/jBtrg0OH3aGuLr5c/e9/djAxMUP79t1Qtlx5aGhoAgBmzxqHa1cuQl/fAIMGjYKGpha8vNzh/vdZjLW3QV1PfxgZmYj2NWvmWBgYGMNu9G9ISIjH0T/34MWLYMyYMQYtWrZHjRq1AQChoS9ha9sRUVGRMDe3RA/rAfj0KQ6uricQGOCPrl0s4HvnpSiJj42NwZTJI9Cv31BYNmsF39veOHZsHwID/PG/aaPg/MepHL1n8fHxGPVLH/j6eqNmTX306zcUlXSq4OqVi3BzO41Rv/TB2XPXYWHRXNhmwfzJ8PA4Dw0NTQywGQFjY1PcunkNJ04cgJvbaaljPHv2WEj2LSyao3uPfoiLi8XJEwcxdEg3mXGtWD4H16974ty5Y+jarW+GdzFUVIA1a3ehZQtDeHicx7mzR9Gzly1SUiR/QwCYMXMxGjVqkun70NDkJ1y84IL//nuH8uUr4ubNqwAg/PDy9/fD2jULYWRsislT5mX9xsrQslWHDJe5uhwHADSxsMpyP2lb+NXUvv9A+N//7PBv4IMst1dXL44TJ72kPgtpPQmSJPy1a9WVubxu3frw8fHCs+CgTM+LiJQLE34iKhR+GTURy5dvFqYHDx6NTh1/wvXrnjhz5jAGDBguWt/aegC2bD0sSn4+fYpDqVKl0bOnDRYv2YjKlXUBACNGOKB/v7bw8fHCzZtXpRJ+fX0DnDl7HeXKlQcATJz4K4yNykuGYLzuiRqDJXcSliyegaioSLRo0Q6Hj1wQykgmTpyDLl2aIDDAHydPHMAou0mi/U+dOh+zZkvqxocMGYPOXXrBblRfuLmdxtevKVBVVUF2HT68Gz4+XtDW1sE5Fx9UqlRZONcli2dg+/Z1mDxpOG7clHQmvXfvNvbv3w4A2LvvnNBaPWTIGDSxsMKc2Q5Sx1i8aDpiY2PQpk1n7D9wXjhfO7tJ6NzJHC9eBEtt06ZNZ1y/7ol27bpmWbJUubIuNv6+F6Pt+mHGjDFo2aojLlw4Bx8fL5iYmGHSpLlZvg/Dho3FxQsuaNPaGNWq1cT9+76wtR0JLa2y+PLlC8Y7DAYAbNl8QCi5Sk7+Kkq4c8rF5ThcXI5DQ0MT9vbTslw/bQt/2tdPggJw/37mdzJSJSUlZprwP378CABQtVpNmcurfZv/7NljuY5HRMqBnXaJqFBYuHCdaLpWrTpCTbS/v5/U+mPHTZdKfEqXLoMdO49h+46jQrKfqmcvWwCS5Cq9/gOGCck+ABQrpiaUw7x4+T2pvXHjCgBg5aptohp5dXV17N/vgoOH/oLFz99b1FMNGz5WNN28eVvh9atXORue8d7dWwCAefNXC8l+ql/nrpLE/iIY//33DgDw6NF9AED//sOkSlOGDx8HIxklPamt5cuXbxadr5ZWOSxZ+rvMuMZPmIWHj6Jw8NBfcp1Ht259YWMzArGxMZgxfTQWzJ8MQFJrn1lim6pDh+5Yt243qlWriTdvwiU/HFdsAQCsW7cIwcFBmDdvFYyMTfHu3VuMG2uL6tXU0KK5Ifbs2SpXjLL4+d3EWHsbAJL/H9L/DWQRt/B/P7eDh9zw8FGUXP9Klsy8/0FwcBAAoGKFSjKXa2vrAADCQl9lGS8RKQ+28BORwpmbW8psDW7QsDEAwP8f6YRfVq18qsAAf9y4cQVPngTiQ/R7RH94Dy8vdwBASor0Q6KM6ptIzfvJrClOnDiAhPh4AEBERCiioiIBALVq1ZNav2rVGjJrojU0NKGrW000T0urHPT1DRAcHIT4+C8ZnkdmUuv209+tAAB19WIwN7eEn99NPHp4Dy1bdcDDB/cAACamZjL3Z25micCA72Pwh4e/Fur2a8ooD8mo5h+AqM+FPJYs3Yhr1y4JZUXLlm1CvXpGcm8/aLAdBg22E83z9fXG1i2rYW5uibHjZgAAJk0cBi8vd3Tu0gv+//hh3tyJqF69Fjp06J6teJ88CcSggZ0AALNmL0W/fkPl2i7NqJyihD83/TjSMzAwRlBQAKKi3sjs9B4ZGQEAmXZIJyLlw4SfiBSuSpWqMudX0pa0mj5/Lv0gJRUZVTBJSclYsXw2tm8X3y1Ire/PiFox6Uth+k6Yb96EAwB0davlSTlIMRnHlFdKCoRymoxallPf04g3kuEpw8IkLbo6larIXD91RJtUqedbs6a+zJIjbe2sW7TlpaVVDr162Qp/tw4de+Rqf3FxccLQlBt/34tixdTwJiIMXl7u6N9/GDZt3o+oqLcwNdHB8WP7spXwh4a+RL++bRAbG4MRIxyyHJknI5mNopQbhoYNEBQUgNDQlzL7Fbx6FQIAqFM34x/MRKR8mPATkcIFZtBhMfhboi/vyCo3fC4LSeOq1U5o1bIjqteoDTU1VRw+tFt4GFFOpLY4h4e/xqdPcVIjoBQkFRUILfjPnz+VuoMAfH9PDQyMAQCG9RvCw+M8nn0r+UgvfamTvr4BAMkPi/j4eGHI01QhIU9zfR5pY037I23mrLE4ctg9R30bAGDFijl48SIYy1dsEe4EpY5eY96kGQBAW7sSatbUl1kulpGoqLewtZF02raxGYFly7dkO7Z/H38AIL7LFPDoH3xIM9JQZpo2bZXpD87U/08z+jsHffs7164tfZeKiJQXa/iJSOGCg4Pw+vULqfnXr10CIBlOUB7ePpcBALa2IzF8+DjUql1HSI7SD12ZXaVLlxHq3L2ve0otv3bVA4sXTcf58ydzdRx5mZlZAgBu+HhJLQsPfy3UchsaNgQANGwgKY+64nUBX7+KE864uDj4pNuPllZZ1KypDwC4feua1DFkvQc5kZiYiIkTJSUx27YdhoGBMa5duYgDB7bnaH/Xrnpgzx9b0KJFO4wYMV6Yn5CYAAAoUfz7D5cSJUoiISFBrv3GxHzEkMFdEBwchJ49bbB2nXOO7vRoaZWVeobB7Nnj0L9fW7n+JSTEZ7r/1B94253WIubbEKWpfH29hc9Bvbr1sx07Ef24mPATUaFgN6qvKEFxcTkujCrTvEU7ufaRWsbi6+uDpKRkYb6b22kcPbo31zF2/daRd8KEIQh5/kyYH/L8Gezs+mLHjvUonk/jq6fXuo2khnzdusW4dtVDmB8XFwf7MZJnDbRr1xUlS5YE8L1l29fXGxs3LhWS/sTERMyYMVron5BWamnNhAlDRM8duHv3FuZ/61yb3u3b1zF0SDccOews13ls3LAUgQH+6NjJGr37DMK69ZLtfp0zXvQey+Pjxw+YMGEIAGDdemfRHYK63xLcf/65A0DyPgUFBcC0UdY/Jr98+YJfRvbCgwd30aFDd2zecihHJTlvIsJgM6A9+vRuhZcvv3fW7tKlN4YPHyfXv6xKwbp174/GjS0QGxuDDeuXCJ+DmJiPWLJY0pdh/IRZUiVcRKTcWNJDRApXs6Y+Hjy4C0ODsrCyaoPQ0JdCjfr0GYvQrFlrufbTtm0XAJI7BsZG5dG6dScEP3+CwAB/1KypL3MYyeyYOs0RjwL+gfvfZ2FlVRfm5pZITk4WhlRs2rQl2rXPXgfQnGrXritmzV6K31YvgK1tR+jrG6BKFT2hpV5f3wCbtxwU1q9WrSZ27DyGsfY2WLtmIfbu2QqjBo2EB5SZmJjhwYO7omPMnbsKt29dx4MHd2FuVh2NG1sgPiEegQH+MtcHgLVrFuL6dU94erqhX/9hmQ7NeffuLWzYIBmudMW3kXXMzS0xcuR47N27DVOmjMDJU1fkTq4XOk5DVFQk1q93luqUWq1aLRgZm2LfPidolS2H27euAwC6dO6V5X6XLp0pvK8eHudhbia7z4nHpX+goyO7jwQA/PXXKVz/dmfE5dwxTJg4GwCE/+aFYsXUsGHjHrRt0xDbt6/D2bNHYWFhhXPnjgGQ/H8xffqiPDseEf0Y2MJPRApT7NtIJU2btsSJk5ehr28AHx8vvHgRDAMDY8yctQTTpjmKtsmsA27Nmvpw+9sXBgbGiI2NwfnzJxEY4I8ZMxcLnSvTdtCVp+OseH01bN16COMnzIKBgTH8/G7i/n1faGvrwN5+Go4e8xDKPFRVJUlqRsMoyuoonF1Tp87H4iUbYGHRHMHBQfDx8YKubjUMGmyHI3+6o3z5CqL1ra0HYP16Z1hYNEdUVCSuXbkIbW0dbNl6UOZTcUuVKoU9e89g4KBR0NDQxP37vggM8Ie19QDs3+8iM6au3foCAHr2tMk02U9O/ip0rF2yZKNohKPZc5ZDW1sHvr7eOHhwh1zvxZUrF3D06F506NAdtgNHSS1XVVWB8+5TMDAwxuZNK3Hr1jWMspsE24G/ZLnviPBQ0XRUVKTMf6l/84yk7UTbtGlLuc4rJwwNG2D79j+hoaGJ8PDXQrJvZGyKXbuOo1SpzIf2JCLlo5Iia4w6IlIK9vb2uHtX0gq7YuUOmJjIVwuvSG/fvkFKSkqmLaXyiI7+gOjo99DVrSY8cCmvvXv3FsnJybmONTT0Jd6/fyf3+sWKqaN+/YaieXFxcYiJ+ZDhiEfpffjwHl++fELlylVljniUXnLyV4SGvoC2tk6WHZY/f/5cqJPKNxFh0CpbXiExfv78GcnJSVmOHJVXx3r8+CHev38HXd1qqFfPOE9GmMovDx74Ye6vkmdWmJmZYefOnQqOiEh5sKSHiAoVeR5gJI+yZcvl6fjmslSsKPvhRtm1ZfMq7NvnJPf6urrV4HdX/OCkMmXKoEwZ+UcOkjxorHyW66VSU1NFjRq15Vq3MCf7gPQQpAWpIN+bUqVKyT3CFREpNyb8REQK1rixRbZa+Ct+e1oqERGRPJjwExEpmO3AX+SqJSciIsqJwlvMR0REREREucaEn4iIiIhIiTHhJyIiIiJSYkz4iYiIiIiUGBN+IiIiIiIlxoSfiIiIiEiJMeEnIiIiIlJiTPiJiIiIiJQYE34iIiIiIiXGhJ+IiIiISIkx4SciIiIiUmJM+ImUmKrq94/416/JCoyEiChzaa9Raa9dRJR7/EQRKTFNTU3h9cePHxQYCRFR5tJeo9Jeu4go95jwEykxPT094XXo6xcKjISIKHNpr1Fpr11ElHtM+ImUWL169YTX//77QIGREBFlLu01Ku21i4hyjwk/kRIzMzMTXvv5+SA29qMCoyEiki029iP8/HyE6bTXLiLKPSb8REpMT08PpqamwrTHRRcFRkNEJFvaa5OpqSlLeojyGBN+IiXXvXt34fXZs4eQnPxVgdEQEYklJ3/F2bOHhOm01ywiyhtM+ImUXL9+/aCrqwsAiIqKxL59mxUcERHRd/v2bUZUVCQAQFdXF/369VNwRETKhwk/UREwevRo4fXpUwdw9eoFBUZDRCRx9eoFnD51QJhOe60iorzDhJ+oCOjVqxfatWsnTK/5bS7u3PFWYEREVNTdueONNb/NFabbtWuHXr16KTAiIuWlkpKSkqLoIIgo/0VHR8POzg4hISHCvMlTFqBjR37BElHBunjxLDb9vlSYrlWrFpydnVG2bFkFRkWkvJjwExUhz549w+TJk/HmzRthXvv2PTB4yFjo6OgqMDIiKgoiI8Nx+NAOXLrkKsyrXLkyNm3ahDp16igwMiLlxoSfqIgJCQnBvHnz8PjxY9H8rt36oU2brjA2bqygyIhIWQUE3IeXlxvc/jopmm9oaIjly5ejVq1aigmMqIhgwk9UBCUmJmL16tU4c+aM1LKyZcujbl0jVK6sh9KlNQAVBQRIhdb791F49PAeTBtZAAD8//FFg4Y/oXx5bQVHRoVKCvDpUyzevAnD06eBiI5+L7VK7969MXv2bKirqysgQKKihQk/URHm7e2NvXv34t69e4oOhYiKiJ9++gkjR45E8+bNFR0KUZHBhJ+I4OvrC3d3d1y/fh1RUVGKDoeIlIy2tjZatGiBzp07w8LCQtHhEBU5TPiJSCQkJATBwcF4+/YtPn36pOhwSIEiIyNx69YtvHz5Mlvb1ahRA02bNoWOjk4+RUY/gtKlS6NSpUrQ19dnjT6RgjHhJyIikfj4eDg5OeHgwYMZrlOpUiUAwNu3bzNcZ+jQoXBwcECJEiXyPEYiIpIfE34iIhK4uLjAyckJkZGRGa5jb28Pe3t7AMDOnTuxc+fODNfV0dGBg4MDrK2t8zxWIiKSDxN+IiJCQEAAnJyccOPGjQzXad++PRwcHKTKM0JCQuDk5IRLly5luG2zZs3g4OAAY2PjvAqZiIjkxISfiKgIk6d8p1atWnBwcED79u0z3delS5fg5OQkeppzeizzISIqeEz4iYiKqOyW78iLZT5ERIULE34ioiImN+U78mKZDxFR4cGEn4ioiMjL8h15scyHiEjxmPATERUB+VW+Iy+W+RARKQ4TfiIiJVYQ5TvyYpkPEZFiMOEnIlJCiijfkRfLfIiIChYTfiIiJaPo8h15scyHiKhgMOEnIlIShal8R14s8yEiyn9M+ImIfnCFuXxHXizzISLKP0z4iYh+YD9K+Y68WOZDRJT3mPATEf2AfsTyHXmxzIeIKG8x4Sci+oEoQ/mOvFjmQ0SUN5jwExH9IJStfEdeLPMhIsodJvxERIWcMpfvyItlPkREOceEn4iokCrVT6t3AAAgAElEQVRK5TvyYpkPEVH2MeEnIiqEimr5jrxY5kNEJD8m/EREhQjLd+THMh8iIvkw4SciKgRYvpNzLPMhIsocE34iIgVzdXXFtm3bWL6TS/KU+YwfPx49evQowKiIiBSPCT8RkYKwfCfvscyHiEgaE34iogLG8p38xzIfIqLvmPATERUglu8ULJb5EBEx4SciKhCBgYHYtm0by3cUQN4yn/Hjx8PIyKgAIyMiKhhM+ImI8hHLdwoPlvkQUVHFhJ+IKJ+wfKdwYpkPERU1TPiJiPIYy3cKP5b5EFFRwoSfiCiPxMfHY/v27Thw4ECG67B8p3CRp8xn2LBhGDduHMt8iOiHxYSfiCgPsHznx8YyHyJSZkz4iYhyITAwEE5OTvDx8clwHZbv/BjkKfOxsrKCg4MDy3yI6IfChJ+IKAdYvqO8WOZDRMqGCT8RUTaxfKdoYJkPESkLJvxERHJi+U7RwzIfIlIGTPiJiLKQkJAAJycnlu8UYfKW+Tg4OKB48eIFFxgRkRyY8BMRZYLlO5QWy3yI6EfEhJ+ISAaW71BGWOZDRD8aJvxERGmwfIfkxTIfIvpRMOEnIvrG1dUVTk5OePPmTYbrsHyH0suqzKdy5cpwcHBgmQ8RKQwTfiIq8li+Q7nFMh8iKsyY8FO++fTpE5KTkzNdp3jx4tl+cI2Pjw/Wrl2Lli1bYtq0abkJkYo4lu9QXmOZD2UkMTERX758kXv90qVLQ01NLR8joqJEVdEBkPKysbGBlpZWpv82bNiQ7f2Gh4fj9OnTuHv3bj5ETUWFq6sr+vTpk2myb29vjxMnTjDZJ7m1b98eJ06cyLTs68CBA+jTpw9cXV0LMDJStEOHDmX5nZj2n5+fn6JDJiVSTNEBkPLT0dGBtra2zGVVq1Yt4GioqGP5DhUEe3t7dOrUKcMynzdv3mDRokW4cOECy3yKiHLlysHY2Fg079WrV4iJiZH5PVm2bNmCDI+UHBN+yndbt25F//79FR0GFXEs36GCVqtWLaxevTrTMh8fHx/4+PiwzKcI6N27N3r37i2a5+DggO3bt8PR0RETJkxQUGRUFDDhp0IjJSUF9+/fx6NHjxAVFYWGDRvC1NQUOjo6cu8jLCwM9+7dw+PHj1GjRg00btwYdevWzXD9x48fw8vLC9ra2mjdunWGdyLox8bRd0iR2rdvj/bt22c6ms+BAweE1n6O5kMAEBcXh6tXr0JLSwvNmjXDw4cP4e3tDQ0NDQwbNgzPnz/Hv//+i/r166N27dqibd++fYs7d+6gUqVKaNKkidS+IyIicPnyZXz+/BmtWrXK9HuSlAMTfioUXr9+jVGjRuHixYtSy44dO4YBAwZkuY+tW7di4sSJUvOnT5+OFStWiFrO/P390b17d7x+/Vq0bq9evXDs2DG2sikJlu9QYcIyH8qOp0+folu3bjAzM0OrVq2wceNGAICpqSmGDRuGXbt2YeXKldi4cSOmTJki2vbevXvo1q0brK2tce7cOWF+dHQ0rK2tce3aNdH6BgYG8PDwQPXq1fP/xEghmPBToTBu3DhcvHgRBgYGGDVqFLS0tODu7o6zZ8/CxsYG/v7+MDExyXD7CxcuCMn+mjVrYGpqinv37mH58uVYt24djIyMYGdnB0ByF6Bjx46IjIxEx44d0atXL7x9+xbOzs44e/YsHBwc4OzsXCDnTfmD5TtUWLHMh7Lr7t27uHv3Lrp3744WLVrkuO9bUlISBg0ahGvXrsHAwAAjRoxAqVKlcOzYMdy8eRM9evTAtWvXoKWllcdnQIUBE37Kdzdv3pR5AdHQ0ICVlRXi4uJQunRp2NjYYOPGjdDV1QUgqW1s27YtvLy8cPXq1UwT/jNnzgAAli1bhhkzZgAAOnXqBAsLC+zatQuvXr0S1p0+fToiIyNhY2ODI0eOQFVVMljVsGHD8NNPP+GPP/7AL7/8ghYtWuTZe0AFh+U79CNgmQ9lx4YNGzB16tRc7eOPP/6Am5sbDAwMcOPGDVSoUAGApMGtY8eO8Pb2xpYtWzB37ty8CJkKGSb8lO/WrVuHdevWSc3X0dHBmzdvUKZMGRw7dkzmtra2tvDy8kJAQECmxyhdujQAwMPDA2PHjhVq8du1a4d27dqJ1vX09AQArF27Vkj2AaBOnTqYMGECVq1aBT8/Pyb8PxiW79CPiGU+JI/x48fneh83btwAACxevFhI9gGgVKlSmDdvHrp164bbt2/n+jhUODHhp3zXvXt3qaHIAKBMmTKiaX9/f1y5cgWBgYF4//493r9/D3d3dwCSDr2ZGTx4MNatWwcvLy9UqlQJXbt2RZs2bWBtbS36ggwPD0dkZCQASUu/ioqKaD+pPzw4/vGPg+U79KNjmQ9lxszMLE/+3idPngQAzJs3D6dPnxYte/r0KYDvDWKkfJjwU74bOXJkpsNyJiUlYc6cOVJ3ATQ1NeU+hpmZGe7fv4+NGzdi7969cHNzg5ubG2bPno02bdrg2LFjqFSpkqiT7vHjxzPcX0REhNzHJsVh+Q4pE5b5UH5JSUlBTEwMACA4OBjBwcEy14uJiUFiYiLU1dULMjwqAHzSLimcl5eXkOw7OTnhyZMnSEpKwsePH7Fr1y6599OoUSPs2bMHX758wY0bNzBr1ixoamrCy8tL6LBraGgorJ+YmIiUlBSZ/y5cuJC3J0l5KjAwEJMnT8aiRYsyTPbleeIpUWGU1ROeU8t8Jk+ejMDAwAKOjgqbuLg4qXmfPn0STauoqMDCwgIAcOvWrQy/+1JSUpjsKykm/KRwly9fBiC5EzBu3DjUrVsXampqAABvb2+59hEXF4fo6GikpKSgRIkSsLS0xOrVq4XOvC4uLkhJSYGWlhYMDAwASIYtS+/Tp0+IiIjAhw8f8uLUihRvb2/Y2trm6zESEhLw+++/Y9iwYRnW6qeWR6xevZq1+vTDkuf/49QSn99//x0JCQn5Go+tra3c12MqGKl91a5evSq1zN/fX2qepaUlAOD69etSy5KSkhAREYG3b9/mcZRUWDDhJ4VLHWLMx8cHSUlJwvzTp09j7969cu3DysoK5cqVw2+//Saan1rCY2lpKdTr9+rVCwAwcOBAhIWFCeu+ffsW7du3h66uLoflzKaQkBA4Ojri2bNn+XYMV1dX9OnTJ9Na/axaRol+NPLcqTpw4AD69OkDV1fXfIvj2bNncHR0lNm/gBSjUaNGAAB3d3c8fPhQmP/gwQOsXbtWav1OnToBkPRfSzsOf0JCAqZNmwZdXV388ssv+Rw1KQoTflK4Ll26AACCgoJQoUIF9O/fH40aNULfvn2hr68v1z5SH0k+Z84cmJubY8KECejWrRtGjBghWg5Ihu7s2LEjgoODUbVqVbRo0QLdunWDjo4Obt68CVNTU4wZMyaPz1J5JSQkYMGCBYiOjgYAmU91zA2W7xAptswn9TMdHR2NBQsW5PvdBJKPhYWF8B1pYmKCn3/+Ge3bt4epqanM9Xv06IFFixYBAFq1agVDQ0P07t0b1atXx5YtW6CpqYkVK1YUVPhUwJjwU75JO+RlZvT19eHr6wtjY2PExMTg5MmT8Pf3x+LFizF//nwAQLFi3/uXp+43tewH+P5lqK+vj7t372Lbtm1wc3ODqakpLl68iKFDhwrrFi9eHMePH8e0adNgYGAAb29vuLm5AQAmT54MT09PPngkGxwdHaUSjLwYx5nlO0RiiijzSf9ZDgwMhKOjY673SxLpR4qTdxkAaGlp4dKlS2jevDkAwNfXF56enhgxYgT27dsncxtHR0esXbsWzZs3R1BQEM6ePYvIyEhYW1vDx8cnwx8L9ONTSclqvEOiAvT+/Xt8+PABVatWzfEwZHFxcYiIiEDVqlVRsmTJLNePjIxEfHw89PT0RD8iKGubNm3C/v37ZS67c+dOjvfL0XeIspbZaD4AULly5VyP5pPRHbvhw4dj8uTJOd4v5a3Pnz8jLCwMurq6wnNpsvLx40e8e/cOenp6KFGiRD5HSIrGhJ+IcuTEiRNYtWpVhsvr1KmDo0ePZmuffHgWUfaEhIRk+NCuVFZWVjl6aJetrW2m/XLmzJmT6ZDLRFR4MOEnomy7ceMGJk2alOV68rby8+FZRLmT2UO7UmX3oV3y9MfZvHkzmjVrJm+YRKQgTPiJKFtevHgBOzs7uYcuzSrpZ/kOUd7JqzIfeTvflytXDs7OzqhZs2a24iSigsWEn4jklpSUBDs7Ozx69EjubTp16iRz5AeW7xDlj9yW+cydOzdbDx9s0KABnJ2dRYMrEFHhwoSfiOT266+/4uLFi9neLm0rP8t3iApGTst8cjK0bseOHbFy5cqchElEBYAJPxHJZcuWLXI/CC291A68LN8hKnjZKfPJqqNuZkaOHImJEyfmNEwiykdM+IkoS6dOncr1A1msrKxYvkOkIPKW+WT2GZXH3Llz0bdv31ztg4jyHhN+IsrUrVu3RE8qzmss3yEqOPKU+eTW1q1b0bRp03zbPxFlHxN+IsrQq1evYGdnh//++y9f9s/yHSLFyKrMJzcqVKgAZ2dnVK9ePV/2T0TZx4SfiGRKTk7G6NGj8eDBgzzfN8t3iBRPnjKfnDIxMcHu3bv59HKiQoIJPxHJNG/ePLi7u+f5fqtUqQJXV9c83y8R5UyPHj0QERGR5/vt3Lkzli9fnuf7JaLsU1V0AERU+GzdujVfkn0A+ZJYEFHO5ddn0t3dHVu3bs2XfRNR9jDhJyKRM2fOYM+ePfl6jJyM801EeS+/P4t79uzBmTNn8vUYRJQ1JvxEJLh9+zaWLVtWIMeaO3dugRyHiGQrqM/gsmXLcPv27QI5FhHJxhp+IgIAhIaGws7ODlFRUQV2zLRP4CWiglWQd9q0tbXh7OyMqlWrFtgxieg7tvATEVJSUrBgwYICTfYBwNbWtkCPR0QSBf3Zi4qKwoIFC8A2RiLFYMJPRHB0dIS/v3+BH/fZs2cFfkwiUsxnz9/fH46OjgV+XCJiwk9U5Dk5OcHNzU1hx2cHXqKCpcjPnJubG5ycnBR2fKKiigk/URF27tw5ODs7KzoMduAlKiCF4bPm7OyMc+fOKToMoiKFnXaJiqg7d+5g3Lhxig5DwA68RPmvMN1R2759e6GKh0iZsYWfqAgKCwsrdLW07MBLlL8K22fM0dER4eHhig6DqEhgwk9UBDk6OiIyMlLRYYiwAy9R/ipsn7HIyEgsWLBA0WEQFQks6SEqYhwdHfHXX38pOgzUrl0bRkZGMDIygrGxMRo1aqTokIiU3j///IOAgAAEBgYiMDAQz58/V3RI6NatG5YsWaLoMIiUGhN+oiJkx44d2LVrV4EfV09PD8bGxkKCb2RkBE1NzQKPg4jEYmNjRT8AAgICEBYWVuBxjBkzBmPHji3w4xIVFUz4iYoIFxcXLF68ON+Po62tLUrsjY2NUbFixXw/LhHljXfv3ol+BAQGBhbIQ/kWLlwIa2vrfD8OUVHEhJ+oCLh16xYmTJiQ5/vV1NQUkvrUBF9PTy/Pj0NEihUWFia6CxAYGIiYmJg8P87WrVvRtGnTPN8vUVHHhJ9IyR06dAibNm1CcnJyrvZTvHhxqbKc2rVr51GURPSjef78ueguQEBAABISEnK1TzU1NUyePBlDhgzJoyiJCGDC/0OLjIzEy5cv8e7du1xfZEk5PX/+HPv378/Rtrq6utDT04Oenh50dXWhq6ubx9FRYaCiogJNTU1UqVIF9erVg6pq/gze9vXrVzx58gQRERGIiYkBv3qUU3h4OMLDwxEWFoawsLAcD7s5bNgw6Ovr53F0pAyKFy+OihUrokaNGtDR0VF0OD8MJvw/GF9fX3h4eODmzZsIDQ1VdDhEpETU1NRgZmaG1q1bo2vXrihbtmyu9hcdHQ03NzdcuXIFd+/ezfVdJiKitKpWrQpLS0t06NABFhYWig6nUGPC/4Pw9PTE/v378fDhQ0WHQkRFgKqqKgYOHIhRo0ahXLly2dr2w4cP+OOPP/Dnn3/i69ev+RQhEdF3DRs2xPDhw9GuXTtFh1IoMeEv5N69e4c1a9bAw8NDalnJkqVQq1Y9aGvroESJkgqIjoh+dF9TviLmYzTCwl4iLOyV1HJNTU1MmzYNPXv2lGt/586dw4YNG2R26NTTqw49vRrQ1CoLVRU+95GIsi8+/guioiIREvIEX758llreoUMHzJw5k6PDpcOEvxDz8/ODo6Mj3rx5I8xTVVVDly590KJlR5iYmCswOiJSNu/eReL2rau45Hkej/99IFpma2uLmTNnZrr9mjVrcPToUdE8w/omaN+uO35u2goVK7LelojyzoMHfrh+7SL+/vs0vn79XjJYuXJlLFmyBObmzJNSMeEvpHx8fDB16lTR7fDuPWwwcOBolCtXQYGREVFR4O19CQcPOOH16xBhXteuXbF06VKZ6y9YsABubm7CdLVqtTB0mAOaN2+f36ESURH34cN/+PPP3TjvekyYp6qqio0bN8LKykqBkRUeTPgLoYCAAIwZMwbx8fEAAA0NTUyZugiWlq0VHBkRFSXJyV+xdcsyXLx4TpjXv39/zJkzR7TeqlWrcOLECWG6Y8eemDBxPtTUWLZDRAXn5s0r+H3jIsTGSkoKS5QogV27dsHY2FjBkSme2qJFixYpOgj6LiUlBVOmTEFkZCQAQFtbB4uXbGX5DhEVOFVVFTS1bI2EhHgEBvwDQNIgUb58eTRo0AAAcPz4cezatUvYpl//ERg7bhZUVVUUEjMRFV3VqtWCmZkV7vhew6dPcUhOTsbDhw/Rr18/qKgU7WsSm18KmY0bN+LJkycAJLej5vz6G/T1DRQcFREVZSNHTkKXLn2F6fXr1wvjra9fv16Y36VLX4wcOUkRIRIRAQD09Q0w59ffhGeKPHnyBBs3blRwVIrHkp5CJDg4GDY2NsL0xEnz0blzbwVGRET03ZQpQxD87DEAoFevXgCAs2fPAgD06xji998PKSw2IqK03N3PYMvmZcL0sWPHivTD3NjCX4j8+eefwmtzcysm+0RUqIwYPlF4ffbsWSHZT7+MiEjROnfuDXPz7x120+ZYRRET/kLiy5cvcHFxEab79B2mwGiIiKSZmTcTfYGmMje3gpl5MwVERESUsbS5lIuLC758+aLAaBSLCX8hcfXqVSQmJgIA6tSpj0aN+IhoIip8OnS0lmseEZGiNWpkgTp16gMAEhMTcfXqVQVHpDhM+AsJPz8/4fXPTVspMBIiooxZWraDmpqaMK2mpgZLSz7KnogKp7Q5Vdpcq6hhwl9IPH78WHhtbNxIgZEQEWWsWDE1GBqZCtN61WqhWDG1TLYgIlKctDlV2lyrqGHCX0i8fv1aeF29etHtRU5EhV/1arWE1xplNBQXCBFRFtLmVGlzraKGCX8h8fHjR+F1uXIVFBgJEVHmypX9fo1SU2XrPhEVXmlzqrS5VlHDhL8QSElJwdevX4XptPWxRESFjWraa1QRf3olERVuaXOqr1+/oqg+fooJPxERERGREmPCT0RERESkxJjwExEREREpMSb8RERERERKjAk/EREREZESY8JPRERERKTEmPATERERESkxJvxEREREREqMCT8RERERkRJjwk9EREREpMSY8BMRERERKTEm/ERERERESowJPxERERGREmPCT0RERESkxJjwExEREREpMSb8RERERERKjAk/EREREZESY8JPRERERKTEiik6AKKi4uPHD/jw4b0wXaVKVRQvXlyubRMSEhARESpMlytXAVpaZfM8RkX6+jUFr1+HCNPly1eEpqaW4gIiIsqmz58/4+3bCGFaV7ca1NXVFRgRkQRb+IkKyKFDu2HZVF/4FxT0SO5tHz68J9r2xPH9+RipYnz+/El0jksWz1B0SERE2XL79jXRdczF5ZiiQyICwBZ+oiLt9esXCHn+VJi2+LkFSpQoocCIvvua8lXRIRDRD+Dhw3v48P4/AEDJkqXQxMJKwRF9l5KSougQiAAw4Scq0s6fP4nFi6YL02fPXYeFRXMFRkRElD2/rV4AD4/zwvTr0K9QVVVRYEREhQ9LeoiIiIiIlBhb+Iky8PnzZ9zx9UZY2Ct8+vwJVarowdi4EWrW1M9y21evQnDX7yZ0KuuiQYNG0NIqJ/dxo6M/4OaNK1AvXhxGRibQ1a2Wm9OQ6d27t4h8E46I8FDR/IAAf2iU0YSqmhoMDRuIliUkJCAk5CmePXuMiIgw1KypD0PDBtDTqwGVTBrT/vvvHYKCHuHJk0BoamjB0LAB9OsYZrt0KD4+HsHPHgvTxdTVUa+eUbb2QaQMkpKSceeON169CkFsbAwqV9aFqak5qlWrKVov5PkzfP4cJ0zL+txFRITi/X/vhOm69Yyhrv49NYiJ+Qjfb9dBQDLYwM8/t5A5aMDr1y8Q8zFamK5vZAoVFeDZs8fwve2N4iVKwMDAGA0b/pS7N+Cbly+fIy42BtHRH0TzAwLuQ01VDZpaZaXek5iYjwgODsLTp//i06c4GBgYw8CgAcqXr5DhcVJSgNDQFwgKCsCLF8GoqlcdBgYNUL1GbaipZa/d9P37/xAR/lqYLluuPPT0qmdrH0Q5wYSfSIY9e7Zi5YpfERsbI7WsXbuu2LrtMMqWlU7iT5w4gI0bliE4OEiYp6GhicWLN2R5zH/+uQPHBVPh6+stmm83ejKsrQfk4CwydvrUYTg6TpWa/+uc8QAkMQc9+QhA8mV38uQBzP11gsz3Q1/fAAcOuKK2fj3R/Hfv3uJ//7PDxQsuMmNYtmwTfhk1KdMfC6m+fk3BlMnDce7c9w5w/fsPw++b9su1PZGyuHbVAxMmDEFUVKTUsp49bbDx930oWbIkAGDzlpU4cthZWL5r9wl0795PtM3kScNx/bqnMH3j5jOhUcPJaS2WLpkpM445c5Zj8pS5onmrV83HyZMHhel790Jha9sRQUEBovU6d+mFDRv2oFy58vKccoYWLpwG97/PSs3v1NEMANC772Bs23oIgKQBZ8OGJdiyeZXMfXXu0gubNx+AhoamaH7Ao39gb28juqan0tbWwTanI2jRop1c8X748B7dulrgxYtgYd66dbsxaLCdXNsT5QZLeojS2bfPCfPmTpSZ3AKAp6cbhg/rgbi4ONH8W7euYfKk4VJfDLGxMZg+fTT+djuT4TGjot5i2NDuUsk+ADjv3oSVK+bK2KpgrFgxB5MnDc/w/QgODkLnzuYIDPAX5kVHf0DbNg0zTPYBYP78yZg/f5JcMaxft0iU7Ldp0xnr1jsz2acixc/vJmxtO8pM9gHg3LljcHAYiMTEJABA714DRcuvXfUQTcfGxoiS/caNLYRkf8+erRkm+wCwatU8bNu2JtN47e1tpJJ9AHD/+yyWL5ud6bZ5KSUF6Ne3dYbJfmpMPbpb4vPnz8K827evo0OHxjKTfQCIioqEzYD2OHf2aJYxJCYmwn5Mf1GyP3PWEib7VGCY8BOl8ddfp4RW7lRt2nTGoMF2opYfX19vjLLrI0z/9987jBndX2p/BgbGwnaykvlU4x0GSn2J6+pWg7a2DgDJj4m8VKeuIWxtR8LExEw0v02bzrC1HYkBNiMASJ4dsHXLamG5hoYmRtlNwtSp82FgYCzMj42NgavrCWH6sqeb6Hz69x+GI3+6Y9VqJ1FJ1J4/toieTSDLqVOHsH79EmG6cWML7Np9kmNbU5ESEvIMgwZ2Es0bPnwcHBeuFbUwu/99FgsdpwAAmlm1FV23/vrrlGj727evi6YHDBgOAPj77zOYN3eiMF9bWweTJv+KmbOWQF/fQJi/bOksuLgczzBmX19vaGvroGnTllLLDh3ahaiotxluKw8rqzawtR0pXCdT2diMgK3tSDT9uQUAwNvbE/fv+wrL9fUNMHnKXPwyaqJo26CgANxJc50+cfyAaL+z5yzDkT/d8euvK0Tzt29fl2Wsc3+dIPpxNXLkeEybtkCOsyTKGyzpIUrj6NG9oun1650xcNAoAMCvv66EVbM6Qkv3tSsXERERiipVqsLP74YowdXQ0ITb376oU8cQiYlJWL5sFnbulF3WEx39QfRFAHy/9Z6SAri6HsdYe5s8PEugbdsuaNu2C3bsWI8HD+4K86f9b4FolJ6nTx+jX7+hwvToMVPQqFETAMA4hxmob/i9rOny5b8xc5YkMff0dBMdb83aXULtcNOmLbF//3ZhWXjYqwxv7d/x9cHECd+PX7OmPg4cPI8yZcpk+5yJfmQXLpwT3WXbsfOYUOo3evRU2Nn1Ee6onThxAEuXbUaxYmoYNMgOu3ZtBCBpkX7yJFDo+5K+xb9rN0kjxpEjfwjzNDQ0cfrMVdSpYwgAGDZsHDp3MkP4tzr0M6ePZFhy2KZNZ+zb7wp19WKIiAhFn96tRC3cIc+fQFu7Uo7fkzFjJGWJw4f1EI3Ss37DHtEoPaGhL4XrmHrx4nB0XCtcc7p374f+/doK6167fgktW3UAIPnhk6pp05aYMmUeAKB1604wMDDG1Wvf379Pn+JQurTs69KOHetx6NAuYdraegCWLtucs5MmyiEm/ETfpKQAN3y8hGkTEzMh2QcAbe1KWLhoHWbOsBfm+f/jhypVquLxvw9F+1q7dpfwBamuXgzz5v8GD4/zMm8NP0l3y3vECAehzlZFRfLlcG2oPQ4e3JnbU8w2M7OmMDNrKnOZpmZZmJtbws/vJgBJh71UVXSrita1tx+AESMcYG7eDIaGDbB8edZfdn53bsAlTRmPtrYOjh7zQMWKOU8QiH5Ud799zgBJEt66dUd8/Pi9s+rAgb8ICX9sbAyCgx+jXj0jWFsPEBJ+ALh+3VNI+C9edBXmW1m1QZUqVaWug23bdkGlSpWFYxUvro4ePfoL+7x2TfyjIa0ZMxcLHYCrVKmKzp17iRo+It6EZfdtyBFb25GwtR0pc9nPP4vvPqQdyKBatZpCQ86tW9ewaOH/YN3TBg0aNEbnLqBstcIAACAASURBVL3QuUuvLI997Ph+XLtyUZi2smqDTZsPZLuzL1Fu8f84om9evHgmakFLbclOy8jIVDSdeps44N8HovkWP4vHsldXLwYrqzYyj/s43RN3LS1bSa2T0bYFxdfXG2vXLET/fm3RzLIODOppoaqeipDsp9exYw/R9MULLhg6pBuM6pdHi+aGWL58Dvz9/TI9ZlBQgOjvMW3aAtSoUTv3J0P0A/Lx8RJex8bGoL5hedE/u1F9Reunfr7MzJuJRvq6/O3uW2joS1EDRN++QwAAL18Giz53Li7HpY6V9gdEbGwMXr58LjPmtGV/AKQeiFWQD6VKSkrG+fMnMX/+ZHTr+jPMzarDoJ4WalTPuN2zRw9xmebOnRtg3aMZ9GuXgnWPZtixYz1CQ19mety0yT4ArF27u9A83JCKFib8RN+kbaEGgMpV9KTWqVSpsmg65KXk9nToqxfp1tOV2lZXT/bwmumHxpR1XFnzCsKXL18wZ7YDevVsgfXrl8DHxwsvXgRn2IE3lYVFc+zYeUxqxAtA0sl365bV6NK5CRYvmo6vX+X70t+yZbWoRZOoqPjy5UuGHXUzEhYqGUZTVVUFA2yGC/M9PM4jPj5e9AMCALp0lZTzvHoVku343mTQUl+iREnxdHHFJLphYa/Qr29rjBndH384b8b9+74ID3+d5XXMYfwsjJ8wS+YyP7+bWLxoOiya1BT1X8rK0qUZd4Qmyk8s6SH6Jv2Y7q9ktFqljkWdysiwIQCgbr36ok65r1+FoFbtOqJ1nwc/kXncWrXriqZfvAiWauV/EfIsi+jzx+lTh0T19traOujWrS/q1q0PTa2ymDb1lwy3tbYegA4deuDSpfPw9HTD7VvXpUqaduxYD0vLVnLdGg8Pf405v04QhtkjKipKliwJfX0D0ednt/NJqfXi4mJRpowGAPH1rKe1DTb9/r2j6Z07Prjs5S5Md+jQHRUqVJRsV7e+aJ8mJmaYMnWeaF5iQgIAST08ANSpI96msFm5Yq7o+mxgYIyOnayhp1cdZcuWE/UTSktFBZg/fzXGjZsBV9fjuOHjhRs3rkj9+LIfMwD+DyLl6o/g5nYahw/txuAho3N1TkTZxYSf6JvKlXWhra0jqtlMTEwUjQZz+5Z4VIvGjS0AAA0bNBbNv3DxHOztpwnT0dEf4JXmCzat9A+4+uuvU7CxGSkMOZmSIj26Rn5J3+J14aJ4WM2r1/4VdbDduGGpqBNeeqVKlUKPHv2FW+MvXz7HhvVLRJ2jb968mmHC73n5Adq1NRGmz5w6jPbtuoo6EhMVBRYWVkLCr62tg65d+8o9LK1xg0aiHwxeXu7wSDNkbu8+g4TXlavoia6DhoYN0K2buFyosPv0KVa4u5iUlAx39+9j9VtYNMfZc9+v4+kbcWTR1q6EkSPHY+RIyQhufn43sWD+ZNHIP3f9bqBT555S22poaGL9hj9gP+Z7x+YZM8agqWVLoZ8XUUFgSQ9RGmlr5V+8CMZvvy1AUlIyAElN7MqV4vHwG34b1tIgXdK+aOH/4OJyHJ8+xeHp038xaeLQDG/Jp28du3jBBWvXOOLt2zeIjIzA6tXzRCNQ5KXi6sVF0+fOHhWNQ/0mQnyrPjExQXj955E/ZCb7KSlAn96t0KZ1A7Rp3QBDh3QT9lmjRm2MGCke9rRCBW2ZsQ0abIf69Rvi9037RPMnTRyWYc0wkbIyM7cUXkdFRWLNb+IhHQ8f2g2DelrCv/TDANt8G2oXALZuWS36cd+hg7jPTdrr4IkTB3D58t/CdGJiIubMdhCOY2pSWXTNUAT1dNexM2eOIDn5KwDg8+c40bl++fIZqV0HkpKSsXbtIpn7DAl5JlzD2rRugOXL5wjLzM0t0au3+BkH5b/dIUlv5apt6NGjv1Sn4fEOg5GYmCjP6RHlCbbwE6Uxxn6a6AFPW7esxr6926CjoytVjvLLqInC49ibNLGCiYmZaIhLeYfSLFWqFEbZTcIfzt9HrtmwYSk2bFiam1ORS/V0nWCPHt2Lo0f3wsDAGF5XHqFlqw6iVqzmVvXQrl1XvHz5XDQ/LRUVSYvinj+2AJB0vu3RwxIdOnSHejF1UYkQgCzLeQYMGI5LHudFf5dJE4fh5KkrKFZMLVvnS/Sj6t69P3ZsXy9chzZuXIZz547BwsIKT5/+K+pAr6tbDY0bi0fXsrYegFWrxKU5qfO1tMqK5tmP/Z/o8zZkcFdYWDSHvn493Lx5VfRDv0uX3ihVqlSenGNO6dcxEE3PmjkWSxbPQL9+Q7Fy1TY0bmwhXK8ePLgLq2Z18JO5Je753czwDmXNmnWQlJQkvN9BQQF49PA+mlq2RGRkhHB9AyR3XMzMmmUa45Klv+PqVQ9hONMHD+5izRpHzJ27MsfnTZQdbOEnSsPc3BJHj4pHVZAMcSdO9m1sRmDp0k3CdIkSJeD8xymZnVRTde3aJ8NlCxeuE41/n17Pnnk7Dn+qn39uIRrBI1Xqbe6+fYeIzik2Ngbnzh0TvjzTP/Am1ZjRU0X7DQzwx+ZNK7F+/RLRnY5fRk2UGslDllWrt4uO5evrjU2blme5HZGyqFChIo4d9xB9roKDg3D06F5Rsq+hoYmDB88Lw2Gmqq1fT+pBewCkWqoByXC86a+Dvr7eOHp0ryhBNjI2xTI5htjNb7Kuj7GxMYiOiQYgeX5IWi9eBOPMqcN48SIYRsamUtsCkoaLRYvXi+Z5eblj9ar5omQfABYuWpflMJuamlrYuUv8kLItm1fB2/typtsR5RUm/ETptGzVAUePXoR5mlvoqTQ0NDFt2gKsXecserALIBmz+egxD6ntDAyMcfKUF5o1ay2ar6b2/QtZXV0du3afkPry1dDQxG9rdkiNFKFWLG9uzmlplcXJk14YOGiUKKHW1JS0+BkaNoDr+ZtSP0YaN7aA6/mbMG8iu1WrVu06uHI1ACNHjpf5I8jExAx79pwRjcefWT1yuXLlsc3piGje2jULERjgn+U5EikLPb3qOHnSS3hOR3pDhozBlasBGSaxqU/STatt264y183qOjh37kq4uPiI7g6opPsQq6iIU4z01y01tby5Q2diYobjJzzRpk1n0fWmVEnJnYe+fYdgt/NJ0VOCAcmPncOHxA8JLJamz1aHDt3hc+MpOnToLvO4LVt3xGWvh6I+RaoqGadV5uaWmDFzsWiew7iBiI+Pz+IMiXJPJaUgB8IlmVJSUmBhYSFMu7jeUWA0lFZU1FtERLxGUtL/27v3+B7r/4/jzx2YaQ5z3ticZctxSKQDIqfwC50dirBSyiEiZyWJIswxp1JzKCZNiERD5JhjUZPDzCTbMmO23x/7uuzTDja2XZ9dn8f9dnO7XYf3dV2vz/74eO7a63pfCfL0LC5vb99Ud87ScvnyP/r74gUVK15SRYoUve34lOLi4nT+/Fm5F3BXqdLe6Qbh6OjLio+/mqVz33TPPR5pvhXyxo1EJSYmpvkZ4+Pjde7saXkWK57lzxQVdUGnT/+pggXvUcWK1TL1M4T9Wrp0jr5YmvwiuBo162nChNkmV+R4YmKidebMKcXFXVGpUmVUpky5HHuZ04UL5xURkTx9sLe3T7a+/O7ixQtKTEy8o2OLFi2e5nfJjRuJSkpKSrPl7/Llf3Tp74sqXcY7S61IiYlJOnMmXJGRESpd2ktly5bP9EPTMN8T7W69V2fXrl2pfjl1BPyvC2SgRImSd/Tq9yJFimY5FN/k7u6uChUq33bcuLGDbV7XnhVPPNFFs+csS7XdxcU53dDg5uaWaqrRzLrTnyOAtBUqVFjVq9fIlWuVLFk61TtIskvLFgFGX3tWvTdhhjFzTkoZ/eJzp9/Nzs5O8vGpIB+fClk+FrAHtPQADuhaitl2ACAvSrxxw+wSgDyDwA8AAABYGC09QB712utv66mnu99+YBqKFPG8/SAAyGGLFocoLu7KHR1Lew2QeQR+II/y9a0o3//Mow8AeUmNGnXNLgFwCLT0AAAAABZG4AcAAAAsjMAPAAAAWBiBHwAAALAwAj8AAABgYQR+AAAAwMII/AAAAICFEfgBAAAACyPwAwAAABZG4AcAAAAsjMAPAAAAWBiBHwAAALAwAj8AAABgYQR+AAAAwMII/AAAAICFuZpdAAAAQFYkJibpypVYubi4yt3dPd1xhw/t14mTx1WggLv8/GqqXLnyuVglYD+4ww9YWHT0P2r0QGUtXDjT7FIAwLD1x41q9EBl7du3K8vHno84qxeeb61qVQurcqWCaY6JjIxQ505N9dhjddSn91Pq3u0J3d+ggoYPf02JiUl3Wz6Q5xD4AQvat2+XQkO/lpOTs8LDTyou7orOnTutBQtmmF0aAAe2etWXOnL4gK4nXFd4+EklJibql192aP13IZk6fuPGtXrooer64YfvMhz39tBXFBb2gySpc+euatKkmSRpwafTtWTJrLv4BEDeREsPYEEffTROG9avUbNmrSVJQTMnadzYwZKkpo+2UoWKlc0sD4ADiouL0+DBvRUbGyM//1qSpHeGv6Z9+3apfPlKav5YO7m4pH0fMilJGjHidX06/xNJ0lNPddeyZYvSHLt61ZcKDf1aHh6FtHXbMZUu7SVJ2rx5nZ5/rrXeHvqKHnmkpSpU4HsQjoM7/IAdSUi4oS1b1mvTplBFRV1ItX/fvl3atClUx44dyvA88+at1AeTZmvTplBJUlRUpFq3/j/t2Hkyw7CfXdcHYC2XLv2tTZtCtWlTqBISbtjsS0qS8b1x/vy5dM/h7u6unT//qT59BujI4QOSkr9TBg0eo/Ub9qYb9iUpISFBn87/RB4ehfTZ599qxMhJ6Y4d+7+bG2+//Z4R9iWpadNWatHyCUnSzBkf3P5DAxZC4AfsiIuLi+bPm6YXnm+jAW++aLPvxIljatP6fr3wfBtdvRqX4XmOHj2odaGrbLbt2vWTtmxZr+vXr+f49QFYi7Ozs97o30MvPN9G8+Z9bLNv5colevaZxzV4UO8MH6BNSpJ27NiiDRu+sdn+3brV2rNnR4bXd3Jy0uOtOmjrtmPGXy7T8u+//+rcudOSpOdf6J1qf9++AyVJR44cyPB6gNUQ+AE74uQkTfpwrjw8CmnjxrUKWR0sKfk/yiFv9ZUkDRo8RrVr18/wPEGzJuvnn7fp/YlBkqRu3fqqevUaGvJWX124EJHj1wdgLUWKFNWMGZ9LksaOGaQ//zwhSbp48YKGvf2qJGnaJ4tVuHDRdM8RH39V7wx/Xa6urho4aLQkaejQdxUVFamxYwdn+DCtq6uLFixYZXPHPi3hf/4uSSpfvpLy58+fan/58pUkib9SwuEQ+AE7U7q0lz6eulCSNGjQy7p06W8tW7ZQYWE/qGbNAL322rDbnuPd8Z8obPsJdejwjCSpXLnyCl72vX7cekTe3j45fn0A1vPQw4+pZ6/XJUlDhgYqKUkaN3awYmNj1Lv3m3rwwaYZHl+gQAGt/OoHrd+w17hp0Ljxo9r203EtXrxGzs5Od13jyT9+kyRVrFg1zf2lSnlLkmJjY3Thwvm7vh6QVxD4ATvUps2Teuqp7oqNjdGggb004p3k/2Snz/hM+fLd/ll7T89iKlGipFxcXNTvtaGqV7+RnJykKlWq58r1AVjTsGHvq1Klatq6ZYMGvPmili1bpEqVqmnI0HczdXyFCpWVP39+lfX2Ub/Xhsq7rI/c3d1VtqxvttQX+b9nCEqVKpPmfldXF5UoUUqSdP782Wy5JpAX8D83YKfGjvtYW7d+r9DQryVJ48dPU9Wqflk6h4dHIQ0bNsG06wOwFnd3d02f8ZnatL5fwcELJUkzZn6eYe9+Wvz8axkz9WQnL+9ykqRz6YT5hIQbioqKlCR5e2fPLxlAXsAdfsBOFS5cVB06PG2sP9ainUNdH4B9ql27gRHWy5evJH//OiZXdEuFClUkSaf+94zBf0VEJD/Q6+FRSMWKFc+1ugCzEfgBO3XkyEHNmjXZWB/8Vp9cfUOk2dcHYJ++WDrPmFYzPPykZs6caHJFt9wM/MkvHEw9m9iffyQ/1Ovnl/1/XQDsGYEfsEPXr19Xv34vSJJmzlyqatX8tXXLhlx7Q6TZ1wdgn8LDT2rQoJclScuWbZQkTXz/Hf36614zyzK4u7sbM/Es+PSTVPs/mZH8y0mNmnVztS7AbAR+wA59/NE4HTl8QC1aPqGO//esJk+ZLyn5dfF//pH2n6qtdH0A9ufGjUS90b+HJGn0mClq8lBzvTMi+QVW/V59QdeuXTOxulvGjPlIkvTxx+MVHn7S2L5mzXJt3bJBHh6F1K/fELPKA0xB4AfszJ49O/XRR+MkSe+9N12SVK/eA+rR4xVJUv/+3VO96dJK1wdgn+bN+1g7d25VzZoBeuml5Jm7Xn75TVWr5q/jxw9rypQxJleYrOXj7dW5c1fFxsao0QOV1a1rOz3esp769H5KkvTue9Pl5VXO5CqB3EXgB+zIjRuJev21bpKksWM/tpmqbsjQd1WiRCnt2vWTPvtstiWvD8A+/fnnCY0ZnfyW2kkfzpGrq4skKV8+V+MvgNOmvqfDh/bnSj3Ozi4Z7h87bqoeb9VBkrRx41odPLhHkvTmmyPUpUu3HK8PsDdMywnYERcXZ2376Via+4oUKaoDB3P2RTFmXx+AfapQobLOnkv7of169R5Id19O8fQsluE1ixb11IIFq3Tq1B86FX5S+fLnV7Vq98nTs1guVgnYDwI/AACwJF/fivL1rWh2GYDpaOkBAAAALIzADwAAAFgYgR8AAACwMAI/AAAAYGEEfgAAAMDCCPwAAACAhRH4AQAAAAsj8AMAAAAWRuAHAAAALIzADwAAAFgYgR8AAACwMAI/AAAAYGEEfgAAAMDCCPwAgCxKSmcZAGCPCPx2wMnJSQUKFDDWr1z518RqACBjcVeuGMtJiQR+APYrZaYqUKCAnJycTKzGPAR+O1GqVClj+fz5MyZWAgAZi4w8ZyxfuxZvYiUAkLGUmSpl1nI0BH47UalSJWP599+OmFgJAGTs9xNHjeWLFy+YWAkAZCxlpkqZtRwNgd9O1KpVy1jeu3eHiZUAQPr+OHlckefPGut//31Bf5w8bmJFAJC+lJkqZdZyNAR+O9GoUSNjeevWDYqO/sfEagAgbVu2rMvUNgAwW3T0P9q6dYOxnjJrORoCv52oWrWqzW+e36wJNrEaAEjt339j9O23K1Jt//bbFfr33xgTKgKA9KXMUrVq1VLVqlVNrMZcBH470qlTJ2M5OHi+zp79y8RqAMDW0s/nKC4ueYaeqlWrGv95xsVd0dLP55hZGgDYOHv2LwUHzzfWU2YsR0TgtyNt27ZVjRo1JEmJiYmaM3uSyRUBQLLt2zcrJOQLY71Hjx7q0aOHsR4S8oW2b99sQmUAkNqc2ZOUmJgoSapRo4batm1rckXmIvDbmX79+hnLv/wSpllBE02sBgCkY8cOasrkkcZ68+bN9fjjj+vxxx9X8+bNje1TJo/UsWMHzSgRAAyzgibql1/CjPWU2cpRuYwePXq02UXgFm9vb7m4uGj37t2SpN9+O6xLly7q/vsfMrkyAI5o396denf8IOPlNV5eXvrwww/l7u4uSapXr542btyo2NhYJSQkKCxss6pUrq4yXuXMLBuAg5oxY4JCUzxrFBgYqHbt2plYkX0g8NuhgIAARUVF6ciR5Lljf//9iA4e2K2KFauqWLESJlcHwFGsWLFQH3002ni5VoECBTRlyhRVqFDBGOPu7q4aNWrou+++U0JCgq5di9fmzd8qf/788vevY1LlABzNiRNHNemDYQoL22Rse/LJJ9W/f38Tq7IfTklJSbwX3U5NnDhRy5cvt9nWtm0XtW7TWeXLVzapKgBWt2nTWq1e9blOpphf39PTUxMnTlRAQECax+zZs0dDhgzRpUuXjG2VKlVTh47Pq1kzx+6dBZBzwsNPKPTbFVq71jYvdenSRUOGDDGpKvtD4LdzS5Ys0dSpU1Ntr169lmrVrq9KFaupRMkycnMrYEJ1yCtOnTqp2Jho+d/HHVfYSkxMVEz0PzpzJlxHjx7Urt3bFBsTbTOmXr16Gj58uHx9fTM816lTp/Tuu+/ql19+sdnuUaiwGtRvourVa6ps2fIqVLionJ15hAy2Dh/aJ49CheXr67hvQ8XtxcdfVdSFCJ3847gO7N+to0cPpBrTv39/de3a1YTq7BeBPw84fPiwZs2apbCwsNsPBoBs4u7url69eql79+5ZOm7RokWaN2+e4uLicqgyAEitcePG6tu3r/z9/c0uxe4Q+POQsLAwrVq1Sps2bbr9YAC4Qz4+PmrXrp26dOmiwoUL39E5oqOjtXz5cn3zzTf66y/eKQIg5zRr1kwdO3ZU48aNzS7FbhH486Do6Gjt3LlThw4dUnh4uC5evKj4+Hizy4IdSkpK0qlTp5SQkJBqn5ubm4oVK6aCBQuaUBnshbOzswoVKiQvLy9VrVpVdevW1X333Zet1zh06JD27t2r3377TefOnVNMTIwxPzYc05UrV/T333+n+X+Xq6urfH195eTkZEJlsHdubm4qXry4ypcvr/vuu08NGza84xsTjoTAD1jYnj17FBQUpL1796Y7pm3btgoMDFSZMmVysTIAjigiIkJBQUFau3ZtumPq1q2rwMDAdB8QB5B1BH7AASxfvlxBQUGKjo5Oc3++fPkUGBiobt265XJlABzF4sWLFRQUpOvXr6e5v3DhwgoMDFSXLl1yuTLA+gj8gIO4fPmygoKCtGLFinTHVK9eXYGBgXrwwQdzsTIAVvbTTz8pKChIR48eTXdM586dFRgYqCJFiuRiZYDjIPADDoY2HwC5gfYdwH4Q+AEHRZsPgJxC+w5gXwj8gAOjzQdAdqJ9B7BPBH4AtPkAuCu07wD2jcAPwECbD4Cson0HsH8EfgA2aPMBkBm07wB5B4EfQJpo8wGQFtp3gLyHwA8gQ7T5ALiJ9h0gbyLwA7gt2nwAx0b7DpC3EfgBZBptPoBjoX0HsAYCP4Aso80HsD7adwDrIPADuCO0+QDWRPsOYD0EfgB3hTYfwBpo3wGsi8APIFvQ5gPkXbTvANZG4AeQbWjzAfIW2ncAx0DgB5DtaPMB7BvtO4BjIfADyDG0+QD2h/YdwPEQ+AHkKNp8APtA+w7guAj8AHIFbT6AOWjfAUDgB5CraPMBcg/tOwAkAj8AE9DmA+Qs2ncApETgB2Aa2nyA7EX7DoC0EPgBmI42H+Du0b4DID0EfgB2gTYf4M7QvgPgdgj8AOwKbT5A5tC+AyCzCPwA7BJtPkD6aN8BkBUEfgB2izYfwBbtOwDuBIEfgN2jzQeOjvYdAHeDwA8gz6DNB46I9h0Ad4vADyBPoc0HjoL2HQDZhcAPIE+izQdWRfsOgOxG4AeQp9HmAyuhfQdATiDwA8jzaPNBXkf7DoCcROAHYBm0+SCvoX0HQG4g8AOwHNp8kBfQvgMgtxD4AVgSbT6wV7TvAMhtBH4AlkabD+wF7TsAzELgB+AQaPOBmWjfAWAmAj8Ah0GbD3Ib7TsA7AGBH4DDoc0HOY32HQD2hMAPwGHR5oOcQPsOAHtD4Afg0GjzQXahfQeAvSLwA4Bo88Gdo30HgL0j8ANACrT5ICto3wGQFxD4AeA/aPPB7dC+AyAvIfADQDpo88F/0b4DIC8i8APAbdDmA4n2HQB5F4EfADKBNh/HRfsOgLyOwA8AWUCbj+OgfQeAVRD4AeAO0OZjbbTvALASAj8A3CHafKyH9h0AVkTgB4C7ZE9tPiNGjNC4ceNy9Bq5LTc+E+07AKzMZfTo0aPNLgIA8jIvLy+1b99enp6eOnjwoOLj41ON+e2337R8+XLlz59ftWvXzpE6Zs6cqeXLl+vGjRtq0KBBjlwjtwUFBWnZsmVKSEjIsc+0ePFiDRo0KN27+oULF9Ybb7yhoUOHysvLK0dqAICcxB1+AMhGZrb51K9f31geOXKk2rdvn63nz20hISEaO3assb579+5sPT/tOwAcBYEfAHJAbrf5DBw4UFu2bLHZNmvWLJtfAvKS3bt3q2/fvjbbHnnkEU2ePPmuz037DgBHQ+AHgByUW7P5pBXsS5Uqpfnz5+e5NpSzZ8+qV69eioyMTLXvbu/yM/sOAEdE4AeAHJbTbT4dO3bU6dOn09xXp04dzZs3L8vnNFOvXr20b9++NPeVK1dOq1atyvI5ad8B4Mh4aBcAcliBAgXUpEkT1a9fX6dPn1ZERESqMVFRUVq3bp3OnDkjPz8/eXh4ZOrcM2fOTNXKk1JERITOnDmjpk2b3nH9uWnUqFHaunVruvujo6Oz9ABvRESEJk2apGnTpikqKirNMXXr1tXYsWPVpUsXFShQ4I7qBgB7xh1+AMhl2dnmk9ke/Zdffll9+vTJUp25bfbs2Zo7d26mxmamtYf2HQBIRuAHABNkR5tPWg/qZmTUqFF64oknslxrblizZo3GjBmT6fEZPcBL+w4A2CLwA4CJ7mY2nzuZgWfOnDl2N/PMnj171Lt37ywf99+7/My+AwBpI/ADgB3IaptPRg/qZqR06dKaP39+jr/xN7MiIiLUs2dPnT9/PsvHpnyAl/YdAEgfgR8A7ERm23x8fX21fv36O75OQECA5syZc8fHZ6fevXtrz549d3x8y5YtderUKdp3ACADBH4AsDOZafO5W+3atZPZk7SNHj1a33zzTY6dn/YdAEhG4AcAO3W7Np+71adPH7388ss5cu7bmTt3rmbPnp0j56Z9BwBsEfgBwI5lps3nbowZM0Zt27bNkXOnZ+3atRo1alSOnJv2HQBIjcAPAHnAnj179Nprryk+Pj7bzz1v3jzVqVMn28+bln379qlXr17Zfl43Nzd98skntO8AQBqczS4AAHB7O3bsyJGwL0kjRoxQZGRkjpw7pcjISI0YMSJHzh0fH68dO3bkyLkBIK/jDj8A5AF3Mud+I7p+9QAAHS