原创文章,转载请注明: 转载自http://www.cnblogs.com/tovin/p/3903478.html  

    本文将以一个简单的WordCount为例来看看Job的提交过程

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" alt="" width="825" height="124" />  

    由输出的日志可以看出job的提交过程主要经过了SparkContext-》DAGScheduler-》TaskScheduler的处理

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    先从RDD入手,看看RDD的转化过程。在wordcount程序中一个README.md文件从HadoopRDD最终会转化为MapPartitionsRDD

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" 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    textFile()函数只是从hdfs、local file等读取文件转换成HadoopRDD,并通过map函数转化为了MappedRDD文件

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" alt="" width="646" height="127" />

    与RDD相关的一个重要类就是Dependency类,它负责表示RDD之间的依赖关系。包含了NarrowDependency(窄依赖)与ShuffleDependency(宽依赖)两类

   其中NarrowDependency包含一对一的OneToOneDependency与一对多的RangeDependency。在wordcount程序中MappedRDD、FlatMappedRDD都属于

   OneToOneDependency,而ShuffledRDD、MapPartitionsRDD属于ShuffleDependency。

    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" alt="" width="564" height="312" />

    job真正的执行入口是从count这个action开始的

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" alt="" width="473" height="74" />

  job提交的大致调用链是:sc.runJob()->dagScheduler.runJob->dagScheduler.submitJob->dagSchedulerEventProcessActor.JobSubmitted

  ->dagScheduler.handleJobSubmitted->dagScheduler.submitStage->dagScheduler.submitMissingTasks->taskScheduler.submitTasks

  可以看出job先经过DAGScheduler生成stage,转换成TaskSet后提交给TaskScheduler进行调度。TaskScheduler工作原理在上一节已经分析过了,下面

  主要来分析下DAGScheduler处理job的过程:

    job处理过程中handleJobSubmitted比较关键,finalRDD就是进行action操作前的最后一个RDD,对应wordcount就是MapPartitionsRDD。

private[scheduler] def handleJobSubmitted(jobId: Int,
finalRDD: RDD[_],
func: (TaskContext, Iterator[_]) => _,
partitions: Array[Int],
allowLocal: Boolean,
callSite: String,
listener: JobListener,
properties: Properties = null)
{
var finalStage: Stage = null
try {
// New stage creation may throw an exception if, for example, jobs are run on a
// HadoopRDD whose underlying HDFS files have been deleted.
finalStage = newStage(finalRDD, partitions.size, None, jobId, Some(callSite))
} catch {
case e: Exception =>
logWarning("Creating new stage failed due to exception - job: " + jobId, e)
listener.jobFailed(e)
return
}
if (finalStage != null) {
val job = new ActiveJob(jobId, finalStage, func, partitions, callSite, listener, properties)
clearCacheLocs()
logInfo("Got job %s (%s) with %d output partitions (allowLocal=%s)".format(
job.jobId, callSite, partitions.length, allowLocal))
logInfo("Final stage: " + finalStage + "(" + finalStage.name + ")")
logInfo("Parents of final stage: " + finalStage.parents)
logInfo("Missing parents: " + getMissingParentStages(finalStage))
if (allowLocal && finalStage.parents.size == 0 && partitions.length == 1) {
// Compute very short actions like first() or take() with no parent stages locally.
listenerBus.post(SparkListenerJobStart(job.jobId, Array[Int](), properties))
runLocally(job)
} else {
jobIdToActiveJob(jobId) = job
activeJobs += job
resultStageToJob(finalStage) = job
listenerBus.post(SparkListenerJobStart(job.jobId, jobIdToStageIds(jobId).toArray,
properties))
submitStage(finalStage)
}
}
submitWaitingStages()
}

   getMissingParentStages函数中会根据finalstage对应finalRDD的dependence类型来创建它的父stage。由于MapPartitionsRDD属于ShuffleDependency,所以上

面的日志截图中可以看出finalStage(stage 0)的父stage是(stage 1)

      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Yr0vwUPOtwxMsLU0Yd3mRx8H18ensof4o3OtHjVh5DVxGruuETsSEV8Ma9cmdLCC7vvnoAGzLI09Vj8oK/G6lo8/NmxftAyTfw4XeC82+/xyZSexaC3cbnhl+08f3u4+jzb47bFCDmkN/KbjpebCbe5HF0FVqnkhlqbnB8Su1tuYSMNTobtxTRyaWgyUhpXuiSv12VNSH5J19fieq0kkAf7HMDNnNZ6HOhqVpXprAmMg9ZTlxpLXQBWUMVHYM2ycTvPFuzYRV/eaBsSnB89ntsun58NM4RE5CXWoN9++nv0FcNZcQ/fh3B65BpObHEefbTTybS1v/zqSfUV+JiPpmhJgSZUm0tJ55Yo/PZ+9nInfADDJ6gU9DogIWXi/56zPw4AdTJed3tuLevoKDAIvJ6RyNoCtKPXlv9XrxTkZrxIqCfMKJN1mZqcj4FE28vPbed4JPY3HUmfl1xCZ3uY0BCjs3U5HzKKjEsu6J1MscXclqsKwbTgX3qOM1GszppFya1dVjPyZwfZpLniE8AdsXNw93xxvCENTYdNvNC2AUBdt68kj+YQszx82ePwHAKbWC9RdiFUC8tFnwSm9jOw8/USpTRDbf+Drjh1hkH1jSQ34jtiHbRjNsw9KP1nbrJOfOXaG5yxmceiX+pnMxjnbjxJzr62NoXYJahleu8kACJz4/9DqaTR2MbdbJqq9OGdOdS2dp7SRPfPUIqiMYmWbPbBXTCTrQQD/YL6rqArW7TpeCT2FR0Nn6d/eVnP1HEaHXHEx7xzmKi42OhpmxqY9gdO/HyI+1CEUh0fgTPyAjELdhEJiklgoAgIAgIAoKAICAIdA0CCZuiBg8ejPPnzfshu2YQ0mvfQ2BUHh1F68Xpo5McDVaSICAICAKCQKwIxHHOOdYupL4gIAgIAoKAICAICAKdg4AINp2Ds/QiCAgCgoAgIAgIAp2AgAg2nQCydCEICAKCgCAgCAgCnYNAwj42ncNmeC9mRHCO18SpI0MX6Pds0K2ldAzUejtpOFfx5XQ0/fi4klbX374GN32+Dr+qru8yMPT7LkoxMc1c593jOKUXQMKOo8YQA8kLfakjCAgCgoATAj1WsOEbhR/bcRGmgGMPae802ITz0rLUdeocd6ZDUkfT7xCmu4aopuVg7N88jCEHl+Ldk+amH57X0dxdU/w4Zoyj+1CMVP/2kgA/XvrWtAn46wfH4MzzFfg04rqqwfYllgvELPX4iPSPpgRXv/3m2q64/M4ctxk8kJ/VBWJeAJE6goAgIAgkiECPFWwSHHdMza2B+DrikqqOph/TYKWyZwRYqJl+/THs+tdt+KMKssiC1RMY07YaR1o7SPi1cKfufRl9GC8u0eMh6dqdlZje0HmBGz2DJRUFAUFAEOgkBLpMsDEjcZtxm3i8Qe2LHqahcvgAikEVGvvJSxwnL9ipy5EWZOFzCqCXS2r+1qpXcXL0QqXyN7967ap0++Vd4WYCP6p/EdxU3Mrd6JvXZJ8oLMesfH2jtPNgp6FwbHnL9VItO28mZpoWOoZIWAZCalz4Ek+dTEGZMU/a+Ut46u3LOGVoFewR13n+1tb1w1KKsVVIkdl3V11EdfZALB+p4eXtFMKu+Cu4P9PnKV5XJN6s+WxOKv6qqdFpxol/Dwodptbnpmucy006Vhpnf/dswDR1zbUUZfGLz5RQw8nnq8eRTT/jvwIsaHk/wt9Mu0k9a1qwf11TMw85Rtucv30GxUYr1vp8dDJAIuIfKuJyS2NAg8hxl3avflL1b5o38wz6eZZ4R1atjnX9OM292/riS9x+OvdmY3ze1k7EAUmBICAICAJJQKDLBJvaY5dxZKQPhRkpuIUCSHKsqdzsfmCfmabay6hEChZQRG9TkAlspOMG4p6zF7HxbBK+iFMz0PKLRdgw7BGU3UWRfunvF8evxAOFFOq6ei+sqnT+Op5jAzznzhIUt6zHitV7jRf7DZhRStGAjbgjbuVu9JloHgX3A/kmrKigzYqFsYdKMP2QLjyZ152bX+y8CU3yr8Jz2yiYoMVc4bRO9E0wsbD1TNc3eACWD7uE+7Z/iVu+OZCEkgGYM/wyniG3FP2Z5/MiHjuuQQk546/AUvwZH/j7Y0xmCrKuAoYP0edyGF1N00A0OaCpNUC1E/9e8lijkn1qKTbt1OkrDcsPSnDWMPtcO3EB8r/YjE2bDihyuqBTguv/LWgWumrcI8gmQYNpaKmzcMcPFmBMrS4cfXKgCjf9YB7mzb