1JREFUVs8/a9asHL1G3759M/WG3LuR0+cHgLyIO/wAYOcGDhyY49fYvXu3xo4dm2PnHzt2bK6E8dz4WQFAXkPgBwA7t2XLlly5TkhIiObNm5ft5503b55CQkKy/bxpya2fFQDkJQR+ALBjHTt2zNXrzZo1S6Ghodl2vtDQ0BxvFfqv3P6ZAYC9I/ADgJ2aOXOmTp8+nevXHTFihPbv33/X59m/f3+OPaSbkdOnT2vmzJm5fl0AsFc8tAsAdiqnH9TNSNmyZTV//nyVKFHijo6PiopSz549debMmWyuLPN4gBcAknGHHwDskNkPn545c+au7s6PGDHC1LAvmf8zBAB7QeAHADtkDw+f7tq1S+PHj8/ycePHj9euXbtyoKKssYefIQDYAwI/ANgZe3rodNWqVfr0008zPf7TTz/VqlWrcrCirLGnnyUAmIXADwB2xKwHdTMyc+ZMfffdd7cd991339ndw7I8wAsAPLQLAHYnODhYR44c0ZEjR3TixAmzy5EkOTs7a/78+apZs2aa+w8ePKiePXsqMTExlytLW+XKleXn5yc/Pz89/fTTZpcDAKYi8AOAHfv333+N8H/kyBEdPnzYtL8A+Pj4aP78+SpWrJjN9osXL6pXr17666+/TKmrXLly8vf3NwK+n5+f7rnnHlNqAQB7ROAHgDzm0qVLRvi/+YtAZGRkrly7YcOGmjFjhs22V199VTt37syV65cqVcoI9TdDvqenZ65cGwDyKgI/AFhAREREqr8EXL58OUeu1apVK2P2nnfeeUfr1q3LkesUKVIk1Z37MmXK5Mi1AMDKCPwAYFGnTp1K9ZeAuLi4bDl348aNJUlhYWHZcj53d/dUd+59fX2z5dwA4OgI/ADSdf36dfEVYS2///67jh07pqNHj+rIkSM6evRorj9o6+zsrOrVq8vPz0/Vq1fXvffeqypVquRqDchZTk5Oypcvn9llAPgfAj8ASdJvv/2msLAw7d+/XydOnFBkZKSuX79udlkA8qh8+fKpVKlSqly5smrXrq3GjRuratWqZpcFOCQCP+DgQkNDtWLFCu3fv9/sUgBYXO3atdW5c2e1bt3a7FIAh0LgBxzUvn37NH36dO3bty/dMa6urkpyysWiAFiCU5KUkJCQ7v46deqoX79+qlOnTi5WBTguAj/ggJYsWaKpU6em2t6kxUMKaBSgav7V5FWujPIXcDOhOgBWcO1qvM6djtDxw8e1Z/sebduwNdWY/v37q2vXriZUBzgWAj/gYCZPnqwvvvjCZttTPZ9W+2faq4hnEZOqAmB1ly9dVsiXIVo2P9hm+7PPPquBAweaVBXgGAj8gAOZOnWqlixZYqzXql9LfYb0lW9Fpj8EkDtO/XFKsyfO1oHdt54b6tq1q/r3729iVYC1EfgBB7Fy5UpNmDDBWG/RvoVeH8l/sADMMW3sVG0I2WCsv/322+rUqZOJFQHWReAHHEB4eLi6dOlizLfetG0zDRgzwOSqADi6KaOmaPPaTZKS38+wfPlylS9f3uSqAOtxNrsAADkvKCjICPtVqlch7AOwCwPGDFCV6skvXUtMTFRQUJDJFQHWROAHLO7AgQPauHGjsd5zQE8TqwEAWym/kzZu3KgDBw6YWA1gTQR+wOJWrVplLD/apqlqBNQ0sRoAsFUjoKYebdPUWE/5nQUgexD4AQtLSkrShg23Hopr06mNidUAQNpSfjdt2LBBPF4IZC8CP2BhP//8s+Li4iRJPhV85Ffbz+SKACA1v9p+8qngI0mKi4vTzz//bHJFgLUQ+AELO3TokLFcs0EtEysBgIyl/I5K+d0F4O4R+AELCw8PN5YrVqtoYiUAkLGU31Epv7sA3D0CP2BhFy9eNJZLliphYiUAkLGU31Epv7sA3D0CP2Bh165dM5bzF3AzsRIAyFjK76iU310A7h6BHwAAALAwV7MLAABIN27ckCS5uLhkenxSUpJcXe/+azwhIUE3ridIkvK55Zezc87eC0pISMiWugEAmcMdfgCwA5tDN8nPs7q6d+iuk8dOZDg2eGGwfFzLyTefjwb0GnDXc5avWLJCFQtWVMWCFRX86RdZOvb69evatvFHjRk8Rv/8/Y/+PPGnvJ285O3kpaVzP5ckTXtvqjZ+s0GJiYmSpNEDRql26Zrq1q6rIs5EZOo6+3ftU7XCVVWtcFUtnLHA2L535x7t+HFHlv79eeLPLH1GAMjruMUCAHbg132HFBsTqw0h6zXqw1Hpjlu3ap3efPENY/3L+V/Is7inRkwckeH5z5w6owsRkZKS32ya3h32+Hjb3unExEQd2L1fkuRRyENV/Kra7L8QcUFPtXhakuTpWVTtn+5gs39z6Ca9P/x9SdKnXy9Qq46tdGjfIV2IjNLGtRvlXtA9w7pvunHjhmJjYpNrvBpvbO/VpZfO/XUuU+e46dWh/TR8wvAsHQMAeRl3+AHADvy654Ck5FBdoXKFNMds/X6rXvq/F411j0IekqSgD2ZqxsTpGZ5/2GvD1KZhG7Vp2Eb/xvyb6boSrl03jhvWb1iq/d4+3uoW2E2SNP396Yr794qxLyY6RoP6DJIkNXiwgVq2b6mkpCQd2nfIqL+IZ5FM1wIAuDPc4QcAkyQmJqquV21J0oXIKElSbEyssU2SWndqo/dnTtT3azeqa7uuxvbpn81QjTr3qV2jdoqNidW7Q9+Vq6ur+gzsm7sfQlLgoFe0OGixvH28bVp0jh/9TQnx1yVJE4MmytnZWRFnIow79ZI09JUhqc5XuWplvfxm7yzVUL5SeX0wZ1K6+8N//1Nv9X0rS+cEAKsg8AOAiW4G/fS2Xfr7H30yYZomDJtgbBv14Sg9+fyTkqTPvv1cHR9KbqMZM2iMjvx6RBNnTpSbe4EcrjzZ6i9XadvmbaoZUFM1Amrqi4VfGvt+P/KbHm75iMK2hGn+9Plq2a6lCqRo4YmNidXioMWpzvlwi0eMwD9uyDidDj+tSxf+NvZ/8ekX2rNrr57o1M7muHv9q6Vbp3su/TwAwB4R+AHAJE5OTurwbEeFfb/NCPlNmjUxWnWiL0drTXCI1gSH2By34ZsN2vDNhjTPuWzhMh07dFwLVy1Qae8yOfsBJG3/cbs+n5P8cO7BPQdt9u36aZd2/bRLkvT5nM9V1qecimaihcfV9dZMRd9/s1HHDx+32X/88HEdP3xc9/rfa2wLPxmuOt517vhzAICVEfgBwCROTk4KWhqkPs/00ZrgEHkU8tDgsW8pXz5XFStZXOfPnleHJu1THRf2Q1iqbTd/SYiNidX+Xfv0+7ETuRL4vcp6q2ZATcVfjU8VzCWpmn81uf3vhUo+FXy0+stVxr71ezbIp4KPTh4/obYPtJUkTZo9SZ27ds7xugHAkRD4AcBE165dN+7gt+3c1gj4L732ksZPe1fdArtpcdBiLVi1QK6urjq499c0z1Ojzn2qdt+9eqnji6r/YH092PTBXKm///D+en3Y63qr7+A0A39MTIxe6P2CnnnxGcVdidNrXfsZ+woWdFcRzyK6du26sa1y9So27UjfH9ikpKQk7d251/jZDH9/uPoM7CtnZ2d9Pu8zSZKXj5dGfjDSOG71l6u1bvU6SdKgMYNVuVqlW9e4t0o2fXoAyBsI/ABgoq0bthjLrTu2VvCCYJv9wycMV8XKFeXk5KQbN27Iv5afsa+KX1VVqpocZK9eidOsKbP1aOum6vTckxles0H5+jY97XFxV43lYf2G6aOxUzJdf1RklIb2fUvffh0qKXnKyxnv35ox6Nxf5zTyjZH6YMQHeq738zbHbt+yXZXurWxMFypJZcra/lXi5ovIXFxuTSrn6uqaalrREiVLqMMzHW9d9/Q5I/A3ffxR1W0YkOnPBABWQ+AHABN9MX+psVy/cQNjOSEhQfFxV+Xm7q4xg8akeeyoD0fp8uXLiv4nWm2ebKsPRkyUJD3c7CH51Ur/mrExsTYz5fxXWg8SpyXq/AU1rtrYOFerDq30XM/njMA/bMIwHdh7UN8sW6NWHVtp5487bY7f8v2Per73C4o4e2tmH++yXpm69oWISMXExBpz8P/x2x8a/L8pQCXpwO4DxvLH701VqTIlbY4fNWmUPAoXytS1ACCvI/ADgIn27t5nLNcoeZ+xvDhosRYHLdYbI269ZMujkIfc3QvYBPJ5H89TbEysHnjogQyv41fTT3GxV9Lcd/b0WZ08flJS8vSWPhV80hznX/c+m/USpUuqUdPG2hCyXk883V6fLJyms2duvQSrWPFimhM8R8vbLpdfTT+1DGhhc/w3y9bo6oI47dq+W5JUslQJ5f9fv39GlsxZojGDxti8oCw2JtZ4ePi/NoSsT7VtyLihBH4ADoPADwAmevDRB7ViyYp096dstxn70Rg90/M51S5dM9N34W8aOn5ouvu+XPClBrz0piSpz4A+6vHqi+mO/a/xU8erRp37NGDkQCVcu64e7btLktr8X2u17PC4JKlLty6SpKd6PKVlC5fpvenvGS/x+i7kO23+dpMk6d4a1dO8RtT5CzYPKt/85SQy8oLNuJsPLkuy+QtGyu03OTvz3kkAjoPADwAm6vFKD1VPEXTHDxkvSardoI6e6NxOtQJqavaHsyRJi2Yv0Z5de7Mc9t986Q3F/BOtUt6l9d70Cbc/IA2jBo7SmT/+Ur4CbgpaGmRsP7B7v5ydnfXx+I90Ovy08eDu0UPHtCho4a0TODnprbFD5FmimHq8+qK+WfGNwn4I0+Deg41w3vr/Wttc89ivR/V699dTTfcpJb+5t0rVWw/i3nzI+aZZHwZp7OCxkqTgDcH08ANwaAR+ADBRwAP1FPBAPWP9ZuCv90CAXnnrVSUkJBj79u/ap/279qU6x+2sXbFWsTGxKl+p/B3X+dPGbTp84LAk2QT+davXaeVnK1ONP3n8pCaPnmyz7bHWzTVqUnIbzrM9n1PYD2E2d+JbPNHSZrxncc80w/6rQ/tp+ITh2pjiXQSVqlbS1Stxxvq1a9eM5bi4q8Y+Z2fnTLUNAYCVEPgBwA7t27Vfb786VL4VfI1tLdq3VMD9AZr4zvsmVmbLp6KPylcqr/CT4cY2j0IeKl6yuCTZbHd2ufVCrdYdW9mcp3aDOipXvpzNtlJepVXNv5oSEhJUza+aMetOiRLJ5446f6ulJ/L8BVW6p5LS0rlpJ5v1P66Gy80tf6Y/IwDkdTQxAoBJ4v69og1r1mv25Fka3GeQzUu29uz4RYtmLtLZ02eNbQ81a6Ier/RQyVIlzCg3TW+NHaLtJ3ao4UMNjW3fH9ik7Sd2aNXWVUatXj5e8ksxpWhBj3vUplNbY/2/vwDc9NWWr7Xt2E/qN7Rfqn3Hjv5mLFfJytz6iYmZHwsAFsAdfgAwybmzEer+v4dc01O0uKexPPKNkRr5xsgMRpvj+7UbtXNr8pSblapV0qWLl1SiZHH16Pii8bxB4MBAm7nz/zzxp75dudZYX7ZomV7u/7Lc7yloc+5iJYqlec3ExER9tfjWw85lfcsay91f6S7/mv4240NXheqH7364sw8IAHkcgR8ATFLWt1y6+1q0b6kp86aoiGcRTR71YS5WlXUb1t7qpT95/KRa1X/cZn+TZk1sZv65fv26Ap8NtBlz8vhJvfPGCE2ea9v3n559P996eDnggXrGC7ok6bE2j6l528dsxkeciyDwA3BYBH4AMImbW359MOsDlfUtq8rVq6hc+XIq55J8p9qnfDkVL1nc5qHd0ZNH68kXOqlxlUbGw65T5k/R5UuXU/W/p+XihYtaOjf1XPU7tu4wljeFblL+/Kn721O+Dfe/3p85US++8qLeHfquNq7dmGq/Z8liijwXKW8fb8XHXdWAlwcaDx8HPFBP586c1bm/zumLeUt1r1819R7Q57afZc3Kb4zljs90uO14AHBkBH4AMNELfbpmemzhIoV0Lf6azcw2rf6vtZycnDI1e09sTKwG9R6U4ZiNazemGdrT88fvf+i7Veu0ellIujWsCQ7RmuAQdX+luw7vP6xdP+2SlBz2g9d/qd+PnVDrBsk9/KMHjtaZM2c18oORcnFx0a97f9XVuDitTzEjz3/bedo/1V5/nrj1cHDXdpn/mQKAI+ChXQDII4IXLVN931tTePpU8NHcj+bIx7Wc2jVqd2t7Jd+0Ds92p8NP68GqjTV28FibsF+pWiVN/2yGZn05y2Yq0D079hhhv2ZATS0NXap7Cnmodv3amjz3VtvS3Clz9MO6zZKkLxd8ofYPttf0CZ8Y+90LuhvtPI+1fUylvErn6OcEgLyOO/wAkEfUf7CB8XBsyVIl9EjLR3TgP/PU1wyoqYpVKtps+2rL14qJjrmra/d9qneqF36VK19O3V/prkUzF0mSWnVoped6PadmbZobb7Jt06mtVn62UhFnItTr9Z5qXKWRPEsU05frg1W4aGHjXM/2el6u+fOrf/fX9ejjj6pZm+aSpLr3B0j61BjX8KGGeqFPV12/nqBRb47UU92fSlVr566dVaW67aw9m9dtNn52AOBoCPwAYEfemfiOJKleo/qSkl8UdXPbwy0eUeOHG8n9noKq37i+XF1dFXB/XQV9kfwirJJlStlMj3lTjbo17rquRWsWKyoySk5OTjbbB44apEdaPKqHmjfRPYU8Uh3n6uqqp3s8bazP++pTVaxSQZ4pZh+6qUu3LvLyLq0qftWM67Ro10LLNyW37/hU8JFvxeS/Xrz8xsuqWKWCmjRrIin5l4+bP6fWT7ZJ9UtPgwfv196deyRJLvn4rw+AY3FKSkpKMrsIADmjd+/e2rMnOeS8N3uCataraXJFAJC2g78c1LA+b0uSAgICNGfOHJMrAqyDHn4AAADAwgj8AAAAgIUR+AEAAAALI/ADAAAAFsZUBQAAnT8boeWLl2vd6u/018lwXYiM0sMtHlHDhxqqwYMNjNlw0nL1SpxmTZmdpeu9+OqLKuJZ5G7LBgBkAoEfABzc/t371aVZZ5s3+ErSjxu26McNWyRJ3V/prnFTx8vVNfV/G+fORuiDEROzdM1OL3Qi8ANALqGlBwAc2Nbvt6p1g1Y2Yb98pfIKeKCezbhFMxep71O9FR93NdU5Lv7nhVwAAPvCHX4AcFDnz0bo6cduvan20ccf1ccLPlYpr9KSpPi4q5oxaaY+HDVJkvTt16FaOn+pXuz3ks15oiIvGsvjp43XQ80fuu21y5Qtkx0fAQCQCQR+AHBQS+d/YSw3frSxFq5aqPwF3Ixtbu4FNGDkAEX/84/mfDRXkrQoaFGqwJ/yDn+terVU1b9aDlcOAMgKWnoAwEHt3bnHWH6h9ws2YT+lDk93NJaPHz6uGzdu2Ow/HxFpLJcsUyqbqwQA3C3u8AOAgypwj7v8a/krISFB9zdpmO64yvdWsVlPSkqyWY+KvGAslybwA4DdIfADgIOaEzwnU+PCT4Yby/61/FPN1BN59rwkyaOQhwoUdJck3bhxQ5HnIhVzOVqlvEqraLGi2VQ1ACCraOkBAGTo0+nzjeUHHnkg1f6Ic8ktPd4+3jp/NkKjB4yUj2s51fMJ0KM1HpV/cT/V8w3QjInTdfVKXK7VDQBIxh1+AEC6tm3apuAFwcb6q2/1SzXm3JmzkqT4q/Fq80AbnfvrXOoxf53Tu0Pf1fYt2zX/6wVyc8ufc0UDAGwQ+AEAaTp57IRe6viisT5y0kh5lfOyGZOUlGQE/JStP527dlalapV15q/T2hS6yRizKXSTAp/uo1nL5ih//ny58CkAAAR+AEAqUZFRer7N88YLuZo0a6Ke/XulGhdzOcZmvc3/tda7099TaW/befYXzligYf2GSZLWrV6nT96fpoEjB+ZQ9QCAlOjhBwDYiI2OUdd2XY079pWqVdLcFfOUL1/qO/J/X/zbWH64xSOatWxOqrAvST1efVHD3x9urC+esVAJCQk5UD0A4L8I/AAAQ3zcVfXo0EP7d+2TJHn5eGn59ytUxLNImuMrVK6gs0nndDbpnL5c/2WqGXxS6vFKD2P5QmSUTp0IT3csACD7EPgBAJKk69evK/DZQIX9ECZJKlmqhFZsWpmqb/9O3VPIQ7Ub1DHWz52NyJbzAgAyRuAHACgxMVEDew7QutXrJCXPqb/yh69UsUrFbL1OoUIexvJ/X+AFAMgZBH4AgEYPGKUVS1ZISg77IT+FqIpf1dset2TWYnk7ecnbyUszP5iR4dhr165r26Ztxrp32ez5ywEAIGMEfgBwcJPHfKh5U+dJSg77X235WtVr+mXq2AYPNjCW50+frxs3bqQ7duOa9cayRyEPla3gc4cVAwCygsAPAA5s3tS5mjx6srEevCFYNerWyPTx1Wv6yb+Wv6Tkl2u93v31NN+mu23TNvXqfGtaz+6v9uDlWwCQS5iHHwAc1MrPVmrkGyNttn0y4ZPbHtf/nTdUu35tYz1w8Ct6rWvyG3i//vwrHdr7qzo801E169ZQxJkIbd28TWuCQ4zxDR9qqDeG9c+mTwEAuB0CPwA4qNCv1qbadvOh3Yy06dTWJvB3eqGTXF1dFPhsoCTp+OHjmjTygzSPbdKsiRaFLJL7PQXvsGoAQFbR0gMADso5X/bd8+nwTEeF/BRi09P/Xz1e7aHFaxYT9gEgl3GHHwAc1JzgOVJw9p2vfuMGWr0tRPHx13T04BEd3ver8hcooNLepVW3QR3dk2JKTgBA7iHwAwCylZtbftWuX9um7QcAYB5aegAAAAALI/ADAAAAFkbgBwAAACyMwA8AAABYGIEfAAAAsDACPwAAAGBhBH7AwvLly2csX7t2zcRKACBjKb+jUn53Abh7BH7AwooVK2Ys/33hoomVAEDGUn5HpfzuAnD3CPyAhfn4+BjL4b+Hm1gJAGQs5XdUyu8uAHePwA9YmL+/v7F8cPdBEysBgIyl/I5K+d0F4O4R+AELa9CggVxcXCRJJ4+f1MljJ0yuCABSO3nshE4ePylJcnFxUYMGDUyuCLAWAj9gYW5ubmrevLmxvu6rdSZWAwBpS/nd1Lx5c7m5uZlYDWA9BH7A4jp06GAsh64M5S4/ALty8tgJha4MNdZTfmcByB4EfsDiGjZsqMaNGxvr8z+ab2I1AGAr5XdS48aN1bBhQxOrAayJwA84gL59+xrLB3Yf0NwP55hYDQAkm/vhHB3YfcBYT/ldBSD7EPgBB+Dv769+/foZ6yFfhmjhtAUmVgTA0S2ctkAhX4YY6/369WN2HiCHOCUlJSWZXQSA3DFu3DitXr3aWG/S4iEFDglU4aKFTawKgCOJ/idaQRODtG3DVmNbhw4dNGLECBOrAqyNwA84mJEjR+rbb7811gsVLaznXn5W7Z5+wsSqADiCb4LXaOncLxTzT7SxrU2bNho7dqyJVQHWR+AHHNC0adO0ePFim21FihXVI48/rHqN6qnqfdVUqEghk6oDYBUxl2P026Hj+mX7L9ry3Y+6/Pc/Nvu7deum119/3aTqAMdB4Acc1ObNm/XJJ5/o1KlTae73KOShgh4Fc7kqAFZxJfaKYmNi09zn6+ur1157TU2bNs3lqgDHROAHHNznn3+u5cuX6/Tp02aXAsDiypUrpy5duuj55583uxTAoRD4AUiStm/frrCwMO3fv18nTpxQfHy82SUByOPc3NxUuXJl1a5dW40bN1ajRo3MLglwSAR+AGm6dOmS4uLizC4DQB7l7u4uT09Ps8sAIAI/AAAAYGm8eAsAAACwMAI/AAAAYGEEfgAAAMDCCPwAAACAhRH4AQAAAAsj8AMAAAAWRuAHAAAALIzADwAAAFgYgR8AAACwMAI/AAAAYGEEfgAAAMDCCPwAAACAhRH4AQAAAAsj8AMAAAAWRuAHAAAALIzADwAAAFgYgR8AAACwMAI/AAAAYGEEfgAAAMDCCPwAAACAhRH4AQAAAAsj8AMAAAAWRuAHAAAALIzADwAAAFgYgR8AAACwMAI/AAAAYGEEfgAAAMDCCPwAAACAhRH4AQAAAAv7f4f1netmgp62AAAAAElFTkSuQmCC" + } + }, + "cell_type": "markdown", + "id": "c2fd53cf", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## `BranchOperator` 工作原理\n", + "\n", + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "59f2670c", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "奇数输入: 25\n", + "偶数输入: 60\n" + ] + } + ], + "source": [ + "def branch_even(x: int) -> bool:\n", + " return x % 2 == 0\n", + "\n", + "def branch_odd(x: int) -> bool:\n", + " return not branch_even(x)\n", + "\n", + "branch_mapping = {\n", + " branch_even: \"even_task\",\n", + " branch_odd: \"odd_task\"\n", + "}\n", + "with DAG(\"awel_branch_operator\") as dag:\n", + " input_task = InputOperator(input_source=SimpleCallDataInputSource())\n", + " task = BranchOperator(branches=branch_mapping)\n", + " even_task = MapOperator(\n", + " task_name=\"even_task\", \n", + " map_function=lambda x: x * 10\n", + " )\n", + " odd_task = MapOperator(\n", + " task_name=\"odd_task\", \n", + " map_function=lambda x: x * x\n", + " )\n", + " join_task = JoinOperator(\n", + " combine_function=lambda x, y: x if not is_empty_data(x) else y, can_skip_in_branch=False\n", + " )\n", + " input_task >> task\n", + " task >> even_task >> join_task\n", + " task >> odd_task >> join_task\n", + " \n", + "res1 = await join_task.call(5)\n", + "res2 = await join_task.call(6)\n", + "print(\"奇数输入:\", res1)\n", + "print(\"偶数输入:\", res2)" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "5ea40518", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## `StreamifyAbsOperator` 工作原理\n", + "\n", + "![image.png](attachment:image.png)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e10ada6c", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "2\n", + "3\n", + "4\n" + ] + } + ], + "source": [ + "from typing import AsyncIterator\n", + "from dbgpt.core.awel import DAG, StreamifyAbsOperator\n", + "\n", + "class NumberProducerOperator(StreamifyAbsOperator[int, int]):\n", + " \"\"\"创建从 0 到 n-1 的数字流\"\"\"\n", + " async def streamify(self, n: int) -> AsyncIterator[int]:\n", + " for i in range(n):\n", + " yield i\n", + "\n", + "with DAG(\"numbers_dag\") as dag:\n", + " task = NumberProducerOperator()\n", + " \n", + "# 使用示例\n", + "async def print_stream(t, n: int):\n", + " async for i in await t.call_stream(call_data=n):\n", + " print(i)\n", + "\n", + "# 输出: 0, 1, 2, 3, 4\n", + "await print_stream(task, 5)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "6d509d4e", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hello, how can I help you?" + ] + } + ], + "source": [ + "# 模拟流式LLM服务\n", + "class MockLLMService(StreamifyAbsOperator[str, str]):\n", + " \"\"\"模拟流式LLM服务\"\"\"\n", + " def __init__(self, mock_data: List[str], **kwargs):\n", + " self.mock_data = mock_data\n", + " super().__init__(**kwargs)\n", + " \n", + " async def streamify(self, user_input: str) -> AsyncIterator[str]:\n", + " for data in self.mock_data:\n", + " yield data\n", + "\n", + "with DAG(\"mock_llm\") as dag:\n", + " # 使用示例\n", + " task = MockLLMService(\n", + " mock_data=[\"Hello, \", \"how \", \"can \", \"I \", \"help \", \"you?\"]\n", + " )\n", + "\n", + "async for text in await task.call_stream(\"Hello\"):\n", + " print(text, end=\"\")" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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SJO0PPKQx48dLkjq80EqtGjU2xuVxyp3irwcAAACQGS1btkyjRo2y6CtdvrSatG2q+v71lT17wnkTgdQWdDBI65ev19rFvxp9U6ZMUWhoqMaMGWMxj2h6Rshioq7t22vO0iW6EB6u4NBQPde8uX5bsED//ntT1Ro1shj7YvfuDz3emPHj1fL5RnrO6/GeX3umsIvRPv3PPw8NWW7dvq3R335r3G3TpU0brd2wwZiXRZK+nPijvpz4o4a+9bYCg4ON/nWbNqpbxw66GH7J6CteJG4+GSk2RX/wrpasWbMad+vEKMbof7F5M+XNHRuguBdzNUKW6pU81eGFVg9/8wAAAMBTYPHixRo9erSxnS1Hdr02oKcat25iYlWAVLZiWZWtWFYt27fQ9PHTtWtT7JQUf/75p9588019//33JleYMoQsJqpcwUP71q1Xi1df0e6AAJ0JC1PTzp21fcWKFB+jqIuLcuXMaaw01PnN/jry11+y+29J5h27d+vevZjkDiFJKu7qKpdCBY3t02f/eehr/Nq106YdO4w6vhk1SuXr1ZMktWvRQpU9KmjI2DFyd3PT1ehIi9eu+u133b17V2EX41YkesbFRSlx499/dfDIEYX/t3qRJL310UfK8V/ifi7eMectXZpgFaZeXbqouqdnis4FAAAAZBabNm2yCFhKly+tAaPekWtxVxOrAiwVK+mmYV8P15xJczR30hxJ0o4dOzRkyBB9+umnJlf3cIQsJnMpXEjr589X3Rde0OmzZzV3wgQVcHZWv27ddDUiUvny5VG+PHnlnDevCjo7q1CBArH/6+ysPE5OsrGx0a3bt1WpYUMFh4bqw379jTs9oqKj9WyLFimq482ePVSmhLuxfeKfh4csLzZpok07dsijTBmtnTvXYnUfO7us+vCtN1X/uWeVI3t2te/d2+K1UdHR2rlnrw4cOWz0uT5wJ0ti/tq+XcVr1pRP3To6G2/J6JkLFyY6fndAQIL5Ypr4+BCyAAAA4Kly9epViwvUcp7lNOLbEcrlYG9iVUDSOr3eSbnsc2nK1z9JktauXaty5cqpS5cuJleWPEKWdCBvnjz6Y8ECnQ+/JE+P8pKkYQMGqMnLL+v23Ttq3ay52rdsKd/27SRJTRr6aMyQIRr06ada8+cfcnLMrV8mTZZ9rpwqWby4cdyYmIffwRJf2ZKljPbR0JBkRsbq3727Tpw5reHvDlQ+Jyf1HPiuLoSHy93NTcPfGShJqluzZuz7efttdR0wQB/07avZixfrTFiYZi5epCsRV43jFS2S8E6Wa9evG3fLSLHhTFR0tLLY2uqfs2eNfkcHB4sx8cXfJ0nZ/rvLBwAAAHhafPfddwr/77H+fAXy6YPPPiBgQbr3wssv6OqlK1r08yJJ0v/+9z95e3vL1TX93n1FyJJOnA+/pIDDgSpVorhy5cypC5cuGXdgNPPzU9S1azoQGHvXR6Vy5SRJgUeDdSDwsBwdHIxwJr6cOXJo7oQfjO1LVy6r35AhkqQ6Xl7q1y1unpdSJYrrmUKFje31f216aM37Dh1Svtx59N3kn3Tv3j1jyebQkyc1Z/Fii7Et/Btp+Lvv6s3u3WXvYK9hY8fphxkzjP0vNmminDniZi6/dfu2Wr76qtZu2JDgvEVdXNS6WXPNXrxEklTG3V1Bmzcb+3fu2aNazZtLkj4fOlQDM9hs1AAAAIA1HTp0SMuWLTO2e7//hpwLFTCxIiDlur7ZTYF7D+lwwBFJ0rRp0zRs2DCTq0oaIUs6MW7CeM1evESOgwfr0IYNuhoZN4dJ/jx5H+uYdnZ2FpO+hp07b4Qspd3dE50Q1tHBQVHR0boQHq5jx0+oVIniSR7/wKFAffzVl4nue7Df0dFBH7/7riSp84svadjYcRb72za3fKwpm52djp86leC4dby89OfChYq6ft3oq1Khgq7fuGFs37h502j/e+uWxb5cORMuSw0AAABkZr/88ovRrvN8XT3X8DkTqwEeXac3Omton9iVZ5cvX67XXntNLimc0zOt2T58CFLblchI466MAvnzq6iLiy5dvmLsd877eCHL4/CpW8do79izO9mxBZyd5e7mluBxHHc3twT9WWzjltsqUayYfOpaLi3t79MwwfGb+vjK0cFBb/d8zejL4+QkOzs7XYy3glGpEiVkX7Kk8Z9369bGvqFjx1rs27xzZ7LvCQAAAMhMbty4odWrVxvbrTqy8iYynio1q6hqrarG9q+//prMaHMRsqQDy1avMdqvtG0rGxsbiwlhnfPnT7Na2sS7o+TXPzcY7YjISONxpftaNHpeIdu26d14k9rO++FHhWzbpqBNm1S7RtxS0k19fS1e+1KTuCXifOrWtZg0975hA9/V5cBAfT1yRIJ9wSFxKwaVL1Uqwf6k3Lp5K8VjAQAAgIxu8+bNunfvniSpdPlSKu+ZcJoBICPwbhr3h/lNmx4+vYVZeFwoHZg6f57RbvvfXCI79+4x+jw9PHTnzp2HHqfbgAEqmD+/Xm3XTh5lyqTo3Kf++Ufb/t6tLX/vVO3qXhZhyKzFi/TNyBHKny+fduzdK/+OHdW+ZUuNGzpUxZ6JXQno3Pnz+viLL4zXONjn0u3bt/XOxx8b86m0auyv0u4ljDE3b93StHlx7/mPzZsVGBycoOa8uXMnWfei1auMdhn3uFWRfOrWNb6G9wUeDdZ3U6am5MsBAAAAZCr79+832tXq1EhmJJC+edX1MtoHDhzQzZs3lT17dhMrShwhi8lCTpwwVs/x9CgvjzJlFHbuvFasWy9JKujsLNciRRKdn+RBJ06f1vT58xUUGqKlU6dZ7Lt7967OXjhvbE+fP1+rf/9dF+I9dpPfKa86vNBKrRr7a9mvayVJP8ycqY/eekt7Aw5KkuYvX67er7xihCy/x5twVpKav/KKxbajg4N+GD3Gom/o2HEJllVu+/rr2rVmTYrmTLnx77+asWCBsV2qZEmj7VW5sno/UMNvf20iZAEAAMBT6ejRo0a7TMWyJlYCPBlHJ0cVK1FMp47HXhuHhITIw8PD5KoS4nEhk81ZttRov9o2donmT779n9HXyt8/xce6/t9ksI65YudCmb9suV7q0UMVvL2V1dVVNRo3thgfP2CRJNnaSJI+eKOv0TXu++/1z7lz+n1L3O1YNavGPQv3cuvWOrdvnz7oG/ea+EoUc9XpsLillr+ZPFmf/zBBUmyAVK9WLUlSYHCwur39tv6NN2ltUn6Lt/JRq8b+cnpgThgAAAAAsc6fj/tDaxHX9DlRKJBSLkXjVsSN/72dnnAni4nu3bunST/PNLbbNG+uiTNnasL06UbfoH79HnqcqOhoLf31V+3ct0+S5GAfu979pSuXtWTNmkRfU9DZWXW8vFSlYkVVrVBRlcqXk1vRopKk57xqqEWj57Vi3XpFRUerWqNGRiDTxMfHuNvk0uXLWrl+vX5ZtUqrfvst0fMcCDysWs2ayaduXZVyK65Js2dJir3DZcOiRSpUsKAq+/joTFiYFqxYoQuXLmnRlCnK5+Sk02fPKuT4cV28fNnimAuWLzfar7Rpa7Fv7Pffa+z33z/0awYAAAA8DaKjo422Y25HEysBnpy9U9wf2K9du2ZiJUkjZDHRjt17dCYsTJJUr1YtFXR21nujRhn7B/XrJ3c3tyRfX7pE3FwkL3bvbrTvz21Sx6umpNg5S2pVq6aqFSuqsoeHPMuXf+hkul8O+1gbtm4zlnO+r8+rrxrtms2aKfTkSYvXOTo46P2+fVXXy0ujv/tW6zf+JUmKiIiwCFg2L12m8qVLS5KWTZ+u6v/dsbNh61aNGz9eY4YM0fbdu9WuVy+L4z9bvbrG/ReiODo4qImPT7LvAwAAAHiaxcTEGG0bGxsTKwGeXPzv4fjf2+kJIYuJSruX0Idvvqnvpk7Vq23aKkf27Fo4ebIxwewnH3yQ7OtfbdtOC5YvN4IaKfYOlZb+jSRJlcqXU/SxY7LPleuxatu4eLEavPSSov5Lv5v5+VmEGqMHDVaHN2JXFqpVvbq6tWunLm3aGHe6eNeurQ1bt2rOkiUaP3q02vV6XX9s3qI/Fy6Up0fcrObVKlXS7rVr5d26tXLmyKH3+/SRJHlVqWJRk7ubm9q3aKn6tWqp+SuvqEubNsqZI4fu3r1rjKnj5aWmPpYrGR09cVzT589/5K8BAAAAAACPgpDFRM758+vTQYM0uH9/ZcmSRZLUqEEDrfz5Zz3foIHRJ0klihXT7f8mv72f3nl6lFfI9u3avW+/bt66qdy5c8uzfHllzRr7f6utre1jBSz3Va1YUef279faDRt07cYNvdSkiUVNbVs0V0zMD2rw7LNyKVwo0WN4164t79q1JUnfffKpzl24oOqengnGVatUSXvWrtP58IvKlzevJKm4q6v+XLhQiomRk5OTqlSoIBsbG5V2L6Gty5fL1tbWeJ9jh3wkSapR2VM+detaHDv05EmVLxV710wJt2KP/fUAAAAAACA5hCzpwP05VO5r5ueX6Lj74Ul82ezs9JxX6i3FlitnTr3YpEmi+2xtbdXhhVYpPpZrkSJyLVIkyf2lShRXqRLFLfruBzQPqliunNG2sbHR+337JHlcdze3ZPcDAAAAAGANrC4EAAAAAABgBYQsAAAAAAAAVkDIAgAAAAAAYAWELAAAAAAAAFZAyAIAAAAAAGAFhCwAAAAAAABWQMgCAAAAAABgBYQsAAAAAAAAVkDIAgAAAAAAYAWELAAAAAAAAFZAyAIAAAAAAGAFhCwAAAAAAABWQMgCAAAAAABgBYQsAAAAAAAAVkDIAgAAAAAAYAWELAAAAAAAAFZAyAIAAAAAAGAFhCwAAAAAAABWQMgCAAAAAABgBYQsAAAAAAAAVkDIAgAAAAAAYAWELAAAAAAAAFZAyAIAAAAAAGAFhCwAAAAAAABWQMgCAAAAAABgBYQsAJBJDBw4UGvWrNHt27fNLgUAgKfKiBEjtGXLFrPLAJAOELIAQCZx4cIFDR06VA0aNNDQoUO1ceNGs0sCAOCpsGrVKr311ltq3LixPv/8c+3Zs8fskgCYJKvZBQAArOvWrVtas2aN1qxZozx58sjX11d+fn7y8vIyuzQAADK18PBwzZ8/X/Pnz5erq6v8/Pzk6+urcuXKmV0agDRCyAIAmdjVq1e1aNEiLVq0SC4uLsYvexUrVjS7NAAAMrXTp09r2rRpmjZtmsqWLWv80aNYsWJmlwYgFRGyAMBTIiwsTDNnztTMmTNVsmRJ45c9d3d3s0sDACBTCwoKUlBQkCZMmKAqVaoYf/QoUKCA2aUBsDJCFgB4CoWEhCgkJESTJk1SpUqV5OvrK19fX7m4uJhdGgAAmdq+ffu0b98+ffHFF6pdu7bxRw97e3uzSwNgBYQsAPCUCwgIUEBAgL755hvVrFnT+Ouak5OT2aUBAJCpbd26VVu3btWoUaOMn79+fn6ysbExuzQAj4nVhQAAhp07d2r06NHy9fVlSWgAANLQb7/9psGDB6tBgwYsCQ1kYNzJIunY8RO6GhmR6L4alSuncTXIyK7fuKHA4OBE9z1TqLBcChdK44qAx7dhwwZt2LDB4q9rDRo0MLssIMPZt2+XgoIOGdt5nPLKv3ErrVy5UNeuRRv9zz5bX25uzJEEPO2uX7+uFStWaMWKFXJ2djYe6a1WrZrZpQFIAUIWSe9/MkpL1qxJdN/dM2dka2t5w8+9e/e0YPkKzVm6WIeCghV68qQ8PcrLs5yH+vforppVq6Z6zb/++ad2HdgvSSpVrLg6vviC1c9x7fp1LVyxQnOXLdOhoCCdCQtTzSpVVK/Ws6rtVUONGzZUrpw5rX7e+65ERmrrzp3aHRCgnXv36vipU/L0KK8anpVVtUJF1alVU9mzZUu18z/ockSEvp8+zaKvZ/uOFsHJ0dDj8mrSJNHXjx40WIPf7J+qNQKp4datW1q9erVWr17NktDAI7p69YratfVVdHSU0Td48Gj5N26lJYvnaM2aJUZ/9erPaumyLcqShRuNAUF0yiIAACAASURBVMRiSej0I+TIMa1YuFKSZGtrozc/fCvZ8ffu3dOKBcu1eO4SBR8M0snQk/Lw9FB5z/Lq0b+HqtRM/WtGmIOQ5RGdv3BBzbp00e6AAIv+A4GHdSDwsGYtXqTuHTto4thxyprV+l/e6zduaNDoT/XdlKlGXzM/P6uHLOGXLqlxp04J3ufOffu0c98+fTlRqlW9ulb//LPy5c1r1XNLsV/PZl0660xYmEV/YHCw5i1dJkmq4+WlxT/9pIJpNCv7+6NGasqcuRZ9TRv6WIQs2bLZpUktgFlYEhp4NJ9+8oFFwOLm5q7Xe70jSRox8muLkGX37u2aM2eyunTpleZ1Akj/WBLaPHN/mq13Xxto0ZdcyHLx3AV1btZZAXssr6UCDwQq8ECgFs1apA49Omrcj6lzzQhz8aeSB+xZt05n9+w1/ot/F8uVyEg16tTRInhwd3OTT926cnRwMPqmzp2n3oM+UExMjFVrCzh8WF5NmlgELKnh5JkzqtOqlcX7dHRwkHft2hbvc8fu3XquRQudPHPGqudfvnadKvv5WgQsjg4OKvPAMrNbdu1S9caNk3w8x5rWbdyYIGBJTPnSpXVu3z7j+2fm+PGpXhtglvtLQnft2lXt27fX5MmTFRoaanZZQLqxY8cmzZ492aJvxIivlT17dklS0aJuenfgxxb7R418T+fPnU2rEgFkUPeXg37ppZf02muvad68ebp48aLZZWU6Vy9fVc82PRMELMmJvBqpjv4dLQIWN3c31fWpKwfHuGupeVPm6oM3rH/NCPMRsjygSMGCcilcyPgvvo+/+FwHAg9Lir3oX/TTTwrZtk2/L1ig8EOH9PHAuH98U+bMTfIRpEcVExOjCdOny9PXN9UDhZiYGDXt3FnB/10oFXVx0Z516xQRFKQ/Fy7UlcOHtWzadGN8cGioBgwfbrXz37x1S5379zO269WqpcN//aWIoCAFbd6smydPauXPPxthz5mwML09fJjVzp+YyKgodemf8sd8CsX7HiqYP38qVgakHyEhIZo4caLatWunbt26adasWTp37pzZZQGmiYmRPni/t0Wfs3NB+fg2s+hr2/YVi+3o6CiNGTMk1esDkHns3btXX3zxhZo0aaI333xTy5cv17Vr18wuK8PbumGrGpSvp9WLVj3S6774+HMFHgiUJDk4OuinRVO0LWS7Fvz+iw6GB2rgiPeMsXN/mqM1S6xzzYj0g3uTUuhMWJi+/WmKsT3ru/Fq6d/I2M5mZ6fh77yjiIhIfT15kiRp6LhxauXvryxZsjzRuV996y3NXLjQ2G7i46Nenbvohe7dnui4iflr+3YjyHF0cNCW5ctV7JlnjP1ZsmRRS/9GWjxlil7q0UOStGTNGoVfuiRnKwQKa//coKjo2EkA/b29tWLGDNnZxT2Ck83OTs38/LRq5kzVf/FFSdL6jX/pytWrypsnzxOfPzEfjRurC+HhkqQubdro1q1bmr98eaqcK73ZsWMHtzBmINHR0Q8flAbiLwldtmxZVa1aVZcuXTK7LCBNHQ7cr+DgQIu+du27KmtWy98JihUrodq1vbV16wajb/786Rr92QTlTMV5z5C+Xb9+Xdu2bTO7DDyC9HI3wv0loUeOHKmqVauqSpUqunPnjtllZTjzpszROz3fNbbd3N304/yJauLVONnXhZ0J00//+8nYHj9rvBq19De2s2Wz0zvD3lFERIQmfxV7zThu6Fj5t3rya0akH1w9pdC0BfONtr+3t0XAEt+oD97XT3PnKCo6WoHBwdq8c6caPPfcE517x549RvubESPVv0d37T5w4ImOmZT4x+3Y6gWLgCW+5n5+FtuhJ09aJWSZvXiR0e7XrZtFwBJf7Ro15OjgYAQyp/45myohy7ZdfxuPZzk6OOibESPUZ/Bgq58nvRowYIDZJSCDCwoKUlBQkNllIB04duyIjhw5qKAjB3XkyEE55naSR3lPlS1bQR4VKit//oTza61bu1wRkVeN7eLFS8rLq06ix967d6exbWtrq5Yt2xs/Q5Yumavbd+KWIi9fvpIqVqyqqKhI7dixSRs3rtO5sH9U3sNTDRo0UvXqzxpjY2Kk335bqd27t+lo8GEVLeomr5p15OVVR4UKuST5ftetX5Gg74UXOiQ6tm27Vy1CFknasuUP+fk1S2w4ngJhYWHq/wh30QKJ2bt3r/bu3Wt2GRnSwf1xK8J16NFRn3wzSrkc7B/6uvnT464Zvf29LQKW+AaN/EBzJ89RdFS0ggODtXPzTj3X4MmuGZF+ELKk0B+bNhvtXl26JDnOPlcu9ezYybibZcO2bU8cskhSGXd3LZg4SZUreDzxsZJz9+5deXqU1507d9XU1zfJcXZ2dqpeqZIxb8vdu/escv6u7dvrpaaxv1Q28vZOcpyNjY3FdpFCBa1y/vhu3rqlrgPeNranfPllqkzyCwCZWWRkhD4a0l8LF85Mdty33/2sNm0sf76OHTdUhwPjwn8vrzpatnzzgy/Vtm0bEzyaU6FCFZUrFzshc58+nSz2tW7dWW++9aEa1Lf8mbpq1SJ98flw9en7vj76aKzOnftHb/Z/RZs3/2ExbvLkbyRJy5ZvTjT0kaQVK36x2HZwcFSFComvJFG7tneCvnVrlxOyAICJHBwd9NWUr9S8bYsUv2bz75uMdpderyQ5Lqd9LnV8rZNxN8u2jdsIWTIR5mRJges3bmjD1q3GdtWHrKJRrbKn0f5906ZkRqbMsAEDtHf9+lQPWCTpvT59tP+333Vowwa1apx48irFhjHxJ8YtW6a0Vc7fxMdH7Vu1VPtWLZUtibtYJOnv/fuNu1jKuLurgLOzVc4f37gfJhhz07Rq7K+2LVL+AQsAkE6fPqGG3hUfGrBI0pv9X9GHg/umQVXSlSuX1K1r0qvyTfh+nFavXqx+fTsnCFjia9WyrgIC9iToP3ky1CIckqTnanvrgb8PGFxdi8vBwdGib+nSubpz524y7wIAkFoaNW+kPwL+fKSA5d/rN7R1Q9w1Y8WqyV8zVq5W2Whv+u2vRy8S6RYhSwr8E2Y5eeMzhQsnO7540aJGe9+hQ8mMTJmXW7dWrnT2XPaseHPElHF3Vz4npzQ7d8Dhw2rx6qvG9vtv9LH6OY4cO6ZhY8cZ29+P/szq5wCAzO6rL0coLMxyBToHB0c936iF3N3LJBg/ffoEhYSk/uNlf/yxRqGhyU8k37NH6wSP8CRm9qzJCfoOHNidoK9atVrJHqdOXR+L7ejoKJ0+xWpdAGCG+o0aqKhb0YcPjOfsP2EW24WfSf6aMf7xD+178mtGpB88LpQCVyLingcv6uKS5Dwh98WfxyQqOloxMTEJHm/JyC5cvKj+Q4ca2+M+GprM6Cezc+9eHf3vbpKTZ/7R9r27tWLdemP/px8MUo+XOyX18scSExOjNwYNMrYnjhv30GAts/rxxx8f+v2O9OOTTz7R8ePHzS7DQtWqVVWjRg1t2bJFgYGBD38BMpVVqxZZbFeqVE2/LPxDuXPHBvM7dmzSiy/UtxizbNl8vfNO6q4aJ8WGPcM//lLu7mW0ZfMf+uqrkYmO8/b2V9eufWSXLZtmzZykNWuWWOxP7E6X8PALCfo8PasnW0+1qrW09tdlFn2XLl1UCXfr3CmKjOWZZ57RyJGJf08iferZs2e6mfxWkrJnz64aNWqoRo0amjJlSrqZHD8zi7wSYbRdXB9+zfhMsbhrxuiozHfN+DQjZEmBq5GRRrtUiRIPHV+kkOXSz5FRUXLKndvqdZnh+o0bavHqq8ajOk18fJJ9rOhJzVu6zJjfJr7qlSrpu08+1XNeNax+zlkLFxqPh9Xx8lLPTtYNcTIST09PZcuWzewykELpZSWSmjVrytfXV35+fnL67y63gHiPF+LpcPPmTUVHR1n0eXh4GgGLJNWqVU8/z1ypM2dOGn3ly1dKk/oW/PK7qlTxkiQ991wDXbsWrYkTv7IYU6lSNU2dtlQ5cuSQJNWt66uG3hUt7oIJDQ1WVFSkHB3jfs5fSiRkKVyoSLL1FHZJONF8+KWEx8HTIUeOHKpcufLDByLdsLGxSRchy/2fv76+vrK1jX1oYfr06eYW9ZSIvBp3zVii5MOvGQsVsbxmjI6MkqNT5rhmfNoRsqTAzZu3jLZTbsdkRsZ6cMnb27dvJzEyY7lz54469+unnfv2SZIKOjtr8hdfpOo5k1o+eHdAgPxf7qQxH36oXl26WG3Js0uXL6vvkCHG9sRx44wfUACSVrFiReOXOheXpFdcwdMje/bsKlPGw2IZ4/nzp+vu3btq3aazqlatqdy585gyuau7exkjYLmvfoPnE4QszZq1NgIWKXbS97p1fRI8anTjxnWLkOXCBcvHjCUpT958ydaUJ0/C/YndEQMAD6pdu7YRrtjbP3wFHKSOmzdvGu3cKQhLHrzOuXUrc1wzgpAlRfLE+0dy/NSph46/HBFhsZ07E9zFEhMTozeHDtWSNWuMvtWzZqX6YzRDB7ytru3bSZKio6N1/PQZrVy/XrMWL1JUdLT6fvihtv69S7PGf2+V830w+lPjLp3hA95RhbJlrXJcIDMqWbKk8Uudu7u72eUgHfLxaWIRskjSwoUzjYlw3d3LqH59PzVt1lrPPttAWbNaJzB/mEqe1RL05cuXcAL1xB7VKVQ4+TtSJOn8hbAEfU5Oya9OlzeRkOXixfMPPReAp1OVKlWMP24UKFDA7HIgKXeeuDs1Tx1/+DVjxBXLa0buYsk8CFlSIE+8kORA4OGHjj/zz1mL7eRWyckohowdox9mzDC2f1+wQNU9PZN5hXU4OjjIo0zc5Ig1q1VT+1Yt1fvVV1S3VStJ0uzFS/Rik6Zq3ezJ/hq6ZdcuTZkzV5Lk7uam9/ulzSoXQEbi4uJi/FJX8SErrQHvvT9KR44c1IYNaxPdHxoarNDQYE2fPkHOzgU17vOJatw46VV/rCVrltT99Scy3lxu9+XMmfxfl+3tHRL0RUVGJDISwNOqbNmy8vX1la+vr9zc3MwuBw9wyhN3zRh44OHz0J09/Y/FdrZsGf+aEbEIWVKgQD7Lvy5duXpVefPkSXL8qX/iVlJwzwQfgJ9PmKDPvv3O2F42bbp86tY1saLYuVI+/WCQhowdI0n6ZcWKJwpZ7ty5o9ffe8/YHjlwoP69dUv/3rqVYOz1f28Y7Qvh4bp0+bJsbW2T/Z4AMrI8efIYv9TVrFnT7HKQgeTMmVNTpi7R7FmTNHfe1ATLGscXHn5B3bu9qB9/nKeWrdo/0nnSwzwI8SV2V0x0tOW8LQ+Kio5M0JfYI0QAni6urq7GXaPlypUzuxwkI5+z5Wf21ctXlSdf0tcH/5yKC1nc3DP+NSPiELKkQOFChVTUxUVnwmJv/z1++nSyF9THT5022t61n0v1+lLTlNlz9P4nnxjbCyZOVEv/RiZWFKdh7dpGe+/Bg090rIjISAUGxz1j37l//xS9rmnnzkY74I8/VJEffsgksmXLZvxS16BBA7PLQQaWM2dO9XztLfV87S0dOXJQe3Zv1+4927Xhz7UJlneWpB9//DLJkOX48aOKiZEeXHwhvc1dUrBgwkdpIyKuJBuyXL1yOUFfgQKFEhkJILPLnz+/cddotWoJH29E+lTQpZBcXF0Udjr2mvH0idPJhizxHyl6rmHtJMch4yFkSSH/ht7GoySLVq1StUpJr34we2nc8o4+teukem2p5ZcVK9TzvYHG9szx49W2RYtUO9+x4ydUzb+RoqKj1aLR81o+fUay42/8+6/RvnP3bqrVlVL/xpvsCsiovL29jXCF5bthbeXKVVS5chXV6eWeunv3nrZu+UM9erxksQrRvn27dP36NeXKZS8He8vJ5sPDL+jIkYAEKxBt37YxTepPqQKJhCxXr15W0aJJ/6XyytWEIYuzc0Gr1gUg/cqVK5fx87dOnYx7/fC08/ZvqLk/zZEkrVq8SpWqJX3NuHhO3DVjHW/+P89MCFlS6AX/xkbI8t3UqRrYu3eid7Ns3rlTO3bvNrb96tVLsxqtad3GjWrXq5exPe2rr9X5pZdS9ZwlirkqZ44cioqO1op163Xs+AmVKlE8yfGr/vjdaJcvnXBywkeRPXt29e/RPUVjl6xeY9zV1K5FCxUqGDvZWIH8+Z+oBsAsNWvWNP5idn/JZeBJrVy5UMOHDbDoGznqGzVr1lqSlCWLrerV91O9en5as2aJxTgbm9hV3SpWqqpdu7ZY7Fu8eLaGDBljbM+dM0WbN/+RGm/hsSUWjoSF/aOKFasm+Zp//kk4SWK+/ExmCWR293/++vn5yebB2/SQ4TRp1dgIWaZ+O0W93+md6N0sOzfv1J7tcdeM9f0y5jUjEkfIkkJNfX3l6VFeBwIPKyo6Wq++/ZYWTv7JYlLb8xcuqOMbbxjbA157XYUKxv2idfzUKeORlHxOefScV41Uq/dJzrVt19/y79jR2J7w2Wfq2uHRno//9c8/dfe/u0tqVa0q5xQEEFmyZFGvlztr1P++kSS16tZVv0yaZDHx7X3fT5umryZONLY7v9TaaD/Oe3ewt9e3oz556DhJOn/hohasWCFJer9v3zSZABiwtkqVKhm/1BVO5VXC8HSqW9c3weNAr/Vso7HjfpSXVx3lyJFTf/y+OkHA4u5eRjlz5pQkVaxQJcFxvx8/Vtu3bVS5cpV05EiAdu/ennpv4jEl9pjPgf1/6/nnmyf5mj2JvA/uZAEyJ5Zczrx8mvrKw9NDgQcCFR0Vrbe6vaXJv/xkMantxXMX9Ean3sb2a++8rgKF+bzPTAhZUsjW1lZfDvtYz/8XNqxYt15eTRprUN/+ci/mql37D+jDMZ8Zy/86Ojjo/T5vWBxj2tx5RoDQvWOHVA1ZHvdcB48ckf/LnSz61m7coLUbNyT7uhf9G+vV9rFfm+hr19Tk5ZeNfSHbtqUoZJGkV9q10zdTflJUdLQCg4NVwdtbr7Zrp8oeHnIpWEhHQo5p47Zt2rB1q/GaZn5+atM8btLbtPw6AxkJSy4jLeXJk1cdO/XQ3DlTLPo/eL93Eq+INeCdoUa7hlfiz6jv3r09XYYr91Wr9myCvp1/b01kZKx792K0c+dmiz5n54IqVox/p0BmwZLLTwdbW1t9/OVwtXs+9rpo/fJ1aurVWP0G9VOxEsW0/+/9+uzDzxQdFXvN6ODooL4D+5hZMlIBIcsj8KtfT1O++FI9Br4rKXY55059E/9HsXHxYhUuZPmXrIPBQUa7UX3vVKvzSc61Yes2Iyi6b9mviS+9GV/+vHmNkOXo8eNGv7ub2yOtsFSqRHHt/+03vdC9m7Fc9owFC5IcP+C11zVu6EfKmjXuWzktv85AeseSyzDTsGFf6Ma/N7R08ZwUjf/666lq3TpuQvHSpcvru/Ez1b9flyRf4+xcUN2699Pn44Y9cb3WUqiQi7y86lg86rRp43rdvXtPWbLYJhh//Hiwxbw0kvTSSy8nmOAXQMZyf8llPz8/FStWzOxykEbq+tXXVz99qXd6xl4zBh4IVJ9OiV8zLt64RAVdmOQ8s0n4kx7J6t6po9bMnp3oIyyS9GKTJjqyaZOqJnIxsz8wbr1037pPNrlR/FAhZ/bsVjuXre2T/0YXHBJqtFs18n/k15coVkzbVqzUB337qnoiEww7OjiomZ+fZn33nb4a8bHF10Ky7tc5MbaJ/IIMpCd58uRR69at9cMPP2jFihV66623CFhgCienPJrw/Wz98MNcVanilegYZ+eCatLkRW3ZEqz2Hbol2N+6dWeN+3yiynskfDTz+UYttHrNzoc+VuPg4Jjs/qRkz5bw52v27DlS9NpmzVsn6Nu7J/G7b/7667cEfc83Sr2J5gGkHldXV3Xr1k2zZs3S7Nmz1b17dwKWp1CHHp00Z80clfFI/Jqx6YtNtPnIZlWsyu9nmRF3sjyGxg0byq9ePQUGH9XR46GKiopWoYIFVLZkySTv2vj35k2FnjwpSapZpUqKH59JStWKFRVz9qzVz9Wna1f16dr1iWo7EnLMaDfyfrylX3PlzKkxQ4ZIQ4bo5q1bOnL0mC5euqQSxVzl7uaW5MRg1v46J2buhB80d8IPVj8u8KSKFy+uHj16sOQy0p1WL3RQqxc66M6duzpz+oTO/HNS2bNnV+nSHsqTJ+9DX9+58+vq3Pl1RURcVVDQQdna2KpkqXLKmzefJKlLl17q0qVXkq8PPhr50HNUrlxDZ8NiHjquT5/31KfPew8d97xfc308/B2LvsWLZyf6CNS8uVMtth0cHFWzJpMgAhlJ27ZtWXL5KXA2JizFY70bN9RvfvV0NDBYx48eV2RklAoVLij3siXl5p7yO/2R8RCyPKasWbPK06O8PD3Kp2h8yIkTRrupn18qVZX250rM4f8mnZWkerVqPfHxsmfLpsoVPFI01uz3Dphp5MiRZpcAJCtr1iwqXqKkipco+Vivd3LKo5o161q5qtRRwr10gkeGFi6cqWHDv1SOHHF3wwQHByogYI/Fazt16ik7O35FAzKS9957ePiKp0/WrFlV3tND5T1Tdi2DzIHnHh4QfuWKLl2+bPxnLfHnKWmcyn9lTstzJSbgyBFJkr+3t+xz5UrTc5v93u/cuWPx/XMxPDzNawAApA9jxkyw2I6OjtKqVQst+ubM/sli29m5oN55N/3MLwMAAB4NfyZ5QMWGDS227545I1vbJ8+ijhyNfYTG0cFB1StXfuLjpZdzPejOnTvG8slNGvqk6bklc9+7JB0KClaV57mDBgAglffwVL/+gzT+uzFG34iP35W/fys5ODgqKOiQJk362uI1n44er9y586R1qQAAwEq4kyWNBIWGSJKa+vgkmKg1I5/rQSdOnzHafvXT/nlyM9+7pCTninnYPgBA5vT22x/JxaWosR0efkH/+9+nkqShH71pMdbHp4latGibpvUBAADr4k4WSV8OH64P+iS+rJY17mKRpP+NHKkvhg5Vzpw5rXK89HKuBxV3LarwgwclSfnz5Uvz85v53iW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+ } + }, + "cell_type": "markdown", + "id": "5a01ad81", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## `UnstreamifyAbsOperator` 工作原理\n", + "\n", + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "f4e41a74", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 1. 先定义一个数据流生成器\n", + "class NumberProducerOperator(StreamifyAbsOperator[int, int]):\n", + " \"\"\"创建从 0 到 n-1 的数字流\"\"\"\n", + " async def streamify(self, n: int) -> AsyncIterator[int]:\n", + " for i in range(n):\n", + " yield i\n", + "\n", + "# 2. 定义一个流数据聚合器\n", + "class SumOperator(UnstreamifyAbsOperator[int, int]):\n", + " \"\"\"对数字流进行求和\"\"\"\n", + " async def unstreamify(self, it: AsyncIterator[int]) -> int:\n", + " return sum([i async for i in it])\n", + "\n", + "# 3. 构建 DAG\n", + "with DAG(\"sum_dag\") as dag:\n", + " task = NumberProducerOperator()\n", + " sum_task = SumOperator()\n", + " task >> sum_task\n", + "\n", + "# 4. 执行和验证\n", + "await sum_task.call(call_data=5) # 输出:10 (0+1+2+3+4)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "e197c2ee", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\"na\n", + "me\": \"Jo\n", + "hn\", \"a\n", + "ge\": 2\n", + "5}\n" + ] + }, + { + "data": { + "text/plain": [ + "{'name': 'John', 'age': 25}" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# LLM JSON响应处理场景\n", + "mock_data = [\n", + " '{\"na',\n", + " 'me\": \"Jo',\n", + " 'hn\", \"a',\n", + " 'ge\": 2',\n", + " '5}'\n", + "]\n", + "# 2. JSON响应处理器\n", + "class JsonResponseOperator(UnstreamifyAbsOperator[str, dict]):\n", + " async def unstreamify(self, it: AsyncIterator[str]) -> dict:\n", + " # 合并流式字符串\n", + " full_response = \"\"\n", + " async for chunk in it:\n", + " # 打印流式结果\n", + " print(chunk)\n", + " full_response += chunk\n", + " \n", + " # 解析JSON\n", + " return json.loads(full_response)\n", + "# 3. 使用示例\n", + "with DAG(\"json_response_dag\") as dag:\n", + " llm_task = MockLLMService(mock_data=mock_data)\n", + " json_task = JsonResponseOperator()\n", + " llm_task >> json_task\n", + "await json_task.call(\"Hello\")" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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rlJ04cULnqqoODg4aq6bGvc+CBQuU4+7du2sN4fxSatSowZo1awDo3bs3GTJkIG/evMyZM0dJsMqVK6ez/TJlyrBlyxZlwR53d3eWLVtG3759Ne7buXNnVq1ahbW1NW5ubvz+++8AVKlSJcFFbxKyfft2QD0vtXLlyqxbt045jt3rqku+fPlo0qQJmzdvVhbmefPmDa1atdIY3rto0SImTJiQ6Jh2797Nhg0bNIYB+/j4ULp0acqVK6ex7cj169cJCgrC1NRUI+mO3VsZGRnJb7/9BqjnnpYtW/aTMYwZM4YdO3awbt06hg8frqw+G1fOnDkB9bDYmOHJffr0URLuokWLkj59+gR7SIUQQnz7JLEUQgg9it3DFFvZsmW1EstLly7p3C+wX79+8SaWFSpUwN7eXlnopmvXrsmMOH5du3bl9OnTymI1zs7OGuctLCyUJE6XEiVKsGjRIiU56devH7Vq1dK4r4+Pj9Z+lgCzZ8/+7Lhjhof27NmTqKgopk2bBqh7Rz8lLCyMHTt2sG3bNgD8/f3p1q0bnp6ewMdhvBMnTmTv3r0MHjyYdu3a0bx5c6ysrDQWNYrN39+fvXv3Aur3zcnJiZYtW1KjRg2tBK1nz56sWbOGfv36KbHHtXLlSuVvJ7HvVYkSJWjUqBEeHh5MnjyZDRs2xFv37du3ODs7K4tDxewDCijDg4UQQqRtklgKIUQKS5cu8eumGRgYfFbd2PMNXVxcGDhwIFZWVhpbcsTd+iK58aRLl45ly5ZhaWnJ7t27lWTW1NSUhg0bMn78eAoXLqzz2ph4+/Xrx4EDB5TVTzt27Mjly5d13hfUvaSzZs2iUqVKWvEl5vXFXsHU0dGRQYMGKccx+1vGJ6ZnM6bdXbt24ezsrPRUTp06FVdXV6ZOncrIkSPx8vKiW7duDBgwgGLFilGgQAGeP3+Ol5cXERERvH79mjdv3jB16lSaNGnCq1evaNasGWXLllX+Zvbv36/MlY1x/PhxQP0lxePHjzXO9e/fH3t7e1xdXQFo164d9evX5+7du1y9epXMmTMr77WuOaq//fYbHh4ebNy4kdGjR+uca/n8+XNatWqlrAq8c+dOChUqpJx/9OgRT548UfYOFUIIkUaphBBCiK/g+fPnqrt376qio6O/6H2Dg4NVt27dUr1+/TrZ93J1dVUBqlKlSqkCAwNVgApQ9evXT6nTpUsXFaAaOHCg6t27d0qdmB8HBweVSqVSrV27Vilzd3fXaOfOnTuq7t27q0xNTbWuj/1jamqa4Ps1fvz4BK+P+7Nz506VSqVSeXp6qsqVK6fy8/NTqVQqlbu7u1bdyZMna7UXFRWl6ty5s8rNzU0VERGhFUf79u1VJ0+eVO7h5uamdY8NGzZotRUSEpKE/0pCCCG+BdJjKYQQ4qswMzPDzMzsi983Z86cyry+5Bo1ahTW1taYmpqSJ08edu3axaZNm5g/f75Sp27dumTLlo2qVauSMWNG3N3dmTt3LmFhYRQrVowRI0YA6vmshw4dYuzYsVr7NxYuXJi1a9eycuVKLl++zL179wgODiY4OJigoCBCQ0OJjo6maNGiCfYK16lTh0yZMiX69cXMpaxVqxYXL15UyitUqEDdunUB9fYu9erV07k9Sbp06di4cWOCbdSoUYM2bdrQo0cPmjdvrnW+WrVq2NnZAZA3b16cnZ2TtNquEEKIb4OBSqVjB2UhhBBCiHhERkYSGRmJoaEhRkZGqFSqJA3bFkIIkfZIYimEEEIIIYQQIlkSv4KEEEIIIYQQQgihgySWQgghhBBCCCGSRRJLIYQQQgghhBDJIomlEEIIIYQQQohkkcRSCCGEEEIIIUSySGIphBBCCCGEECJZJLEUQgghhBBCCJEsklgKIYQQQgghhEgWSSyFEEIIIYQQQiSLJJZCCCGEEEIIIZJFEkshhBBCCCGEEMkiiaUQQgghhBBCiGSRxFIIIYQQQgghRLJIYimEEEIIIYQQIlkksRRCCCGEEEIIkSySWAohhBBCCCGESBZJLIUQQgghhBBCJIsklkIIIYQQQgghkiW9vgOIS6VSERoaSlRUlL5DESJBxsbGmJiY6DsMIYQQItUIDQ0lMjJS32EIkSB5hvs6UkViefbsWU6cOMHly5fx9fXVdzhCJFq2bNkoXrw4VapUoWHDhlhYWOg7JCGEECLFnD9/Hk9PTy5fvsy9e/dQqVT6DkmIRDE1NaV48eJUrlyZBg0akDdvXn2H9M0zUOnxE8DDw4P169fj4+OjrxCE+KJ+/PFHXFxcyJUrl75DEUIIIb6ao0ePsn79ery9vfUdihBfRMuWLXFxccHS0lLfoXyz9JJYvn37lkmTJuHh4aGUmefIQbXy5SlqWwiLnDkxTG+Y0mEJkXgqeP3mDf6PHnH55g3+53VNOZUlSxZcXV1p2rSpHgMUQgghvrzIyEgmTZrE/v37lbLsObJRzqE8hYsVxtzCnHRGqWJAnBDxevf6DY/8H3PzijdX/r2ilGfIkAFXV1datWqlx+i+XSmeWD558oQhQ4Zw69YtAArbWNO9rSONa9dOyTCE+KIeBgayzd2d7e7uSlm/fv3o0aOHHqMSQgghvpyQkBAGDx7MtWvqL1OtbKxwdG5HvWb19ByZEJ8vKDCI/dvdcdvkppS5uLjQu3dvPUb1bUrRxPLt27e4uLgoSWWnNq0Z2KNnSjUvxFd3+fp1Ji5ahP+jRwAMGjSIn376Sc9RCSGEEMkTFRWFi4sLXl5eADR3ak7voX30HJUQX87ta7dYNHkRD+4+AGDAgAF0795drzF9a1I0sRw5cqQy/PW37s50aftjSjUtRIp5HhLC7xMmcPPePQCWLVtGhQoV9ByVEEII8fkmTJjAvn37AOjctzNOPTvoOSIhvrzwV2GM/30Ct7xuAjB//nwcHBz0HNW3I8X2sfTw8FCSyk5tWktSKdKsnGZmTBk2DNMsWQBYsGCBniMSQgghPp+np6eSVDZr30ySSpFmmWQ1xXWqKznMcwDyDJdUKZZYrl+/HlDPqZThryKty583LwN79QLA29sb91hzL4UQQohvScwzXN78eWX4q0jzzHOb4zLIBYB79+6xc+dOPUf07UiRxPLs2bPKliLd2zqmRJNC6F3L+vWxt7MDYM+ePXqORgghhEi6S5cuKYv1tO3uiIGBgZ4jEuLrq9GwJiXLlQRg7969eo7m25EiieWJEycA9ZYisvqr+J60rKdeKe/q1as8fvxYz9EIIYQQSRPzDJfZJAsNWzXUczRCpJz6LRsAcOvWLXx9ffUczbchRRLLy5cvA1CtfPmUaE6IVKN6xYrK71euXEmgphBCCJH6xDzDVahaTs+RCJGyKlaXZ7ik+uo72KpUKiXLL2pb6Gs3J0SqkidXLnKZmfEsJIQHDx7oOxyRCrx//543b97oOwwhEmRoaEjWrFn1HYZIBWKe4WyLyzOc+L5kzZ4VSytLAgMC5Rkukb56YhkaGqr8bpEz59duTohUJ+eHxDIkJETfoQg9ePHiBYcPH+bcuXN4e3sTHBys75CESBRDQ0MKFixI2bJlqVmzJlWrVtV3SCKFvXnzhnfv3gGQM5c8w4nvj1kuMwIDAuUZLpG+emIZFRWl/G6Y3vBrNydEqmNkqP67j/1vQaR9r169YuXKlWzbto0U3C5YiC8mKiqKu3fvcvfuXXbu3ImdnR1du3alcePG+g5NpBDNZ7iv/sgoRKpjKM9wSSKfEmlMZGQk6T/x4R8dHQ1AunRJn2IbHR1N5Id/XBmMjJIeYDzevX/PvQcPKF6kyGfFJURqcuzYMaZPn87z58+VsmLFSlGiZFny5bMmSxYTPUYnxKdFR0XxPCQYX99bXLp0jhehz/Hx8WHUqFGcPHmSkSNHkuXDXr1CiM/3MvQlWUyzfPLZTR/+e/eeB/ceULi4PJuJxEl9f8Xis4W+eIGZvT0NatXk4MZNOj+kZi9bxpAJEwA45+5O5SQuqHTyn3+o064dAJEPHyrf5CTk2OnTrNyymSXTppNDx5yd+/7+2FapAsCpPXuoXqlSkmISIjXZunUrs2fPVo4bNmpNy5YdsbaW+Uni23XC8y/+/HM9Dx7c4fDhw9y/f59Zs2aRL18+fYcmxBd308ubVtVbUbxUcdxO7tGZVB3cdYBejr2oXKMybifj31IsJDiEkrlKAHDl8RUsLHMr516GvqSidQXCw8JZuHERbTu3/eyYo6KiCH0eSsCDh/j5+uHn68cDXz/u3bqLkZER24/s0HhmO33sNJtXbWb6kulkza79bOZ/358qtpUB2HNqL5Wqy7OZ+DRJLNOQa7duAXDvgZ9WUqlSqRg7YyYT589Tyhp07MjZffsoWayY1r1CXr5k8rx5GKYzZNyQwWQ2Nk6w7YteXmxxcyOXWU6G/zJAKb/v70+99u0BuOR1jQMbNxEVHUXg06ca19taW+Pr58fC1auJjIzUOldAHl7EN2D37t1KUmlubsEvv4yiXPlqeo5KiOSrVbsxtWo3Zu2a+ezevZE7d+4wZMgQVqxYgampqb7DE+KL8rp0jfCwcP77LyLenrpbN24DYJw54eejyIiIeM9NHz2N8LBwAFYtWIXblt0A2BS2YdKCyVr1nz5+wtCfhxL2Kow3r9/w6sUr3oS/5lnQp+fu79m6R0lc/e/7076eupPg2kUvNh7YhCoqmieBms9m1rbW+Pn6sWrhKq1nM2tba/IVkGczoUkSyyRo3rUrrz+s5rhnzRqyJbBi3vhZs/E89w8AE4cNS7AXbvys2azauoXCBQuS29ycbcuW6awXGRnJj716Ehb+Gv9Hj/i5U2dcB/Qn9MULFqxZw0Wvqx/vOWcOAIWtrenQujW/jxnDorVrAfi1V09u372Hh6cn9dq358zefRQuaKPR1uvXr5mzfDkAg352+WRiecf3PnOWL8fO1lYjsSxYoAB7166j8y8D8PH1pVyjhpQvVQrPs2d13meHuzs73N01ylz792fayJEJti+Evl2/fp0pU6YAYGVlzZix87G0tNJzVEJ8Wc49fiOHmTmrV83lzp07TJo0ienTp+s7LCG+iHWL13L6+BluXbsJwGO/AHo59gIgnWE6Wju1ZveH5O/yv5cAuO19W6kDYJrVhLlr5vEpOzfsZN3idcrx1Qsft7OwtbPVec3rsNccOXAkwfuamJqQN39eChcthG2xwhQqXJAChWwoUryIUqdAwQKs27uOAZ0H4OvjS6NyDSlVvhRnPXU/m+3f4c7+HZrPZv2HD2DkVHk2E5oksUyCA0c+/mOO+81NXJe9ryvJ0/OQ0E/WDQgMJCAwEIAhfftSoXRprXqeZ//B/fDfyrHP/XsA+D96zLhZs5RyXz8/5bh2tWr8ddyTTbt3AdDF0ZG548bz+s0b6rRty8Vr1yjXqCG7V62mfs0aCcb5uVo2asj5Aweo3bYtbZs1o3jhImTMkAEAD09PQN0rWaRgQQCiVdH8feIkjWrXBqCITcGvEpcQX9KCBQsASJ8+PcOGTZWkUqRZrVt34uWLUP78cx1Hjx5l//79NG/eXN9hCZFs/5w6x8FdB5TjZ0HBGsfFShTTOAYIfBhI4MOPZSam6sTy2ZMgRv42ilehr5RzQ1yGUMC2AFmzZ2XeRHXy2cKpJa7jhxEdHY1TIycCHwbStrPjJ2Ndv289WUxNyJotK1mzZyV7juyYZDVJ9FzIhi0bcfD8QdrW/pGmjs0oUqwIGTKqn808PTwBda9kwSIfns2iVZz8+wS1G9UGwLaQTaLaEd8XSSxToQ1/7tSZWK7fsUNnfYucOfm9lwvzVq0EoF/37phkzszb9+9YuHqNRt2LXl5UatIEgIcfEtmw8HAadHBi2fTp9O7S5Uu+FAACnzylSMGCXD92jJxmZqRLl45fevZg865dSmL597Zt2Fpb8/rNG9r07AGAs1MHnFq1/OLxCPGlHTlyhEuX1N9e9+w1iIK2dnqOSIivq1v3AVy5cp67d2+yfv16SSxFmtCpx08UKFiAxdMWATBl0RRlXqKBgd4D1DMAACAASURBVAEly5Ykl4U5QU+DmD1OPe1hxJQRZM+RXblHZhP1olahz0O1evni9jY2bduMRRsXYWRkxK5Nuwh8GEguC3P6DOr9yVhrNqxNxg+J4Od4+vgJNkUKcvTacczM1c9mPX7pya5Nu5TEctvf27G2tebt6zc4t1E/m3Vw7kBLp1af3a5I2ySxTIXWbd/B9JGjMM6USSkLeflS6XWMyzJPblo0bMC8VSuxtbYmU8aMqFQw2XU45y9e4t8rV2jTpAluhw7h7eOjca29nR0FCxTgwJEjGBgYfPHXcu3mTRxataJ+jRpsWbJE+SbN28eHviNGADBl+Ahsra0ByJI5M/nyWALQoW8fihcpQin74l88LiG+pD171As3FChgS/Pm7fUcjRApw7Fdd6ZNdeX+/ft4enpS+8MoEyG+VTUb1sL3ji8AdZvUxfuaN1FR0fwx5Q9y5MxBgF8AtRrV5uyx08o1Ldq31OolfP/2HbnyWDB54WRevnjFjNHq4eLDJrqS3yY/Xpe9WDlnBScPn6BKIfUCOYEP1V/2PwsKpnrx6gC07ezIH1P+0Bmrc6tuSV6ptW6TuvT4pSe3rt2kpUNLatavwZItS5X73PH2YUS/4YA6Yba2VT+bGWfJjKVVHgD6dOhDkeJFKF7KPklti++DJJapUFh4OPv//pt2LVooZW77DyRwBfx5QH2+fYsWTFuk/qbNtX8/Vs+Zw/6/j9C7W1dWxRoumyVLFgzTpSMiMpJrN29StFAhXDp10nnvWcuWY2qq3h7h3oMHSvnEefOUZPTClSu6LuXo6dOEhYfjdugQzbp0wW31am76+NCgY0fCwtUT1u/5P6B1D2cCnzzlQUAAQbE2kG/3swtXjhzRSLKFSE1CQkI4d+4cAPXqt/hEbSHSDgeHeuTOnZenTx9z4sQJSSxFmvDnJvWX+C3at2Sg8+8A/DriV4yMjJRVUmOrVriqVtnM5TPp9HNnnAf0ICjwqZJY/tSzIxaWucmeIxsr56wgPCxcWbwntpgk89WLl/HGGdOrmBRWNuopGqeOniY8LJyDbofo3Kwza9zW4OPtQ4eGHZR4Hvj60aO1M4GPn/DYL0BjgSCXdi4cvXKUjMbybCY0SWKZytStXp1jp0+zdvt2jcRyxeZNGudji4iIYNMu9Qdho1q1lMTyv/8iKFywICOmTmHE1Cka17itWcPd+/epWKYMtdu2xd7Ojtljx+qMafZy3YsJjY+1pUJ8fndxIbd5Ln7q349jp0/ToW9ffmrdWkkqAVZv2ap1XcwqsT6+vkydv4AJrsM+2ZYQ+nD16sdFsypWrK7HSIRIeeXLV+PgwT+VoeBCfMu8Lnpx6dxFAGo1qKWUR/4XQdSHPbwTI1063SPA3rx5y77te8nyYbhs0zZNmL16LotnLmbR1IV069eN4ZNG8Nfev5SkNraIWCvMTl08Nck9loWKFQbA5XcXcuU2p99P/Th97DR9OvShdcc2Gknu1lVbtK6PWSXW18eX+VPnM2yCa5LaF2mfJJapjHOHDhw7fZpDx44REBiIlaUlN+/c4d8PPYI9nJy0EstXYWFKohazxyRA3nJl6eL4cQJ4s/r1OXnuHGHh4Vz19mbcrFnMGDVKZxzZs2ZlgLOzVvmd+/eVeZF9u3XDMM6HmnnOnFrXdGzTmgwZjHAeOJDJw4eT18KCX3v1JHMmY6wsLTE3y4lJlsxY5s5NIWtrDAwMUKlUzF66jF2HDtKmWdNEvHNC6Mf9+/cByJzZhPz5ZaEp8X0pVFg9VeHRo0e8ffsW40+sIC5Eaubv66f8Xs6qrPJ7jeLqxQ2vP7tBxH//UTaf+txpnzPYFtG9gqsu1QpXJZeFOXPWzAXU8zGz5chG2Ev1Aj+W+SzJliMbJh8Sz7iePlZvB5LLwpxu/bon/oXp0LpjGzJkyMDvzr8zfPIIclta0Ou3XmTKbEzefJaYmZuRxSQLFpa5sSn08dls6eylHNx1kKZtmiWrfZE2SWKZyrSoXx9TExPCwsPZstuNYf37sXHXnwBYmJtTr7p2j0hOMzPsbG3x8fVN8N6rZ82iy2+/8veJkwnWi4qK4knQM37t2Qub/FYYGRkp5zzPnFESy4WTJmlstvvy1SuCgp/j/+iR1r6TbZs1o36NGsoWLdFR0UxbtAjX/v0xyZyZDn37YG9nxw1PTwpVrYqvnx8n3dz44/ffyJQxY4LxCqFPISEhAOTMmUvPkQiR8sxj/d2HhoZKYim+aWUrl/tkHc/DJ5Tf7968w92bdzTO58lnSanypQgKfMqxv45zaM8hzfNWllr3fBygHvqay8I8wbYDAx4DkP/D3Mexg8cSFBj0yZgB/pjyB/lt8muUNW3bjBr1a2Ca7cOzWXQ0i6YupP/wARhnyUyfDn2ws7fD88YJqhaqgp+vH24n9/D7H7+TIZM8mwltklimMsbGxjh3cGLBqtUs37SRgT+7KENF+3XtppHIxXY7Vi+mQd68AARfv062rFnZ+Kc6Mc1TpkyiYnjx8iV21R0AuPfPP8rCOp+y+8BBegweRPkffuB/Hh4a5/wfPaJknTr07NCRGaNHERyqfhjPZpqV6GiVzvtlSJ9ekkqR6sUMj4rv36YQaZlh+o+PEUkZKihEapSvQD4eq9RJXmRkJAWM1InYP/fOKQvZ/L3/47Zv3Vt117qHYxdHFmxYyN7t+xg7cIzGuelLp2NmbsaCqertqU54eNL3p778c1y9Pd3qhWs4eew0D+8/VNoqUaoEXfp0BSDgQ2JZsLANAEf3H8HXJ+FOhRh9B/fVSiwf+T+iTsna/NSrIyOnj+Z5sPrZLGtWU4iO1nkfI6P0klSKeElimQp1aevIglWr8fXzY/SMGcpiNp3atk3SfVZu3oKlxcdvkwc4O7Pnr7+U/TJT0rY9ewkLD+fwyRPMNRpPUPBzAHKa5UjxWIQQQgghEuvogSMEPn5CuUrlsLKxwsnZSeO8SqVixzr1lnDZzdRbj1SpWQWABi0b8ve+wwA0atWIPzf+yYUzFwD1CrB7t+5R7uPt5Y23l7dyHPgwkMv/u0IXPiSWD9QJZ/6CmgmiYxdHylYqS1xRUVGM+X2MVnmMvdv2EB4WjqfHCcbNmcDzp+rnTbOcZp96S4TQSRLLVKhC6dLY29nh7ePD9MWLAXCoWJHCBW14FmvF1Bj3Hjxg+9593Lp3F+/bt5XyEVOn0KH1x72GOrRuzQUvrxRPLFUqFau3qieBd2+v3oohZhXZ3Oa5CAkNjffasPBwTE1Mvn6QQgghhPiunTl+hnOnzvHgzn3u3r6nlI/6Vb0exfDJwxk3axy+t+9hZW2l9NxNGj4JABNTE/oP6w9AiTIluPPqDq/DX1PmQ2IJ0LhNE/LmV48si4qK5pcuAzRisLWzZci4IcqxlbWV8rv3VXXSmb+AlcY19ZrWo1WH1lqvJzIyMt7EUqVSsWW1+tnMqbs6Ub5yQf1sZp7bnBfP4382ex0WThZTeTYT2iSx/EyT5s3HOLPmMssGGDDyt9/IHGeOyfqdOzh/RXvFvC5tHSlepIjO+/f66ScGjRunHLv89FO8sfg9DGDk9Gla5XWrV6d1oyZs27MXgOqt9LOh7YUrV5T5n+1atOCO731lsaGyP5Tk6MlT8V7bY+BAAoOCWD9/PoVsbFIiXCGEEEJ8h479dYylM5ZoldvZ21GzQU3qNK5LcFAwjSs2xtg4E7+PHkh4WDhLpqs7AWaumEnuvOr9HtOlS0cWUxNeh7/WuJdtEVtlwZ85E+Yo5QPHDGTuhLn4+vjy7s1bOvTUfO7zuXGba5euAVComO5nx6S4euGKMoy2ebsW+N7xVVaFLVn2B04fiX89jt+cf+fZkyDmr1+ATSGbZMci0g5JLD/TvFUrdZYP6O6slVi6HToEh7Trli1RMt7EsmOrVhqJZZum8a+MWti2IE3q1qVU8eL8UKwYnX/5BYAdy5Ypi+UAzB47lrkrVhAQGIhFzpw0ql2bvLlzx3tfgIePHyt7VQIEPH2q/H7f/yGGhh9XhX34RHdP6Kbd6q1QHCpWxCZ/fvq6qjfftTA311rkJ663799z5sIFgp8/l8RSCCGEEF9N2QplaNqmCQWLFsKmoDVDew8FYL37BmWO5ZH9fyv7T478ZaRy7YgpI3T2GuoSGRnJ6vmrmDV2JgBtOv3I4LFDKGRXmAGd+zOo12D++y+CTj93Vubv79i4E1Bv+VGhWoVkv9Zdm9XPZhUdKpLfJj/D+6m3DsllYU6+Agk/m/337j0Xzlwg5NlzSSyFBkksv5J0BonfWyh23ZgULk/u3LRo2AD3w3/T3cmJrKamgOYCIYbp1L8XyJePg5s2KeUxiWVspiYm/NqzJ1t27yYgMJCaVarg0qkT/1y8mGBstROY11nEodonX9u79+9Zt10976CLoyM73d1ZtnEDAGMGDkzw2n+vXOXkh43njY0zf7ItIYQQQojP1bxdC5q3U+8hHhkZqSSWsdVv3oAbwd6snL+CeRPnKeXnT52nXdcn5Mmn7rH8778I/j35D+dOn1fqGBgY4HXRi6E/D1F6H6vXrc6c1XNJly4dP3b6kX9OnmXzis0M7zecHRt2MnP5DGyLFmbDkvUAdOvbTWv/yr4d+zJh2IREv87/3r1n+9rtALTr0o79O93ZsFT9bDZwzKAEr71y4QrnTn54Nsssq0ALTZJYJoHq8eNE1929enWy6+5bt16rzCxHjiTFEVuJ2rWVIal5c+fGqEAB5VzJokU/656fcvTUKWXY649NmtCkUycAStkXp9eH3+MqWqgQvn5+/Dr64x6bBQvk11lXCCGEECIl5ciZg2ETXOnauxtDXAZz7NAxjh06xphBY1ixfQWgnsPYvsHHRX6sba3JZJwJxzptlSGnjl0cmbJoChkzZlDqTV86AxtbGyYPn8ylcxdZu2QtQ8Z+nHPp2OXj/uSxBT5M/PoZp46eUmJo3KYJnZqoh93al7KnYy/dz2aFihbCz9dPmW8KUKBgAZ11xfdLEss0LvYw1h+bNuXY6dN0d3IiR/bsOLVsyfGzZylSsCC/93JR6uU0MyPC3z/Jbe06cJAxM2dQpNDHzYIb16nDvnXruXj1KrnMzdm+fDlOvXtzYONGMmZQf5DaFS7EAGdncltYADBj1ChMs2Th3oMH5Mmdm1979pQFfIQQQgiRYmI/P8X+PbY8+fKw8cAmNq/YxIShExg17WPSlTFjBrr27cpNr5tY21rTpXdXTLNlZdGmRQzoPIAFGxbSuHVjrXumS5eO/q4DqFS9Mr1+7EHv33tjYZmbncf+ZNPKjZjn1t4z+Zc/fqVGvRraAUZHK8mtSvVxa7fajeuwft96rl68irmFOct3rKB3+5/ZdGCTkuTaFi1Mj196kCu3+tls9IzRZDbNgt/dB+S2zE2vX3vJAj5Ci4Eq9l/aV/Ds2TOaNGkCwJzRo6lZqdLXbE6IVMd5yBCu3b5NixYtGDt2rL7DEV/Y9OnT2blzJzY2hVm4aJu+wxEiRV29+i+jRvYDwM3Njfz5ZXRJWhIWFkadOnUAGDbVlRoNdCQvAoD3b9+R0TjTpysmoe5/794nuGdkZGQkoJ4mFV/yGxUVhUqlSrCOiN/IPn/g9T8vGjRowNSpU/UdTqonPZZCCCGEEEIkQ2KTyqTUTSipBEif/tOP8bHX5hDia0v8CjNCCCGEEEIIIYQOklgKIb55R44c4SuP6hfiq4qKisbf/77yExERydu3bzXKIiOj9B2m0IMTJ05w9+5dfYchhBCfJImlEOKbt3z5cmrXrs2ECRM4e/asvsMRIsk2b15Blcq2yo+//z2ePw/SKFuxfLa+wxR6oFKp6NChA926dWPDhg08/syV4YUQ4muTOZZCiDTh9evX7Nu3j3379mFubk79+vWpV68eZcuW1Xdo34QzZ46jio4GIHeevBQpUlzPEX0/nj4NZNLEYcpxv35DKVRIvQXUMNeJzJg+GoBJk1xp1twRa2tbnfcRaduNGze4ceMGCxYsoGLFitSrV4969eqRI0cOfYcmhBCA9FgKIdKg4OBgtm3bhouLCz/++COLFy/m9u3b+g4rVWvnWJf27evTvn19Ro3+Td/hfFfGjRtEeHiYcjzglxHK7717D9aoO/KPASkWl0i9Lly4wLRp02jQoAGDBg3i4MGDvH//Xt9hCSG+c5JYCiHSNH9/f9auXUunTp3o3Lkza9euxf8z9mkV4mt48OAee/d83KamZcv2ZM/+sQfK2NiYTp0+7jN87NghvG9cTdEYRep28uRJxowZQ61atRg1ahTHjx/Xd0hCiO+UDIUVQnw3bt26xa1bt1i8eDFly5ZVhsuam5vrO7QvLiIikgcP7nD79g2Cg4MoZGuHnZ09ufPk1ah38+Y1iLPw0dPAR9z09gIgj6UVOXKYERoawpPAAKVOAetCZMmShYAAPy7+7x+MjTPToGFLdG2TFh2t4vata8pxLgtLzM01N/l++PAB4WGvAMiUyZiCtkUA4m338eOH3Lp1nbBXL8mXrwBlylYmfXrNZfXfv3+P772PPdU5zS2wsMjDy5cv8Pa+SmBgABa58lCqdHmyZs2e4Pt509sLHx9vQkKCMTMzp1DhopQsqT3MOqnv0/FjhzSub9u2s9Y9f2zbic2bVyrHfx/Zj32J0gnGK74/kZGR/PXXX/z1119kzZqVevXqUb9+fSpXrqzv0IQQ3wlJLIUQ36XLly9z+fJlZs6ciYODg/IQljlzZn2Hlmx//bWHX3/pqjG8MkaZMhVZtnw7BQoUBKBe3VJadXx8vKlXT524zJy1gk6dXPjrkBuDB/dS6mzafJD58yZz4cIZpczP/z+MjIy07vf+/TvlfgDt23dj3vx1GnUmTRyGu/tO5fhxoDrZjdvu1m0eHD7szto1izSut7S0YuWqPylX7uNDdEDAA412hwwdT57cebWGngLMnr2Kjj/11Io9IMCPn13aceXKBa1zxe1LsWaNm8acx6S+TwcO7NK4Z9VqtbXaqVDBQeN4374d/PbbSK16QsR49eoVbm5uuLm5kSdPHmU+ZqlS2v/ehRDiS5GhsEKI796ZM2eYMGECtWrVYvjw4d/09iWrVs6nh3MbnUklwJUrF6hfrzT37iVvzun0aaM0kqWUMn3aKK2kEiAwMIDu3Vry9GlgvNd6/LWXIUNcdL43gwf34swZzSGEz58/o4NTQ51JJah7MTs4NeDpk/hX6UzofXr58gVnz3oqx3Z29piYmGrVMzJKT8WKH5PLm95ePH78MN42hYjtyZMnbN68mR49etCuXTuWL18u25cIIb4KSSyFEOIDlUrFkSNHGD58uLJ9yZkzKZ88Jcfq1QuU383NLZg7by3rN7jTtWsfpTw8PIzt29cB0KmTC05O3TXuYW5ugZNTd5ycumNjU1hnO9euXVJ+t7a2xcTEFAODr/+/lJgkz9zcAktLK41zwcFB9OntFO+1sWO2s7PXOu/cvRXPnj0FICIigi6dm+Hr66Ocb9S4FePGz6F9+25KmZ+fL05ODYiIiPxkm3Hfp4cP72vUrVSperyxV6xYTePY3/9+PDWFiN/9+/dZuXKlbF8ihPgqZCisEELo8C1uX3Lf9w5+fr7KcXfn/krS2KBBc6xtChEQ4AeAqUlWQD3UFVASTYDiJUozd97aT7Y3ZepinJycMTY2/kKvIHEWLNxA27ZdMDBQL2bTuVNT5dz586d4+jSQ3LktdV7brVtfJkycj5GREQ8fPqBZ08oEBwcB6oT7/PlTNG/uiLf3VY2eSuceA5g8eaFybFe0hLJFiI+PN7dvX9M55xLif5+eP3+mcRwzr1QXm4KaCX5MzEJ8Ltm+RAjxpUmP5Xco5OVLdrq7c+nax8U0zly4wE53d96+e6fHyIRInb6V7UtyxlkQZ9nSWSxfPgcfH2+ioqLp23cIkycvZPLkhfzy64h47pI4zj0G0L17vxRPKh0du+Do2EVZ/KZu3Sb06zdUo84dH2+d11paWjF+wjxlfmP+/DbMnrNao87tW9cB8PK6qFHeufPPvHr1QvmJu8jO1av/09lmQu9T3OTQLEdOnfcAyJ7dLMFrhUgO2b7k+/TffxG8DgvXdxgiDZEey1Ro7ooV7Dt8mDnjxlG2ZEmddXa6u7Nk/XqG9etHk7p1k3T/O3fv0r53bwY4O1Puhx8AmDh3Lh6engRevoxxpkzJfg1C25UrVxg/fry+w0iTgoODU6ytmO1L1q5dS7Zs2UiXLvV8P5c1a3Zq126Ep6cHoO6BGz9uMOPHqfdCrF+/Ga1ad6BBgxZkzZotWW05ONRJdryfo2rVWlpllSpVZ8mSmcrxrVvXqV6jnla9atVqkyFDBo2yChU0h5hev3EFgMuX/9Uo17XIUWyXLp3X2BYkRkLvU9zkMG7ymNC556kwsVy4cCFZsmTRdxhpzpMnT1K0vZMnT3Ly5EnGjRtH7ty5U7Ttb8GZ42eYO2EO7bq1x6m77qH3vrfvMazPMGo3qs2A4b9oXJeQaUumUbh4kUS1EWPl3BV47PNg3JzxlCyr+5kxtufPnrNm0Wq2rd1G4EP1nHQTUxPqNK1L30F9KFMp9Y7KEamfJJap0K07d/E8e5aXr17FW+feAz88z56lh1PCHzgi9Xj48CEPH8qCG2nJy5cv9R2CluUrdtDLxZFTJ/7WOnfkyAGOHDmAubkFf+46rnOeYWIllAR9TXG3S9FVFt/CNnks82mV5cih+Tpi5i7eu5u0HumAR7r3Rk3ofYqKitI4TuhLirjnoqOjkxBdyjh27Ji+QxBfUHR0NIGB8S+G9b169iSIs55nqVbHId46Ic9DOOt5lvwF82tdl5DXr98kuo0Yd27f4aznWV69jP+ZMUb4qzCc6rfH20s9qiOXhTl5rCy5duka7tv34b59H3tP76OiQ8VP3ksIXSSxFEKINMTUNCvbtx3m7t1buLvv5Nz5U1pJZnBwED+7tMPzxA29xPjy1QutstevEzccy+/BvU+WxTdX0feej1bZkyePNI6LFC4GQMkfymqs5rp8xQ4MDTX3yXz9OpwsWUwAyJlTcxhyYuTKpdkbFBL6PN66L1+Gahybm1skuT0hhP4NGT+UQWMGpXi7ERER9OnQB28vb6rXrc7E+ROxK1EUAwMDgoOC2bRiEzNGT6dTk5/468Jf2BYtlOIxim+fJJZp0MtXrzh57jy+fn5Uq1iBsiVLkj795/2njo6O5uadO5z+918yZchA9cqVKWRj82UD/k4YGBikqmGTaUncnh8BhQsXY+DA0QBERERy7OgBfvmli7LVho+PN6GhIVo9dgBhL7UTv8SK2aUlZg4kQPr0mntbnjl9jKioaAwN0ynxxZ3TGJ8DB3bRtVs/5VqAgwd3a9QpWrSEzmtPnTpCcPAzzGPNRf377/0adezt1ftelimj+Y19yRJlElxc53PETUbjJo+xvQgNSfDa1CBu4i2+DJVKlSp7qMW3ZdvqrRw7dAzL/JYs37GCHDk/LtJkbmHO76N+58njQDYs3cBgl8G4ndyjx2jFt0oSyzRmxuIluE6epFFmamLChUOHKFooad8+PXryhJpt2uDr56dRXqlMGY7s2IGpiUmy4/2eNG/enLFjx+o7jDSpXbt23L+fctsvWFlZUa9ePerXr8++ffvYuXNnirWdEHf3ncyeNU45HjJ0PM2bO2JklJ5GjVtRpUpNjhw5oJzPlEn3wjtXrlzgprcXxe2Ttpn6qpXzWbp0FhkyZGDEiCm0bKUeqm9klB47O3t8PiyqEx4exvLls+nc+WeMjTMzZfLwRC9Gc/asJxMnDKFv3yEYZcjIxo3L2Ldvh0YdOzvdiWV4eBh9erdn0uSFWFsX4sQJD1yH9dGoU7y4et55qVLlNcpdXfuwafMhZY6ml9dFOndqyrt3bwEYOGgMffsOSdRriBE3OUxoC5GHDx9oXpsKeyz//PNP8ufP/+mKIkk8PT0ZMiRpf1vJVb16derXr0/lypVp0qRJirYtvo6L59Vf3s1YOkMjqYxt/NyJ7N60m/OnzhMREaEsdCZEYklimYbsdHfHdfIkrCwtmTpiBNb583Pw6FGmLVpE086duXDwIGaJXEY89NUrGnbogK+fHz06dqBjqza8ffeOlVs24X74b9r9/DPu69fLh474bpiZmSlbjpQv/zHp2Ldvnx6j0lShQlUleQP42aUdbdt2pmjREly+/K9GUtmqdQeNlUp/+KGcxp6L9eqVxtzcgrHjZmutgKrLs2dPGTPmd+V41KhfadK0LUZG6v/NlC1bSSO2SROHKdt1JNWKFXNZsWKuznOOjl3Inj3+z7mzZz2pW+cHnedsbe2oWq02AEWK2NOiRTvc3dVfGpw+fYwK5fNTvWZ9wl+91HgvQb2dS1Lly2etcXzh3/j3TP3f/zTnZuXLVyDJ7QmRkPLlyytfmJmZqUcyhIWF6Tkq8aX876x65eofyun+/APImDEDpcqX4qznWe7dukuxH4qnVHgijZDEMhVr2b17vCu0BulYBXPQuHEA/L19O8UKq/c8q1G5MhERkcxevow9h/6ix08dE9X2gcOH8fbxoX2LFqyaNRuDD+PaGtauRc3WrfHw9OTfK1dwqCgTvEXaZWxsrDxoVa8e/+b1qYWlpRWDB49l9uyPqw/v2rVJq565uQX9+2smdR069tBILEE9FzOmR+5TwsM0F44IDg7iv//eK4nlzz8P1NgrMzYTE1MKFy6msW9kfDp07MG2rWt0nituX4rpM5bHe23Llu21ejdjW7d+LyYmpgCkS2fAwkWbeP06nGPHDimvac/uLVrXLVi4gcIf5mYmhbl5LsqUqai87mvXLvH27VutrUmioqI5ffrjwji2tnbY2Mj8J5F8xYsXV74ws7Ky0nc435RZY2eyfrHu/X6fBcW/Unl81+W3tWb/P/t1XJF84a/C8PXxxcTUBAvLhFf6LVn+B856nuXGVW9JLEWSyYSvVCxXzpzkscilPyCsbQAAHBlJREFU88fC3FyjbvDz5wQEBmJlaUk2E1MCnzxVfqqULwfA/655JbrtC15XAejduYuSVAJkzJCBXp06AXD52vXkvkQhUqV69eoxZcoUPD09GTdu3DeRVMYYPGQc27f/zQ8/lNM6Z25uQYeOPTh1+jYlS2ouKd+tWz8WLtpIxYqaqxBmyJAR0F6VNO687YK2RWjZsr1y/Otvf2hsPVHcvhQ7/zymtRKtnZ09O/88hnUiEyVHxy4sW7YNS8uPD8HW1ra4uPzO+vX7EtxX065oCTwOX6R8+SpKmYmJKY6OXdiz95RWcpghQwZWrtpFz16/KglnbNWr1+XAwfM4OnZRyj71PsXVvLmjxvHF/2mvGnntmub80+YtHLXqCJFYNjY29OzZky1btrBx40a6desmSeVnyGVhTq48Fjp/rG2tE7wuj5Wl9k++PF8t1nfv1HuSmmbX/hyLK3Nm9WfouzeJ+1JRiNikxzIVWz17NrWrVdN5btrCRYyYOkU59vK+CUBAYCB5y+neg+jS9cQngucvq/dysyus/bAX0xt6MQmJqhCpXdWqVZXeSZNvfP5wjZr18Th8kYiICO7fv8ObN6/Jn98mwQVf0qUzoG3bzsqw14iICNKlM1QWyXHq4IxTB+cE2122fDvDR0whY8aMGolfDAeHOnieuMGLF6E8eHAXC4s8WFrmx8AAli7dytKlWxP1+lq2cqJlKyeCgp7w7t1bChQomKjrQD3k133/P7x69ZJnz55gbV2Y9OnjX3TG2NiYiRPnM2rUDAIfBxASGky2bNnJn7+g1p6YkLj3KbZ69ZsxaZKrcuy2Z6vWHpx73DTflwYNWiT6/kIAWFhYKJ9vpUuX1nc4aUK3/s7xru76v7MXaOnQMsnXfS3mFubksjAn8GEgYS9fYZota7x1r19SPysWLyW9lSLpJLFMI0yyZFZ+XzdXe+5R6KtXFMyf+Dk55h/mYoaFa28BEP76NQA5krnBuhD6Vrp0aWUYmIVF6lsMJbmMjIw+e6/Kz50/nZghmtmz59BadfVzWFh8/jf8WbNmI2sSPsMyZsyITcFC2BT8skNQixYtQY1aDZQtYbZuWc2kSQuVnteIiEi2bFml1C9TpiJly1b+ojGItMnExET5fKtataq+wxF6VtGhIgfdDnH7xm0qVIv/8/fqBXXHQnEZBis+gySWaUTJ4uoPgFL2xenm5JTs+1UsU4YDR47g5X2T4kU0l9i/cl299135UvFPABcitbKzs1O+ube2jn+4khApZdqUxTg42CnHa1YvoP8AdS/mli0rlS1iAGbNWkm6dAZa9xAC1Fu+1KtXT/kRIkbpimU46HaIGaNnsMVjq85h+msXreFZUDB29nYYx+qwECKxZI5lGpHZ2JhKZcrg5X2TlZs3a5zbtHs3JWrXZuaSJYm+X9UPq14OmTCekNCPe6vd8b3P1EULAahQpswXiFyIr8/Kyoru3buzceNGtmzZQs+ePSWpFKlGQdsiDB02QTmePHk4gYEBhIQ8Z3KsYbJ9+gzGvsT/27vzgKqrvI/jbwEXFFALF0KHJMcFM1FDyg0UBNx11LSH7HnSxHJqmqaZUisEazTHbZIpU1vUxmYcddxSEZVFFiNFURQVFXcxREnBHeT548K1Gy7oBS7g5/XX9Zzf8v3pBc/3/M6iYYxSXNeuXQkJCSE6OpopU6YoqZRiAse8hIurC3GRcXz03kfk5eWZ1G+NiOH9N98HIGRmiAUilKpAbyyrkMVhYXj07k3QX/7CdytX0sndnX1paazbvBl7Ozv6+/mV+Fp+Xl68PSaI2Qvm09rLC39vb27dymdNxCZycnMJ+/ivD7wvpkh5evzxx4299r/cHkQqF99e/Vi2/PaKqG3alLxDq2nTZibnNmlScTsTxo17l86dvY2NPcP8Vmu+WbjaeEz79p0sFZ5UQEXbg/j4+PD4449bOhwpoUWffcPOH5LuWPfXf0wxWfjnbsdaWVnx5fIvqVGrprFs4u8n0MSl+Nz2lm1b8eG0D3nM8TGWhH9HQEd/Fsyaz78WfIdPP18ed3yMLeu2cDzdsGf5zAUz8A7oYe5jyiNKiWUF9OtVBUuq5VNPsXnpUqaEzWF1+EaiEwyrC/by6s70D4KNi+4UrfJqY337n7/ontbWtxexmB78IQ4O9ixbu5Zvly8HoJO7Oy8PG8bvXyn54hQi5aWybQ8i99egQSMaNLj38vh3U6NGDbp0qRwNpJo1a+Lp2a1YeWWJX8pH69atjb/jtJKrZfxypfyHOe9cZhaRGyLveMzP57NxcXUp0bE3btygRq2axvZbWmoaaalpxY47n3XB+Nn1t64si1xOyJ8mkRibyOp/rTLWNWjoyLsfvceLrwY+1POJgBLLCmnutE+YO+2Tex4z/s03GP/mG8XKO7Vvz6qvvyEvL4/TZ8/S0NGx2F6YnTp0oODMGZOy9f8svtedtbU1Ie+8Q8g775D9889YWVlR1+HuK4mJWIqrqytjxozB19f3oTtmREQqqtGjR+Pj40OLFi3uf7CUqYEjBjFwxKB7HvNsZw/OFGQ88HkPc+wnn0/jk8+nlehYgHbPtmPl1lWcPX2WU8dPcu3adZ5wduI3T7ncd3skkfvRN6iKsrGxwaUUezPr16tXatcSKW3TppX8P1URkcrE29sbb29vS4chVUxj58ZlunemPJrUtS8iIiIiIiJmUWIpIiIiIiIiZlFiKSIiIiIiImZRYikiIiIiIiJmUWIpIiIiIiIiZlFiKSIiIiIiImZRYikiIiIiIiJmUWIpRhcuXmTZ2rXsTEkp0fGRsXEsW7uWvLy8Mo5MREREpGq5evkKN65dt3QYIqXGxtIBSMVx6PBhXhg7ljdeeYUObdve9/iJf5tGYlISl9LSsLezK4cIRURERMrHprURzJs1j0EjBvHS2JEmdTdu3OTlfiPJu3mTL5bOw7Gho0n9+v+u5+uwrxg4fCAjX3vZWH5w7wG+mPUF65avIzcnF4AGDR0ZPHIIY/84FqcmTibXiY+KZ/bkWcVie6LpE3h09sC3Xy+Tcy5kXSBo2Bjc2rkx+e8f3fP5Fsyez8Y1G03KatnWwqmpE896dqTPkL7Y13W45zVEfkmJpYiIiIjIrzR0akRCdAL5+fnFEsvkH3exdVMMAAlR8QwYPtCkfsPK9SREJzDmj2OMZQf3HqB/5/7GhLKFWwtycnLIOJnB/JnzWPufNWzcvhHHRg2M55w7m0lCdAIAdvaGTvyi85d/u5wGk6azdPN/aNW2NQBXr1w1xnw/hw4eMl7715bMX8KHfwzm+23f06JNy/teSwQ0FFZExCzVqlUDoKDAwoGIWMAvv/dFPwsiVUUb9zbY2duRGJvItStXTepiI2ONn2M2by127tYIQ9L5XPfnAfjpzFle8BlGbk4uY/4UxM5Tu4jeF0PSiZ3EHYijz5C+ZJzMYGT/l4vdC+DPoX8h7dIh0i4d4mTeKVbFrmbgi4M4l5nFK4NeMes5l0et4ExBBmcKMth1ehcLli2gz+De5ObkMqznUI4dOWbW9eXRocSygjhx+jSrwsM5euKESfmh9KOsCg/nxOnTJuX7Dx1iVXg4p8+eNZbdunWLfQcPMu/bb1m0dClHjh0rdp/Mc+dYFR7OgcOHOX/hAivWrWPqnDAuZGffM76Msz+xaOlSPvvmG3bs3v3wDypSxdgVDgPPzb1o4UhEyl9Ozu3vvZ2mREgVY2Njg08/XwCSd5i2fTZ/vxkwvEXcvCaCgl/0shw9fJRzmVl4dPGgbv26AAT/aRLnMrPoM7g3k6ZPorFzY+Pxri2fImzRHNyecWP39mQ+nzH3nnFZW1vTqWsnpn0+DYDj6cc5eeyk+Q8MNHqiMX2H9mPesgX0Hz6Ac5lZvNQnsFSuLVWfEssKIu1IOoNHjSLsq69NyifPmsXgUaP4fOFCk/LQmTMZPGoUP180/Kd++uxZftulC0/36MFr773H/739Ns07d8azTx9ycnON521L2sngUaOYPW8+bt7eDB0zhomfTCUjM/Ousb3+3nie6NCe/3v7bd54/308evdm3IQJpffwIpWYs7MzAOfPn+PSJSWX8mg5cSIdAHt7e+rVq2fhaERKn7efNwCJsYnGsgtZF9i9PZnuvbzo90J/zmVmcXDvAWP9j3E/Gs7172Es+yHKMOR05lezsbIq3vy2rVObGQtmALAjYXuJYnOo54BnN0/AkFyWJmtra+YsCsOpqRPpaelkZvxUqteXqkmJZQXR2eNZALbE3x5akZ+fz+oIw6TqlRs2GMsLCgpYHxlJQ0dH3Fq0IPvSJfxGjCD9+HFGvTiCTf9eypqFi+jv14sfk5MZFhTEzZs3Te43f8k/ebJJExbOns2mfy/F1cXljnF99s03fPHtYho6OjJ/+nTiVq9myvgJzF20iMSkpNL+axCpdNq0aWP8vHv3jxaMRKT8pezZAcDTTz9t4UhEykZn784AxEfGGcu2Fc5L9O3rg09ATwBit9yuT4wzJKHdfLoCkJnxE+cys3Bt4Wp8g3knbs+4AbAjYYfJG9C7yT6fbUx4O3RqX+JnKqmaNWvQxbsLACk7S7ZjgDzalFhWELVtbendsyd7Uvcbh6XuTEkhJzeXFq6upKWnc/LMGQAOHD5MTm4uv+vdh2rVqrEuIoLUtDRe6N+fL2fMxLd7N/r79WLZ/AV0cndnY3Q0PyYnm9zP1cWFqBUr+N/hw/Ht3g3bWrXuGNeEqVMB+H7xYsYEBtLFw4MJf3iTuZ98UoZ/GyKVR/PmzXEp7JjZGhNu4WhEys/xY4fZt28XAF26dLFwNCJlo+mTTXFxdSEuMo7r128AEL0pGoAe/j3o6tMNgKjwSOM5MRGG+nYe7gCk7k4FoP19kr8atWri9owbuTm5xYa2Xr58mezz2WSfz+bc2UzWLF3N6y++DkDP3j2pbVfHvAe9C/fCZ9idtKdMri9VixLLCqSvjw8ACTsMPcCbtxreXn76kWG56MhYw58TfjQMkfDz9gJg+x7DuP+xL400WTyhZo0avBpoGBe/K2Wvyb0GBQRQ29b2nvFknP2JnNxcunh44OHublI36sUXH/DpRKquPn36APDDDzHGhrZIVbdq1RLAsGhPQECAhaMRKTt+g/wBSEnaTUFBARGrNuLU1ImnWjWnbv26eHbzJHpjNNeuXOXksZNknMygz5C+VK9eHYCrV68BYFvn3u0ugFq1DcdcLzynyNy/fU4bRzfaOLrRzqkdr414ja2bYnB7xo3JsyeX5uOaqFOnNgBXrxZfUEjk15RYViA+3Qy9XrGJhmEN67ZsxrNjR/y8vGjo6MiGqCgAordtA8Crs2F4RuIuw9vIFs2fKnbNVs2bA5CUYtrTVL8Ec2H2paUB0LZV62J1NapXx61Fi/s/lMgjYMSIETg4GPb6WrQwzMLRiJS9H7ZFs3nzWgACAwM1v1KqtO49De2z7fHbOZSaxrnMLPoN62+sDxho6FjZkbCdpG2GlwM9CudmArRq2wqAlJ2mnfy/lpeXx84fDNOMmrVwNalze8aNwKBAAoMC8e1rWFCoQUNHNuwIx7Vl8fZfaUlJNsTcrsMzZXYPqTqUWFYgrZo3p4mTE1tiY7lw8SLx27czwLcXVlZWDPT3Z31kJDdv3iRiawxdPDx4rK5hnL5j/foAJov0FMm9fBmA+g53H9N/N/aFvVQ5l3PuWH8p587lIo+aOnXqMG7cOAD279/DP8L+auGIRMpO+pGDfPppKABOTk6MHTvWwhGJlK2iBXLio+KJj4oHwMe/p7He298bgJgtsfwQ+wMAnXveHh7u4uqCnb0du7cnF1vz4pdOHDEswOPRxQMbG9Ot5vsM6cv0eTOYPm8GX638GhdXF85lZhGxeqP5D3gP2+MNo+TatNc8ark/JZYVzAB/f5JSUli1bj1we7hr7549ycnNZcmK/5KZlUVfH1/jOUXDVPek7i92veS9+wDo+EzbB46lTStDD9u2pJ3FJpFnnT/PqYyMB76mSFU1dOhQ+vbtC8DGjSuZ82nZDU0SsZQ9u7czKeQP5OYaOhYnTJiA7X2mVYhUdnYO9nh28yRyQyQbVhoWU+zUtZOxvkWbljRo6MimNRHEbIzBqakTzZo3M9ZbWVnR4bmOAMyZOueO97h16xZT3jesa+Huee+5mNWrV+fD6cEABP8p2Dj3s7TNnzWPlJ0p2Nnb8eRTT5bJPaRqUWJZwfh7eQMw4ZOp2NvZ0b5wpT3vwoUR3ptieBPSy6u78ZznOxp+Wf15cqjJfpSH0o8y9R+GYXnP/mqOZEnY1anDM26tST9+nNnz5xvLCwoKeH38+Ae+nkhVFxoaSvfuhp/NTZvW8NYfAtmxI97CUYmY78aNmyz55xe8//7r/Jx9HoDg4GA6F07JEKnqevY2vKGMi4wjYGCAcS4kGOYZ9x8+gLTUNI6nH8d/gH+x89+d/BcAZk6awffL1prU5efn8/eP/876Feto0NCRoLeC7htP78G9aefhTsbJDBbPXWTOoxWTcSqD+bPmEfJOCABfLv/SZA0Pkbuxuf8hUp66Pf8cAJlZWYx6cQTW1tYA1HdwwLtzZ6ITEkwSTgA/Ly/eHhPE7AXzae3lhb+3N7du5bMmYhM5ubmEffxXWj71cOPvF38ahnsvX94JDWVVeDjt3NyIjI8nNS0Nezu7Ow6/FXmUzZo1i48//phVq1aRnn6Q0JC3cHNzp2tXX55u25EmTZpRvbp+9UrFd/Hizxw5vJ8dSfFEblnH5cJpEbVr1yY4OBhfX9/7XEGk6ujm042pGN4oFs1x/KUe/j34OsywF3l3X69i9R2e68iXK77i1SGjCXohCKemTvTq14trV6+xfsV6cnMM7akl4f/C+TfO942nWrVqTJoxid95DWZ68N8YOnIo9R+vb6xPjE3kpT6Bdzx34tSJuLW7vVVW8Fsf0ti5MQD79+4n4+TtEWlf/fdruvsVfx6RO1HrpoKp7+BAN09PYhMTCfDuYVLXv1cvohMSGBQQYEw4i0wP/hAHB3uWrV3Lt8uXA9DJ3Z2Xhw3j96+8YjzuTpvyFinqjbKxvv21aNfGjQ1LljDts8+ITkggNjERVxcXtiz9D8EzphO/vWSb+Io8Sj744APc3d2ZN28eGRkZpKYmk5p6e8ufmjVrAur9lYorPz+fvLzic8F69erFG2+8gbPz/Ru+IlXJ0x3aYmdvR25O7h0TraL9LgGe93r+jtfo87s+fP7d50z7YBrH04+zeO5iY107D3eCpwfz9K/mMt7rTeFz3Z+j1wA/Nq2JYO7MuUycMtGknRe5IfKO541+czRu7doYj03dk0rqnlRjvWsLVzy7P0fg6P8xDuEVKYlqBSXZgdUMWVlZxmXIZ33wAd09PcvydgJk//wzVlZW1C1cpbK0XLx0iWvXrtGoYcNSvW5V979/fod9B9MYMGAAwcHBlg5HytmKFSsIDw9n1y5tQyKVk4ODA97e3gwYMAD3h5hWIZVXbm4u3t7eALw75V26+XW/9wlSIvn5+Zw4eoKMUxnY2Njg/BvnEr2llPI38bWJpOzYg5+fH1OmTLF0OBVemb+xrFPn9oatWkW0fJRkK5GHUdfBodST1UdBTuHwFjs7OwtHIpYwZMgQhgwZwsWLFzlw4AAZGRlcuXLF0mGJ3JO1tTX16tXjySefpGXLlpYORyzEpA13SW240mJtbU2z5s1MFviRiuly4fdebbiSKfPE0tbWFkdHR7Kysjhy6mRZ306kQrl+4wYnzpwB0NCxR1zdunXx1IgNEalEqlWrRpMmTTh16hSn0tWGk0fPiWOnALXhSqpcVoV9unChmZ17UsrjdiIVxvbdu42f3dzcLBiJiIjIgytqw6UkqQ0nj5Y9O3aTd8Mw11xtuJIpl8SyaDnyfYcOsf/QofK4pUiFsHHrVgAaNmxI27YPvpeoiIiIJRW14Y4fOc6+XfssHI1I+YnZaGjDOTg44OHhYeFoKodySSwDAgIKV0GEJatXl8ctRSzu4JEjbIiOBqBv376WDUZEROQh+Pv741C4vsKa71ZZOBqR8nHy2EkiVm4E1IZ7EOWSWNauXZvAQMNeOuExMWyOjSuP24pY1JxFhg2Lq1evzvDhwy0cjYiIyIOztrY2tuESorYRue7OW1iIVCWL5iw0fh4xYoTlAqlkyiWxBAgKCqJp06YATJ7zKalpGhIrVdfMBV+SWLi9xLhx43B0dLRwRCIiIg9n9OjRNG/eHIA5kz8lNVlDYqXqWvyPhSRuTQTgtdde08I9D6DcEksbGxsmTJgAwJVr13gzNITE5OT7nCVS+Uz/Yh7/WmMY8u3j48PIkSMtHJGIiIh5xo8fDxj2YAx9K4QdcdstHJFI6fvq069YtnA5AF27duXVV1+1cESVi3VISEhIed3M2dkZZ2dnoqOjuX79OuujosjLv0W71q2wtrYurzBEykTSnj18OHMmWxISAOjUqRMzZszAyqrc+m9ERETKROPGjWnWrBlbtmzh5s08YsJjuHn9Bq3atsSmenVLhydiltTkVGZPmsXW8BgA3N3dmTFjBtX13X4g1QoKCgrK+6ZRUVGEhoaSm2vYON7ezo5+PXvS5dlncWveHAd7+/IOSeShHDt1ip1797IlPt7kDXxAQAAfffQR1apVs2B0IiIipSsuLo7Q0FCys7MBqFXbFt/+Pjzb1YMWrX+LfT0HC0coUjKnT5xm3659JGyOJ2lbkrHcx8eHyZMnGxcelZKzSGIJkJGRQVhYGBEREcXqatWsqTeYUuFduXqVX//4PPbYY4wdO5YhQ4ZYKCoREZGyde7cOcLCwli/fn2xuhq1amJjozacVGxXLxdvwzk4OBAUFKTFesxgscSySHJyMmvWrCEqKoqcnBxLhiLy0Nzc3AgICGDYsGEaNiEiIo+EvXv3snr1aiIjI7l48aKlwxF5KK1atcLf35+hQ4dia2tr6XAqNYsnlr+UmprKsWPHyM7OJj8/39LhiNyTra0tTk5OtGzZkgYNGlg6HBEREYs5cOAAR48e5cKFC2rDSYVna2tLo0aNaNmyJY0aNbJ0OFVGhUosRUREREREpPLRcpUiIiIiIiJiFiWWIiIiIiIiYhYlliIiIiIiImIWJZYiIiIiIiJiFiWWIiIiIiIiYhYlliIiIiIiImIWJZYiIiIiIiJiFiWWIiIiIiIiYhYlliIiIiIiImIWJZYiIiIiIiJiFiWWIiIiIiIiYhYlliIiIiIiImIWJZYiIiIiIiJiFiWWIiIiIiIiYhYlliIiIiIiImIWJZYiIiIiIiJiFiWWIiIiIiIiYhYlliIiIiIiImIWJZYiIiIiIiJiFiWWIiIiIiIiYhYlliIiIiIiImIWJZYiIiIiIiJiFiWWIiIiIiIiYhYlliIiIiIiImIWJZYiIiIiIiJiFiWWIiIiIiIiYhYlliIiIiIiImIWJZYiIiIiIiJiFiWWIiIiIiIiYhYlliIiIiIiImIWJZYiIiIiIiJiFiWWIiIiIiIiYhYlliIiIiIiImIWJZYiIiIiIiJiFiWWIiIiIiIiYhYlliIiIiIiImIWJZYiIiIiIiJiFiWWIiIiIiIiYhYlliIiIiIiImIWJZYiIiIiIiJiFiWWIiIiIiIiYpb/B15ulvS9tTAEAAAAAElFTkSuQmCC" 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s4gLEG6Yap1WrVgA8evSIoUOHAuo5mE5OTqxevZrNmzdz9uxZcubMqXHfw4cPlX0i+/bt+8mkzcjIiMmTJ9O3b1/Gjx9Px44dE72nTJkygHp4cFwS27NnT0C9KqmNjc0nk2whhBAZXxZtByCEECL9a9y4Mb179wZg3bp1SlJobm6uzEt78+YNP/74IyEhIcrcvtWrV7Nu3bo0i+vRo0dKj2GHDh24d++e0mP4/fffJ3nv27dvCQsLw8PDg1y5ctGoUSN69uzJzJkzadGiBQA9evRg3759/Pzzz8TExPC///0PUC+S06BBAwIDAzE3N+fQoUMYGxsnK+Zbt27RqFEjJdHevHkzCxcuxMbGhoCAAJo0acLdu3c17hk2bBig7i0cMWJEsurp1KkTpqamBAUFJbh34Yc8PT2VRLVnz57KvMb69etz48YN5syZk6w6hRBCZFySGAohhEjS8+fPuXHjBv/++2+8cyEhIRQqVIgZM2bg7OzMwYMHMTc3x9fXV5mv1r17d37//fdEy4+OjiY0NJT//vtPWREzueJW/TQ3N8fe3p6OHTsqz9u2bZvofffv31f2UIxbHMfd3Z1Vq1YxatQoKlasGO8ePT09/ve//3H06FGNobMhISEcPXpU41o/Pz+OHTumLBCTJUsWIiIimDx5MtbW1ly9ehVQ79dYqVIljIyMlBVPvb29KVmyJDNnziQyMhJvb2927NgBwMyZMzE3N+f06dPs2bOHffv2cfbsWaWOD5mYmDBgwABA3XP74dYYH9q0aZOyP2T16tWZP3++xvmzZ89y7do1ZfVSIYQQ3yiVEEIIkYR69eqpAOWnWbNmqoMHD6o2bNigKlSokApQNW7cWAWoTE1NVTdu3FCpVCpVVFSUysXFRbkvKCgowfLPnTunUT6gGjduXLJis7e3VwGq4cOHq9zd3ZX73dzclGvMzc1VgGrPnj0qHx+feHVNmDAhXrlTp05VAaoePXokWG9sbKxq7dq1GuVcuXJFOf/bb79pnNuyZYtq+vTpynNzc3OVu7t7vHL9/f1VdnZ2ynWBgYGqmJgY1cqVK1W1atVSRUVFqVQqlWrkyJHxXsepU6filff333+rOnfurDp37pxyLCIiQrnn+vXrKmdnZxWgqlWrliosLCxeGXHvX9zP6NGjk/gXEUIIkVHJHEMhhBBJmjZtGvfv36dPnz506NCBAgUKKOfatm3L2bNncXBwoFatWvzxxx/Y2NgA6h62nTt30qtXL2xsbPjuu+8SLL9ChQqYm5vz5s0bABo1akSPHj2SFdvevXtZtmwZrVu3pkKFCgwdOpTChQvTpk0b5ZoePXoQHh5OsWLFsLW1Zc6cOWzfvh1QL5ST0NzCuNVME1vVVEdHh27dulG7dm26detG2bJlsbOzU847OztTvXp1smbNSsOGDWnatCl6enrs3r0bS0tLFi5cSJ48eeKVW6pUKXx8fPj5558JCwujePHiAPz000/89NNPynX169fH19cXUM9ndHFxoVq1avHKK1q0qDK0NjEzZ85kzJgx7NmzR2NRnzidO3fmr7/+Qk9Pj5o1a8bbukQIIcS3QUelUqm0HYQQQoiMT6VSoaOjk+BxIMFz34KYmBhiYmKStYrnmzdvNPZfTEpERATZsmX70vASLRvAwMAAHR2dRP/thBBCZB6SGAohhBBCCCFEJieLzwghhBBCCCFEJieJoRBCCCGEEEJkcpIYCiGEEEIIIUQmJ4mhEEIIIYQQQmRykhgKIYQQQgghRCYniaEQQgghhBBCZHKSGAohhBBCCCFEJieJoRBCCCGEEEJkcpIYCiGEEEIIIUQmJ4mhEEIIIYQQQmRykhgKIYQQQgghRCYniaEQQgghhBBCZHKSGAohhBBCCCFEJieJoRBCCCGEEEJkcpIYCiGEEEIIIUQmJ4mhEEIIIYQQQmRykhgKIYQQQgghRCYniaEQQgghhBBCZHJ62g7gS8XExHDlyhXu3bvH8+fPiYmJ0XZIQiTJyMiI/PnzU6pUKYoUKaLtcIQQQgitUKlUXL58WWnDRUdHazskIZJkaGhI/vz5sbKyolixYtoOJ9Vl2MTQx8eHffv24eHhIR8kIsOysLCgYcOGtGnTBlNTU22HI4QQQqS5CxcusGfPHv73v//x9u1bbYcjRIoULVqUBg0a0KZNG3LlyqXtcFKFjkqlUmk7iM9x7949Fi1axMmTJ+Ody5kjB1l1dbUQlRDJ9+r1a15HRGgcMzIyok+fPnTq1ElLUQkhhBBpKygoiIULF+Lh4RHvXI6c2dHTy7D9FSKTePX6DRGv32gc09fXp0+fPnTt2lVLUaWeDJUYHjp0iEmTJhEVFQWAWZ48uDg7U71SZWwsS6KfNauWIxQieUKehOJ7/RrHvb3xPHtWOV67dm2mTJlCtmzZtBidEEIIkbqOHz/OpEmTeP36NQA5cueknktdKjlWxsrGkqwG+lqOUIjkefrkKTcuXsfLw5szx08rxx0dHZkyZUqGHgGWYRLD3bt3M23aNOX5gC5d6N62rRYjEiJ1XL91i6UbN3LuyhUAypUrx6JFizAyMtJyZEIIIcSXO3DgAK6ursrzjn060q5ne7JkkTUQRcZ21/8Om5Zu4sLpCwDY2NiwcOFCcubMqeXIUiZDJIZeXl4MHToUgHxmZkwbOZLyNjZajkqI1LVgzVo27t4FgJOTE/Pnz9dyREIIIcSXOX/+PP369QMgZ64cjJg+inKVy2k5KiFS18ZlG3FbvR0ABwcHlixZouWIUkZ34sSJE7UdRFLevHnDkCFDCA8PJ6epKUumTMHG0lLbYQmR6qpWqMDbyCiu3PTjn3/+QU9PjwoVKmg7LCGEECJFYmNjGTJkCC9evMDAMBtTlkzFprx8sS++PXFfdlz3vcbDhw+JiYmhcuXKWo7q86X7PvwVK1bw+PFjAMYPHkzJb3BpWCHiDOrWFcd3HyRLly5VfveFEEKIjGbFihXcv38fgCHjB2NpI1/si29Xx94dqVa3OgCrV69WfvczknSdGIaFhbFlyxYAXOrUoWbVqlqOSIi0N+iDVa22b9+uxUiEEEKIlImMjGTr1q0AONZzwql+DS1HJETa6zawm/I4I7bh0nVieOjQIWXD+g5Nm2k5GiG+jhJFi9KkjjMA7u7uWo5GCCGE+HyHDx/m1atXADTrKG04kTkUKFSARq1/ANSLLmU06ToxPHPmDABlrUthZVFcy9EI8fXUd1J/s/r06VOuvFutVAghhMgoTp9WL+Nf3LI41rbWWo5GiK+nxrve8VevXnH2gy3JMoJ0nRjeuHEDgIplbLUciRBfV+Vy71ds8/Pz02IkQgghxOeL+7+rbMWyWo5EiK+rrH1ZDAwMgIzXhtPTdgCJef36NU+fPgXAonAhLUcjxNeVVU+Pot99x/2HD3n06JG2wxFa9O+//+Lv709wcLCyMbQQ6ZWuri45c+akWLFi2NnZoaOjo+2QhBbExsby8OFDAAoVL6zlaIT4+goV+467twIzXBsuXSeGcUxNTLQYiRDaYWJiDKDM0RCZR2RkJDt27ODQoUPcvHlT2+EIkSL6+vrUrl2bpk2b4uDgoO1wxFek0YYzlTacyHyM3/3eZ7Q2XLpNDFUq1fsn8o2jyISyoP691/hbEN+8nTt3snz5cp49e6ZxXFdXD2NjaWCJ9C0mJoZXr8IA9Rcchw8f5vDhw9SoUYOBAwdiYWGh5QjF1yBtOCHUMlobLt0mhkIIkdmMHz+egwcPKs8rVHDA0bEeZW0rUrCgDMcSGUNERAR379zkgq83Hsf/4tmzUE6ePMnp06eZMGECP/zwg7ZDFEIIkQBJDIUQQstUKhWDBg3Cx8cHAGtrO7r82B87u0pajkyIz5ctWzbKlK1AmbIV6Np1IDvc1rJhwxKio6OZMGECr1+/pnXr1toOUwghxEfS9aqkQgiRGYwdO1ZJCn9o3IbZc9ZIUii+GW3admfW7DWYmxcAYMaMGZw4cULLUQkhhPiYJIZCCKFFW7du5ciRIwA0adKWfv1+0XJEQqS+0qXtmDhxITlz5gHgt99+IywsTMtRCSGE+JAkhkIIoSUvXrxg6dKlANjaVqRP31FajkiItFO4SHGGDJ0AQGhoKMuXL9dyREIIIT4kiaEQQmjJ9u3befPmDQBduw3ScjRCpL1KlarToGELALZt26bsVyyEEEL7JDEUQggtcXd3B6B69TqUKlVWy9EI8XU0b9ZJeXzo0CEtRiKEEOJDkhgKIYQWBAQEEBQUBIBTjfpajkaIr6dQ4WLY2qoXVzp9+rSWoxFCCBFHEkMhhNACPz8/5XG5cpW1GIkQX5+tXUUAbty4oeVIhBBCxJHEUAghtODhw4cAmJmZY2KSXcvRCPF1FS5cHIDw8HCeP3+u5WiEEEKAJIZCCKEVr169AsBYkkKRCZl+8Hsf97cghBBCuyQxFEIILVCpVADoaDkOIbTig1/8uL8FIYQQ2iWJYQYVHR39yWtUKhWxsbGfXXZK7kmumJgY7v79Ny9evkyzOoQQQggh0qu0bMPFiYqKIjIyKll1fY6Q4H95/PBxqpYp0g9JDDOoX6dNp8T337Nj//4EzwcFB2Pt5IRuoUK069Mn2R8MZ85foHSNGqzZsvWzY3rw6BFNu3XFLyAgwfMqlQorR0dKVqvGkrXrPrt8IYQQQoiMbtroaXxfoip/7Ui4DRccFIyTtSOFdL+jd7veKUru2tZpQzGDIiydtSRZ10dGvGVo9yEc3H0w0WtG9R1J+YLlGfyj7Lv7rdLTdgAiZXyvXSXw/n1iY+MPwbkdeA/nNq0JCg4GwG3/fnJmz8Efs2aio5P0wLVlGzcQEBhIzxE/kyd3bpo1bJCseGJiYqjbti0BgYHsP3IU902bqGhri9/t2xrXVbKzI/D+fVZv20q1ypU0zuXOmQs7m9LJqk8IIYQQIiO6duEq9wPvJ9gjGHg7kDZ1WhP8QN2G+8ttPzlz5WDmslkJtuH2bd/LxfOXqF6zGvVcPr310YJpC3j+/DmtO7WmbIX3++e6/uyK2zo33Na58eu0X+k7vC8XfHw17v2ucCEAvDy8OLLvMCbZTZVzurq6VHGs8sl2pkjfJDHMYLbt2cutwLt4vtv76bjXKfzv3gGgR/v2PP/vBY7NmxEWHo6piQkzx46l/+jRrNi8iVw5c/DbmDFJ/tGunT8fUxMTlq5bR/Me3bly7HiykjVdXV12r1lDix49CAgM5IfOnWnWsAF7Dx1O8PrA+/ep3bq1xrGKtrZcOJzw9UIIIYQQGdnebXu4GxDIaU91G+6Uxynu3LoLQPvu7Xnx/D+aOTYjPCwcE1MTxs0cx6/9f2XT8k3kyJWTMdPjt+FOnzjNhmUbiI6MSlZiuG3NVu4H3qdy1UoaieGvU0fzJDgE990HmTF2BlcvXME9id7Dbs26xTvm//wW2XPKgmoZmSSGGYzb/n3sPvj+D3Xl5s3KY0ODbExd8Dth4eEAeO7cib2tLTmz56DjgP7MXLKE+w+DWD13HkaGhgmWr6ury4LJk/G9do2zvr5MmDOLPWvWJis2Gysrzh88SLPu3Xn9+jXd2rYjIuItAKcvXFCS1WqV3vcUHvb0xMnBASNDQyyLF//s90MIIYQQIiPY77ZPI9navOJ9Gy5bNgN+n/o74WHqNtxOz13Y2tuSPWd2+nfsz5IZiwm6H8T8VfPIZpRwG+5L5MiVg5U7VzN51GQ2L99E90E9ef36DQC3/G4pPZg16tUkSxZ1cvrPvX+IiY6huKW6/ZY1q6QVGZ38C2YwzerX55+gIHyvXcPOpjQNa9UG4M8DB/hl2lSNa3uPGBHv/m179uIXEMDRrdswz5s3wTr09PTYuGAhVo7V2XvoMBevXcPe1vaTsYWFhxMdG8uBjRuJiYnB1MSE5g0b4n/nDqVr1ABg5ew5tGvWFIDR06dz2NOTstbWLP3tt896H4QQQgghMpJ6TRvw4H4Q1y5ew8bOhlqN1G24Azv+Yuovmm24Eb1+jnf/3q17uH0jgG1HtmGWL646mLQAACAASURBVOE2XEqpVCoeP3yM62xXBozoj1m+vFSvXZ2I12+oW6EuAF37d+W3JTMAcN95gJ9a/4StvS1rdq1Jk2RVfH2y+EwG07VdO7JlywZAOZsyRMfEUKNqVeZPnASAuZkZVcqXB8D32jXlB2Bg9+4AhL96jZGRUZL1REVHKY8nz5/3ybiev3xJvQ4d+L5xY54+f46piQkAL8PC6DxgAAANatWibVMX5R4bS0sAlq1fn6LFboQQQgghMop23dqRzVDdhrMpZ0N0dDTfO1Vl0nx1Gy6vuRnlKqvbcNcuXlN+AHoM6gHAq/BXGBkn3Yb7XLGxsYwfMo6Khe3x8vBSkk6VSsXEERMJDAgkr7kZoyb/otxT0rqkEueovqNSNR6hPdJjmMEEBQfjff48AAXMzZm1dCmqWBXzJk3EddhwWrs0oWCBAvBuQrOuri7G75LAJ6FPqWhrR8EC+TExNk6yHrcPVjtNTq+h361bnPVVT1Ku1LAhJ3btIoeJKc17dFcSU339rLTv25eHjx8THBJC4P37yv09R/xMdYcqlCpRIgXvihBCCCFE+hYcFMx5b3UbzrxgPpbOXIJKpWLS3EkMdx2OS2sX8n9XQFmURk9PF8N3SeDTkFDKVrCl4HcFMDKJ34Y7732eeZPff5Ef+G7u4smjJ4mOjlGO3w+8H+/eZ6HPOH7gOKBezXT1rjXUc6nHiF4/47bODQDTnNmZMHQ8/z76l0dBjwgJDlHu/3Pjn9SsX4tWnVt90fsjtE8Swwxm76FDADg7OpLDVD3BN0YVQ2RUFLr6etg6O2tc365pUxrXqUNsbCwXrl5l8dq1n5wzqFKpWL1lC6DugQwJDWXWkiVs++OPRO+pXrkyl48eo36H9oSEhlLlhx84sWsX5y5fVq7Zf+RovPvMzcx4ExFBWHg4XYcOxSeR7TeEEEIIITKyw3vVbThHZ0eyv1vRUxUTS2RkFHp6WaltW1vjepd2Tan7Q11iY2O5dvEqaxatYe2ehNtwH/Yufui052llsZvEmJmb4X7uID1adOfsqbP0bNmDfd77OHX8lHJNYEAggQGBGveZmJpgaJiNJyGhjO7/KzXqOpE3v/mn3wiRbklimMHc/Vv9TY+HlxceXl4ALFy1moWrVtPl3SqfNlZW5MqRQ+lZnLFkCRFv3/LDR0ljYvYfOUpQcDCFChTgzxUrqOriwvZ9+5g0cmSSPXrlythwcvduarRowZzx46lQtixjBg/m7dtI8pvnpVCBghgY6JPfLC+WFsUxNDQkOjqa0xcu0K5vX4b91OtL3hohhBBCiHTrXuDfgHq7By8PdRtu1YJVrFqwitZd1G04KxsrcuTKofQsLpm5mLcRb6nTuE6CZTrWdkRPL35z3m2dG+Fh4ZSrXJ6KVe3jnS9iUVTjea48udjsvpkODTtgVcYK+6oVGT1tDFd9r5ArT26KWhRFXz8reczNKFysMGZ58xAVFcV/z19Qx86ZXsN6kSN3rhS/NyJ9kMQwg/m+UkXmr0z6mg4tWlDJzo5GnTp9dvlvIyMZNtEVgN4/dsGhYkWcHBw4dfYsMxYvZu38+UneX6pECfy9vMiVXd2bWb5MGdr26UNFW1u2/bEcy+rVAAi9fp0Rkybzx8YNzHV15cGFC+TILksci69ryJAh1K1blzp16nxy3q0QQmQknp6eXLp0ibp162KbjAXkRNqrXLUSK1mR5DUtOrakXEU7Ojbq+MnyQkNCsSlfBgcnh3g9dTcu3+DsqbM0at6QwWOGaJy7H3ifmJgY3rx6rQxVBTAyMWbLwS0YGhuRJUsWnOo4KpvZ+z+/hVOp6jwJCWXtnrVEvImgX4d+1G1cF98HvpjmkDbct0AWn8lg2ri4oHr0CNWjR8wcOw6AYb16o3r0CKt3vXnjZ85MUVIIsGTtWmXuX7c2bQEYPUj9obBu+3ZO+vgkeb9KpaLqDz/Qrk8f7gcF8fzFCwBy585FTGxMgvfExMRIUii04tGjR0yaNImaNWsyevRojh07pu2QxFcQHR3D48cPefz4IRERESku46bfVbZvW8vYsYOYN28yx44dIDg4KJWjFSLlNm/eTPfu3Wnbti3Lly/nzp072g4pU2vSxoVHqmAeqYIZN1Pdhus1vDePVMGUKKVezGXmuBnJSgoBFs1chKNVdX4bN+Oz4mj6fRMcraonOMR0yi9TaFq9KWdOnOHlfy+V48amCa9NERsbK0nhN0R6DL8Bl25cx3XWbEKePgXAycGBAubmGgvIJKuc69f5eZJ6ZayJI0ZQuGBBABrWrk29mjU4euIkvUaM4PKxYxi+Wxn1Y+cuXiQgMJCAwEAWTZ1K6NNnAOTJJcMLRPqlUqk4evQoR48exdjYmDp16lC3bl2qVaum7dBEGrh48QzNmzkBMHfuKjp07PlZ91+6dI52besSHh6W4PnevYcxbvxs9PR0vzhWIVJDYGAggYGBrFy5kjJlyigjJQq++39eaM+Ni9eZ7TqLp0/UbTgHJwfyFjDnL7evv+ZCxOs3bFi2AYCX/71AV1f9GWZiaqI8Ft82SQwzmE27dnHp2jVu3r6N17lzAHiePo3n6dO0b94MgIq2dpQtVeqzEsMHjx7RsKP6G6pCBQowsl8/5ZyOjg6Lpk7D2smJgMBAfp40KdF9Bzfs3AlAI2dnzPPm5dqtmwAUyJsvyfrDX73C2MgIHR2dZMcsRFp49eoV+/btY9++feTNm5c6depQp04dKlSooO3QxBdau2Yx331XhILfFVaOGRkZc+H8aY4e+4vRo6d/soyjR/bTtWvTJK9ZsWI+AQF+rF23FwMDgy+OW4jUdOPGDW7cuMGCBQuoXLmy8kVYzpw5tR3aN2/X5l1cvXSVO363OeelbsPFLQ7TrENzAMpVsqOUTSmtJIbHDqhHzZiYmlCrfi3+3PgnAAULJ/0FQmRkFCqVCgMD/TSPUaQtSQwzmD/Wr1cWlYljamJC51atyKavboD8vuoTkxA/8vTZM5r82IWQ0FAANi5ahJGh5kalpUqUYNLIkbjOns2y9espVqgwowb017jmTUQEG/9Uf4h0atGCmJgYPLy8Aaj8bm/FxKx3c2PeihUsnjaNRslcJEeItPbkyRO2bdvGtm3bKFKkiPIte6lSpbQdmvhMN29eY+xY9bD40jZ2yvHx44cQGqpedr2ifVXqN0g86YuKioqXFDZq1IJKlatxL/A2mza9nzvk6XkYH58T1KxZPzVfhhCp6vz585w/f54ZM2ZQo0YN5TNOvtBIG+uXrVMWlYljYmpCqy6t0M+mfs9XfGohiTTktl69NYVLu6YYGGbjrNdZAKo4VUnyvjs3A2ju1Jyh44bSf9SANI9TpB1JDDOY+rVqYWlhga21NWcvXsRt/35+6tCReZMmMnXBAgBaNGpEfnNzlq1fD0ANh6q8eZvwPJpL16/TtGtXgoKDAdi0aBG1Ehk+N2bQIC5cucz+I0f5ZdpUDPT1GdLrJ+W8+/HjhIWHA9CkXj127P9LSTYrly+f6BxDgIi3bwm8f59rN/0lMRTp0j///MOaNWtYs2YN1tbWyrfshQsX/vTN4rO9ePEfjx7+ozzXNzCgRAnNhPz+/UBevwpXnpe0LE3WrFkTLO92gJ/y+KbfVeVxXFIIcOfuLZJK4y5dOqvxfOSoyQwbNl557lDViUEDuyjP/+dxSBJDkWGcPHmSkydPMmXKFOXzrVatWtoO65tSq0FtLKwsKF22NBfO+vKX23469OrIpLmTWDBN3Yb7oUUj8hYwZ/1SdRuuas2qRLxJei50eFg4/9z7R+NYRMRbAJ49ex7v3JsEyvv30WOlx7B5++b8c+8fpcewYtVKSdYf+TaS8LBwvDy8JDHM4CQxzGAmDBumPJ61ZGmCw0Ub1KpFvrx5lcRw8fRp6OjoUK99e43rtu/dR/t+fZXns8ePp1OrxDcn1dPTY8uSpdRq2RLfa9cY6joB32tX+WPmTIwMDVm/Q/1NU7umTQkOCaH3qJGAOlEtWbwYt+7eTbDcW4F3+efhQwCMjQwTvEaI9MTf3x9/f3+WLFmCvb29MtzUzMxM26F9M54/e0qdOuU0jnmeuIGVlQ0AoaFP+L7q++1zTExM8fIOwNw8f4LlNW3WjuqOzvQf0IlTJzT3VDUzM+eA+1kKFy6WZEynTh3XeN61q+aoiR9+aMUg3ieGly6dS7I8IdKjqKgoDh06xKFDh8iePbvSi+jg4KDt0DK8YePft+GiZy1JcLhorQa1McuXV0kMpy2ajo6ODu3rtUu03L/c9ic69HTF3OWsmLv8k7Hte3d/XnMz7Ozt6PRDJ+V5s7aJj6QIuh+E+56DgHpVU5Gxyaqk36C1bm606NEDAKviFixaswbdQoWUfQ+LFykCwIuw96tN7Vy1ihEfzCtMjImxMYe3bqXBu28RD3t68vbtW57/95+ygX3HFi1Z7+ZGWHg4piYmyuqpHytRTL2HzuotWzl64iQApUqUTMErFkJ7Ll68yOzZs2nYsCFDhgxh//79vH79WtthZXjFipeIN+dv5oz3nyWLF2nOc548+fdEk0KAhw//Yfr00fGSQlD3Go4bN5ibN+NvDv2hrl37c/r0HfXPmTvkzp1H4/y/jx9pPI9LYoXIqF6+fMmuXbsYMGAATZo0Yf78+Vy7lvTfifgy29Ztp0eL7gCUsLJgzaI1FNL9Ttn3sEjxImlS758bdwDQoksrLvr4ctHHF4Bpi6eTLYEv7ePiCPALYPFviwCwLivTLDI66THMwAz0NSf5Znv3vFbVqjx//hx7O1u6tW9H6LNnmJuZoZ81K22auGBb2hqAXp06cefe3/To0B7rkslPyPLkzs2BjRuZtWQpdWs4kevdhPULhw6xYuMm6teqSf1aNfE+f57po0djaVEcgFzZszOwu/rDzsDAgB7t2/Mg+BHeZ8+RLVs2urRuTc3vq37x+yKEtnh7e+Pt7c3kyZOVb9nr1KkjiyqlUJ++P7N9+zoCAwMAOHhwN76+PuTNm48VK97vqVqtWi3atuueZFknTxxl65bViZ4/emQ/lpalGTduZqLXmJnlxcwsb4LnVCpwnThM45ijowyLF9+Ox48fs3nzZjZv3oyFhYXy+VbyM9oP4j39jxZqiVu45fta3/Pfs+fYVrSjXbf2PA99Rl5zM/QMstKkjQvWtqWVe1xnuzJ+5ng+V3On5vz37Dk5cuVQjq3bu571f6ynSasmlK1Qlt7DelGw0Hc0aeOiXNOuZwdeh7+icLHCWNuWxnWOK3u27wWgZv2a9Bz0U7y6RMaio1KpVNoOIiFPnjyhUaNGAMwbP54aVZKe+CrEt6b7iBFcu3ULFxcXXF1dtR3ON6lNmzbcu3cvTetIbPuLmTNnsmPHDooVK8mixdvSNIaM7Nw5L2VrCQAHByeKFrXAzW29cuyUl3+8+Ycfi4mJpWWLGpiaZqdb9wH82KUJoN6u4oLvGTz/d5iTp/wxNk7ZUKhZM8fz++9TNeLcuesEWbLIlwIJuXLlHOPGqofi7t69W+bqpgFPT09GjBiR5vUktP1FWFgYtWvXBmDUb7/gVM8pqSKE+OaM7TuGqxeuUq9ePX5LZCX/9Eh6DIVI52JjY4mKitJ2GCKFPtz+wszMDGdnZ5ydnYmNjdV2aBlClSqOdO7cW1nx8+zZU5w9e0o5/+uv0z6ZFALo6mZh85aDGBub4nvh/abOelmzMnfuKsLCXqY4KZw/f4pGUmhiYsr8+WslKUym6Oho+YxLAzExiS/4lpo+3P6iUqVK1K5dW+YjCpFBSWIoRDp34MABDhw4oO0wRCoIDQ3Fzc0NNzc3bYeSoYwZO4M9e7bG21DeysqGfv1HJrscExNTAMzy5mPEyEkA2NraA2Bqmj1FsS1YMI3ZsyZo1LFr9wmKFS+RxF3iQ23atNF2CCKVXLhwgQsXLmg7DCFECkliKIQQIl3LmTMXXbv1Z8lizfl/Lk3bJro9RVKKFSvB8OETPn3hJ8ybN5k5szWHebvtOE7ZshW+uGwhhBDia5NVSYUQQqRr//4bzPp1S+MdnztnIsHBQVqICObMdtVICk1MTDl0+ALly1fWSjxCCCHEl5IeQyHSuWLFilG5sjQ208Lhw4d5+fLlpy9MZXH7HYaGhn71ujMi1wlD4w0jjTNu7GBWr9n1VeP57bcxLFr4fjEBMzNzdu7yxNKydBJ3icQ0atQIExMTbYfxzXn48CGnT5/+9IWpLGvWrBQsWJD79+9/9bqFEF9GEkMh0jlbW1t++eUXbYfxTbpw4cJXSwwtLS2VlfuKFSumrEoqknbs2AH27Xs/J3Ps2BlcverL/v3q9+7gwd0cObyP+g0S34A5NU2b9mu8Ia3LV7hhbGzCo0cP4l2fP38hWYTmE3r37i2rkqYBT0/Pr5YYZsmSRWOLng9XJRVCZBySGAohRBopVKiQslVF6dLSm/S5wsPDGD6sh/K8QIFC9PxpCP/++0hJDAFGjOjF6eq1lcVl0sr+/TviJYUArVrWSvQe/1v/kT17jkTPC5GROTo6KgmhoWH8TdCFEBmLJIZCCJGKcufOrTSUKlasqO1wMrQ5s10JDQ1Rnru6ziFbtmwULWrBgIG/KElaaGgIc2a7MnHSvDSNJzzs6w87FiK9sbe3Vz7j8uTJo+1whBCpSBJDIYT4QoaGhsoQKicn2cg5Nfj7X2fFivnK84oVq+LStJ3yfNCgX1m/bqky93DFivl06twrTef5Zcki67WJzKl06dLK6IdChQppOxwhRBqRxDCVLFi5iqGumsufO1SsiM/+/fGujY2N5dpNf2JVsRQtXJjcOVJnmFFUVBTX/P3x8fXl7wdB2NvaUqVCeSyKFk2V8j8UHR2N/507XLlxg5fh4ZS3KUMZ61JkN03boVyfa+XmzfQeqbnPWaECBXjg66uliMS3xNnZWfnmXFdXV9vhfFOsrcvyKFiV6Pns2XMScPvr9uC1a9+ddu27f9U6hdCWokWLKp9vVlZW2g4nTaxasJIJQzXbbvZVK/LXmb80jkVFReF/zZ+LPr78c/8BdhVsKV+lAkUtUr999aHo6Gj8r/krz4sUL0L2nCnbczUhsbGxeB07hd9VP4KDH1PSsgRlK5TFpnxZDAz0U62eL3Xruj+1bePPWfUK8MbC0kILEX27JDFMJZFRkcpj83crDqpiYuJdF/LkCd2GDeOghwcAE0eMwHX48C+u3/fqVWq3bk1YeHi8c51atmD1vPkY6KfOH/nOAwdo3atXgucG/9STuRNc0dNLH79apsYmyr/Hm4gIwsLDeRGW8OqGQiTH999/r3xzLispCiG+Jebm5sroh/Lly2s7nDQXFRmlPM5rrm4rxHzUdrvqe5XWtVsRHha/fdWiU0vmrZ6fZknUqt9XMnnkZOX5hv0bqNukXqqUff3SdQZ2HkCAX0C8czZ2Nqz4c2W6SbqyGugr/z5v3kS8/7eITfzLQ5Ey6aP1/g2pV7MGR7ZuS/Dcof/9j7Z9+mgkbyrVl/9Sn/TxoWbLlgCYmpjQoGZN8pqZcfzUKQICA9m8azchT5/ivnHTFydss5cuZdTUqUpdVSvaY2JkjPf584SEhrJw1Wpu3r7Noc1b0sWwq/bNm9G+eTMADhw7RpMff9RyRCIjKleunPLNubm5ubbDEUKIVGNiYqJ82fX9999rOxytqFGvJtuOxG+7+Zz0oWXNFgCYmJpQo35N8uYz49SxUwQGBLJ78y6ehjxlk/uXt68+dtf/jkZSmJpu+wXQsmYLJcGq1aAWRUsU5a7/Xbw8vPC76oejVXU8r3tiVaZUmsTwOSwsLbjy7zUAXjx/Qenc1lqO6NslieFXEPH2LWOm/8b8lSsAsChalMBU3N9n5GT1B4eVhQWef+6kQP58gHqIwIDRY/hj4waOnjjJ+UuX+b5ypRTX8+zFCyUpbN24MavmziVHdvWQhpiYGEZMmszvq1Zy9MRJLl2/TkU7uy98ZUJoj5WVlfLNebFixbQdjhBCpJqPt5cQCZs0YhIAFlYW7PzfTvIVzA+o21djBo5mw7INnDx6gsvnLlGpWurtNxwTE8Pwn9SjycpVLs+V85dTrWyAUX1HKUnhAZ8DVHCwV86d8zpH5x86ER4WzoLfFrJk05JUrVukb9rv0skE3I8fV5LCLq1bc+nIEawsUqd7/tnz55y7rP7AWPbbDCUpBPUH/+9T3n/bdOTUyS+qa9/BQ8rjdQsWKEkhgK6uLjPGjVWeH/6f5xfVJYQ2FCpUiK5du7Jx40a2bNlCz549JSkUQnwzHB0dcXV15cSJE0yfPl2SwiQ8f/pcSch+WzpDSQpB3b6aNH+K8vzksVOpWvfmFZs4730egIXrFqRq2V4eXpw9dRaAMb+N0UgKAao4VmHCbPW8y92bd/Es9Fmq1i/SN+kx/Io2LVpEp1atUrXMGwEB2LybFF7FvkK88wb6+lQpX55zly9zO/DuF9WVzzwvM8eOo3iRwhgbGSVYl7mZGSGhoURGRyVQghDpj2wvIYT4lsn2EikT4BeAlY26fVXxo+QJwMBAX+nNuxvwZe2rDz168Ihf+/8KwOjpo7G0Sd2Ff44eOApAUYui9B7aO8FrOvfpQuc+XVK1XpExSGL4FVQoW5bb3qcpWbxYqpft5ODADU/PRM9HR0dz884dAKwtv+zDpZGzM42cnRM9f/HaNUJCQwFwrFzli+oS4msYPHiwbC8hhPgmZc2alT179sj2Eink4OSA540TiZ6Pjo7mrr+6fWVVOvWSt3GD1KOvbOxs6PNzv1QrN86JQ54A1G/eAP1sBkRGvOXOrTvc8b9DoaKFKGtvh75+1lSvV2QMkhh+BcWLFNFa3Ss3b1YWu2lQs2aa1PH85UtOnj5Dl8GDAGjr4kKtaplzArvIWCQpFEJ8q6pXr67tEL5pW1Zufr94S/3UaV8d2nOIQ3vV03bmrJyT6gmaSqVSViG1KmXJXzv2M3bgGJ6EhGpc90OrxsxdOZccuVJnOzWRcUhi+A276neT/qNHA9CjQ3sqp+LS0zdv36bWu2Gxcb2EpiYmTBwxgl8HDkw321UIIYQQQqSmm1f9lOGe7Xt2oFzlL29fvQoL55c+6n2Xew/rRfkq8acHfanX4a+UxxfPX2Lrqi3Kc1t7W65dVK/86b7zAA//ecj2I9tTdd9Ekf7J4jPfqIePH1OvfTtAvQrqrLHjUrX8sLAwQkJDlaQQICw8nPOXL3PrTuqNtRdCCCGESC8eP3xM+3rq9lVRi6KMm5E67av5037nSUgoec3NGDFxZKqU+bGXL97v4xyXFK7bu45/oh5w2PcId8PvMmKSuu4r5y8zvMfQNIlDpF+SGH6Dnr14Qf327QkJDcXUxITDW7aSJ3fuVK3DrkwZAn18CPTx4fzBg6ybPx8rCwsOHDtGubp18Dp3LlXrE0IIIYTQphfPX9C+fjuehIRiYmrClsNbyW325e0r/2s3WTpTvS3Eb0tnYJLd9IvLTEiu3Dk1nm9230z9pg2UUV6GxkYMnzCcXsPVi9K47z7I27eRaRKLSJ8kMfzGvHr9mqY//ohfgHoM+XE3tzRZ9CabgQHFixSheJEiVCpXjq7t2nHxyBFlhdSew4enep1CCCGEENrw5tVrfnTposzR23F8B8VLFv/iclUqFaMHqKf91GpQix9aNf7iMhOTzciQvOZmyvNaDWsneF2rju9X0L/meyXN4hHpj0wE+4ZERkXRpndvvM+r97457uaWqvMKP8XYyIgRffrS4+fhBAQG8uzFC3LnkInLQgghhMi4IiOj6NWml7K3oNvxHakyrxDg8rlLyr6Cz5/9x+AfByV67ZJZS9i9bQ82tqUZ8MvAFNVnaWOlLDajo6OT4DUlS5VQHt8NCKRStcopqktkPJIYfiNiYmLoMWwoBz08AHDftAlnR8dUraND/36EhD5lcI+eNGvYIMFrDA0NlceREREgiaEQQgghMqiYmBiG9RiKx0F1+2qz+2YcnVOvfRUZ+X7f5yvnL3Pl/OVEr41LIMMa101xYmhRyoLTnqcB9ZYbCS0WeOOKn/LYzt42RfWIjEkSw2/E0AkT2LxrNwB7165Lcr/BlDLQN8DDy4tXb97gUr8eWbLEH4m8+6A7AHY2pcmfL98X1Xfn3t9YFC0Sr54XL18SGRlJXjOzePc8fPyYXDlyYPRBgiqEEEIIkRKuwyawe/MuQL1QS+1Gqdu+KlysMBNmT0j0fGxsLFN/mQpAk7Yu2FeuQOFihVNcX8ceHdm0fBMAOzftpF23dvHq2/DHegBMTE0oVdY6xXWBerGenLlykM1Is10WFRVFcFAwRYrH39It7MVL3r6NxMw8fjtPpC1JDNOZPYcOsf/oEQDmuU4kR/ZPLxM8ac5cFq9dC4DrsOFYWhTn5u3b8a6LmxcI6m+J+vwyCgDnatXp1KpVvOs/1rllK9a7uXHW15eGnTqycMpUrCwsyJIlCw8fP2bC7Fm47d8PQGsXly96TW169eLPAwewsynNxcNH0NXVBeDcxYs4NGkCwI4VK2j97jHA4jVrGTRuLKYmJlw+ehSLokU/WY8QQgghRELmTprDmkVrABjuOhwLSwvu3IzfvtLPZqAkONHR0Yzqq25fVa9VnVadk25fFSxckL4jEt/IPiYmRkkM23ZpQ90m9ZRzt/0CWDbvDwC69u1KuUrlPvmaylepQItOLdm9eRfDuqtXHW3WtinZjAx5+uQps11nsXPTTgBadWmlfDl/aM8hjvylbstNmjsR0xyfbsutXbyGsYPGYmJqwtHLxyhqoW6XvQ5/hZONE8EPguk1vDeT5k5S7rl09iKNq6rnWa7csZLGrZskWLZIG5IYpjN7Dx9m3fbtFCpQgBxzP/1Hd+n6dSbOm6s8nzR/HpPmz0v0etWjRwD8/SCINVu3AerEMDmcHasz5ZdfGD9zJkdPnKR0jRqAev/CsPBw5boeHdozql//FL+mV69f8+eBA4B6L8bb9+5hXbIkAO7HFvpz6QAADItJREFUPZTr9hw6qJEYbtu7B1Bvm/E/L29JDIUQQgiRItcvXWfuxPftq3mT5jFvUuLtq0eqYAAe/P2Abau3AurEMC1dPHdJqWvYuGHJvm/M9DFcPOPL/cD7DOs+lGHdh2JhZUFgQKByTZO2LkyaP0V5fnjfIbav3U6BwgWSlRQC7NmmbpeFh4Vz2sNLSQwv+vgS/ED9fm1duUUjMTx+8Ljy2H3PQUkMvzJZlVRLEtsA3u/WLQCaN2yYrHKiIlO2jPCdv+8pj52rJ2+sfJYsWRg3ZAjumzZRvfL7ichxSWGV8uVZPG0aq+fOw0BfXzn/ua/J2MiIgd27A9DI2ZlSJd5Pgm7t0gRzMzNMTUz4sU1bjfv6du0KqPdt/KFOnWTVJYQQQgjxsZS2r+7f+Vt57Oicuonhx23HwNvqRM7CyuKzhpd+V+Q7jl0+RoefOr4v611SmNfcjF7De7Nk0xL09bMq5/2vq9tyjZo3SnY9Xft1A9T7PTr/8L5dVsXRAdt3cxcHjdZcbMeltQt5zc0wMTWh3Y+a7TyR9qTHUEtueHrGO6ZSqTh3WT3puF6Nmskqp4q9vdIL+DluB6oTQzub0hTI/3lzARs5O9PI2Zno6Ghu37tHZGQUViUsMMyWLd61KXlNAIumTWPSqFHxVjUta23NA19foqOj480j7NyyJU3r1cPYyEgZeipEehX3H3x0dLSWIxHi6/vw9z6xL0qF0KYKDvZKL+DniEvWbOxsyFcw/xfHoaurm2gct2+ot86o61IvwfNJMTY1Ye7KuUyaOxH/6/6EhjzF2taaYiWKxbtWpVIpi+LUqFsj2XW07NSS+i71MDTWbJfpZzPgsO8RXv73kuw5NXsfS5W15vyDi8RGR8eblyjSnnwapyOP/w1RHjt9XzVN6/K/eweAH5xT3rOmp6dHaUvLJK/5kteU2FYX+lmzop81a4LnspumzaawQqS23LnVmyI/ffpEy5EI8fWFhv6rPM6VK5cWIxEidd25pW5fOTdO+5FLN6/dBKBmneQnax8zyW76ye0oQoLf/71WrfH9Z5efmI+Twjj6+llBP+F2nkhbkhimsis3/Oj5s3pz9yLfFcL1MzZ6v/1ueGf1ypXJlYwFWr6EX4D6W6Z6NVL+YZIcX/M1JeT/7d1/UNR1HsfxF0ECkomgopkabiMnTIoYoiMUSHLqkIe/5ribJvUG7x+bfhrZ5NxwM6cO5XX/3B862lzYdeHZmWdmQlqUcqaJjJCSDiD4AxJx/XHJgoncHyubR6j82v3s+n0+/lp3Zb6vHWDm/WI/38/n87379P42525iNafPePz6wO1ERjoPRnY4rupUbZVGjbbd5SuAe0dlpXOgHTlypII6WW0CeFLFkaN6Ocs5rz086mG9/Ieuz24dnbj5KV53PlnriWvXflRtda0kKSEpwa3XOnlzeWz8tPjbljl3qjtdp7V/XCtJamlu8fj1rYRi2McaGhtdm7qMGT26W8Ww8ubyzt58itdVJWVlkqSpjz/u1ut48j115ruqStf3A/AmsbE/HY588Ju9FENYSskh5zlqcXFxhpMA0vmGRtcmLqPHjO5VMSwrcc5X8VPdO1+dOXlKkpQ4PVH9Hwhx67Vqbi6PTZ1tZpa7fPGS6/sD96IY9pHfZWb+7ED52y13vJ1Z06er4IMPFBsd3ZfROrVj0ybd7x/Q6X2BfcmT76kzv8nIUEKHwSMoMNBIFuBWoaGhmjZtmoqLi7X7s4+1YMFi05EAj/jqq0KdP/+9JCk5OdlsGFjar5dkalqHw+r79XIJ46Yd7ykgwF+Bwe6dr0aMGqH8gnyNGDXCrdeRpJRZ05VfkK/oCWZmOdtYm3YdKvjZ86Ns7D7f1yiGfSQ8LEzhN+8Z6qnhwyK6vRFMTz0xxb33MLbz5HvqzKDQUE0KDTV2feBOMjIyVFxcrLNna/Xvbf/QrzJ+e/cvAnzcP7c4z9199NFHlZSUZDgNrCxscJjCBvdudutoyhOema8Cg4P0RFrXN/XrjYiHhvXJRjo91S8oUOMnjTd2fSvhuAoAMCQlJUWTJ0+WJG3c+LZOnDhqOBHgXu9s/ItqTzoPCF+8eLHZMACA/0MxBACDXnjhBdfjN3Nf16lT1Xf434Dv2rLlXW3b9r4kaebMmZrZxbNtAQCeQTEEAIOioqKUk5MjSTp3rk6vr/i9vv66yGgmoK+tX/+WNuX9VZIUHR2tlStXGk4EAOiIewwBwLD09HS1tLRozZo1unLlklb9abmSU2bp6aczNXZsjOl4QI8VFm7Tvz7cpLo65w6KMTExWrt2LUdUAIAXohgCgBeYP3++IiIilJubq/r6ehV98amKvvhUkWPGKiZmokaMGK2QkAdMxwTu6EZrq+z2RlVVH1fp4f1qarrqei09PV1vvPGG7u/mjt0AAM+gGAKAl0hMTFR8fLw2bNig/Px8NTc362T1CZ2sPmE6GtBjjz32mJ599lmlpKSYjgIAuAOvLYYBAT9Fu379usEkgBk/tjp/7m/9XcC9LzAwUM8995yysrJUWFio/fv3q6KiQnV1dbpx44bpeMBdhYSEKDIyUrGxsXryySc1ceJE05HgYf7+/q7HzHCwouvXWyX53gzntWkHDRokPz8/tbW1qaHxguk4gMc1XLBLksJ6eT4mfFNQUJDmzJmjOXPmuJ5zOBwGEwF35+/vr379+pmOAcP69++v4OBgORwOXWhoNB0H8Dj7eWd38bUZzmuLoSTZbDZVVlbqu6pK01EAj6o7d072ixclSZGRkYbTwFsEBwebjgAAXWKz2fTtt9+q6liV6SiAR12yX9L3Z7+X5HsznFcfV9G+/OQ/JSWGkwCetffgN67HsbGxBpMAANB97TPcof0lLIOHpRzce9D12NdmOK8uhsnJyZIk++XL+mTPHrNhAA/avme3JCkuLk7Dhg0znAYAgO5pn+Gamxwq/KjAbBjAg3Zv/0yS83ieRx55xGyYbvLqYpiQkKDo6GhJ0t8+/NBwGsAztu7apeNVzqU3GRkZhtMAANB9EyZMcH1quOXdLbp+7UfDiQD3+2Ln56o4UiHJN2c4ry6GkrRo0SJJUs2ZM3pr3XrDaQD3qj51Sm9v3ChJGj9+vGbPnm04EQAAPdM+wzXUN2jdW+sMpwHcq/5MvTb+eYMkKSoqSnPnzjWcqPu8vhimpqYqPT1dkrT5kx16J3+z4USAe9SdO6cVublqbmmRJD3//POGEwEA0HOJiYmaN2+eJKngowL9fd17hhMB7mFvtOvNFbm6cvm/knx3hvPPycnJMR3ibhITE3XgwAE1NDToUHmZLl65ommTJsnPz890NKBPHDhcqlfXrNbp+npJ0muvvabU1FTDqQAA6J2kpCSVlJSovr5eRw8flf38BcVNidN9t5x1CPiy8pJyrXl1tWqrayVJL730kmbNmmU4Vc/4tbW1tZkO0RV2u13Lly9XWVmZJGnkQ8O1aP4CZaSlGU4G9FxlTY02f7xDHxX+dGP+iy++qGeeecZgKgAA+s4PP/ygV155RSU3d5kfOnyoFi5eqLS5v9R993n94jWgU6drTmvH5o+1c8tO13PLli3TkiVLDKbqHZ8phpLU2tqqVatWafv27a7nBoSEaGpcnH4xxqYh4eEKCOAvUPBibdLVpibV1J/VkaPHVH78uOulsLAwZWdn66mnnjIYEAAA91i9erW2bt3q+ndQ/2A9PnWSbNE2hQ8drIAArz5eG5bXpqarDtWdrlNF6TFVlFW4XhkwYICys7N99pPCdj5VDNsVFRUpLy9P5eXlpqMAvebn56fMzEwtXbpUDz74oOk4AAC4zb59+5SXl6fS0lLTUYA+sXDhQmVlZSk8PNx0lF7zyWLY7vDhw/ryyy9VWlqq6upqNTc3m44EdElERITGjRunhIQEpaWlaeDAgaYjAQDgMUeOHFFRUZFKS0tVVVUlh8NhOhLQJUOGDHHNcDNmzFBYWJjpSH3Gp4thR01NTWptbTUdA7ij4OBglssAAHALZjj4gnt9hruniiEAAAAAoPvYCgoAAAAALI5iCAAAAAAWRzEEAAAAAIujGAIAAACAxVEMAQAAAMDiKIYAAAAAYHEUQwAAAACwOIohAAAAAFgcxRAAAAAALI5iCAAAAAAWRzEEAAAAAIujGAIAAACAxVEMAQAAAMDiKIYAAAAAYHEUQwAAAACwOIohAAAAAFgcxRAAAAAALI5iCAAAAAAWRzEEAAAAAIujGAIAAACAxVEMAQAAAMDiKIYAAAAAYHEUQwAAAACwOIohAAAAAFgcxRAAAAAALO5/fpTOZkGXvK0AAAAASUVORK5CYII=" + } + }, + "cell_type": "markdown", + "id": "ba7277f4", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## `TransformStreamAbsOperator` 工作原理\n", + "\n", + "\n", + "![image.png](attachment:image.png)\n", + "\n", + "\n", + "![image-2.png](attachment:image-2.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "7bf85f15", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "原始数据: 0\n", + "新数据: 0\n", + "原始数据: 1\n", + "新数据: 2\n", + "原始数据: 2\n", + "新数据: 4\n", + "原始数据: 3\n", + "新数据: 6\n", + "原始数据: 4\n", + "新数据: 8\n" + ] + } + ], + "source": [ + "class NumberDoubleOperator(TransformStreamAbsOperator[int, int]):\n", + " async def transform_stream(self, it: AsyncIterator[int]) -> AsyncIterator[int]:\n", + " async for i in it:\n", + " # 将每个数字翻倍\n", + " print(\"原始数据:\", i)\n", + " yield i * 2\n", + " \n", + "with DAG(\"num_double_dag\") as dag:\n", + " task = NumberProducerOperator()\n", + " double_task = NumberDoubleOperator()\n", + " task >> double_task\n", + "\n", + "async for num in await double_task.call_stream(5):\n", + " print(\"新数据:\", num)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "788712b8", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "HELLO WORLD!" + ] + } + ], + "source": [ + "# LLM 的流式文本转大写\n", + "\n", + "# 模拟LLM流式输出\n", + "class MockLLMService(StreamifyAbsOperator[str, str]):\n", + " def __init__(self, **kwargs):\n", + " self.mock_data = [\"Hello\", \" \", \"world\", \"!\"]\n", + " super().__init__(**kwargs)\n", + " \n", + " async def streamify(self, user_input: str) -> AsyncIterator[str]:\n", + " for token in self.mock_data:\n", + " yield token\n", + "\n", + "# 将文本转换为大写\n", + "class UpperCaseOperator(TransformStreamAbsOperator[str, str]):\n", + " async def transform_stream(self, it: AsyncIterator[str]) -> AsyncIterator[str]:\n", + " async for token in it:\n", + " yield token.upper()\n", + "\n", + "# 使用示例\n", + "with DAG(\"text_transform_dag\") as dag:\n", + " llm_task = MockLLMService()\n", + " upper_task = UpperCaseOperator()\n", + " llm_task >> upper_task\n", + "\n", + "async for text in await upper_task.call_stream(\"Hi\"):\n", + " print(text, end=\"\")" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "c6820574", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## `InputOperator` 工作原理\n", + "\n", + "![image.png](attachment:image.png)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "12283204", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hello, World!\n" + ] + } + ], + "source": [ + "# 1. SimpleInputSource - 固定数据源\n", + "\n", + "# 固定数据示例\n", + "with DAG(\"simple_input_dag\") as dag:\n", + " input_source = SimpleInputSource(data=\"Hello, World!\")\n", + " input_task = InputOperator(input_source=input_source)\n", + " \n", + " print_task = MapOperator(map_function=lambda x: print(x))\n", + " input_task >> print_task\n", + "\n", + "await print_task.call()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "842630d8", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Received: {'name': 'John', 'age': 25}\n" + ] + } + ], + "source": [ + "# 2. SimpleCallDataInputSource - 调用时传入数据\n", + "\n", + "with DAG(\"call_data_dag\") as dag:\n", + " input_source = SimpleCallDataInputSource()\n", + " input_task = InputOperator(input_source=input_source)\n", + " \n", + " print_task = MapOperator(map_function=lambda x: print(f\"Received: {x}\"))\n", + " input_task >> print_task\n", + "\n", + "# 运行时传入数据\n", + "await print_task.call({\"name\": \"John\", \"age\": 25})" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "ada5a54b", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Message: Hello!\n" + ] + } + ], + "source": [ + "# 3. 自定义 InputSource - 实现自定义数据读取\n", + "from dbgpt.core.awel import BaseInputSource, TaskContext\n", + "from dbgpt.core.awel.task.base import EMPTY_DATA\n", + "\n", + "class MyInputSource(BaseInputSource):\n", + " def __init__(self, prefix: str):\n", + " self.prefix = prefix\n", + " super().__init__()\n", + " \n", + " def _read_data(self, ctx: TaskContext) -> str:\n", + " # 获取 call_data 并添加前缀\n", + " call_data = ctx.call_data\n", + " data = call_data.get(\"data\", EMPTY_DATA) if call_data else EMPTY_DATA\n", + " if is_empty_data(data):\n", + " raise ValueError(\"No call data for current SimpleCallDataInputSource\")\n", + " \n", + " return f\"{self.prefix}: {data}\"\n", + "\n", + "# 使用自定义数据源\n", + "with DAG(\"custom_input_dag\") as dag:\n", + " input_source = MyInputSource(prefix=\"Message\")\n", + " input_task = InputOperator(input_source=input_source)\n", + " print_task = MapOperator(map_function=lambda x: print(x))\n", + " input_task >> print_task\n", + "\n", + "# 运行\n", + "await print_task.call(\"Hello!\")\n", + "# 输出: Message: Hello!" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "ae1cf515", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## `HttpTrigger` 工作原理\n", + "\n", + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "d73e716a", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "from dbgpt._private.pydantic import BaseModel, Field\n", + "\n", + "class TriggerReqBody(BaseModel):\n", + " name: str = Field(..., description=\"User name\")\n", + " age: int = Field(18, description=\"User age\")\n", + "\n", + "with DAG(\"awel_say_hello_post\") as dag:\n", + " trigger_task = HttpTrigger(\n", + " endpoint=\"/awel_tutorial/say_hello_post\", \n", + " methods=\"POST\", \n", + " request_body=TriggerReqBody,\n", + " status_code=200\n", + " )\n", + " task = MapOperator(\n", + " map_function=lambda x: {\"message\": f\"Hello, {x.name}! You are {x.age} years old.\"}\n", + " )\n", + " trigger_task >> task\n", + "\n", + "# setup_dev_environment 方法只支持在同步环境启动\n", + "# setup_dev_environment([dag], port=5555)" + ] + }, + { + "attachments": { + "image-4.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "id": "710aed4a", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# AWEL 运行原理\n", + "\n", + "## Task(Operator 实例)执行流程\n", + "\n", + "\n", + "![image-4.png](attachment:image-4.png)\n", + "\n" + ] + }, + { + "attachments": { + "image-2.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "id": "bb733c35", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "![image-2.png](attachment:image-2.png)" + ] + }, + { + "cell_type": "markdown", + "id": "33f9528f", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## 核心源码解读\n", + "\n" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "e88feb29", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## AWEL + Agent 案例\n", + "\n", + "![image.png](attachment:image.png)\n", + "\n", + "- AWEL 编排整个流程\n", + "- 流程中的某些环节交个 Agent" + ] + }, + { + "attachments": { + "image-4.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "c7db6b46", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# 答疑\n", + "\n", + "- 说明: 目前微信群太多且人数上限只有500人,问题重复且分散,不好维护,后续计划维护一个**钉钉大群**。\n", + "- 前10位提问的朋友有惊喜礼品\n", + "![image-4.png](attachment:image-4.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e3f4b2c3", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}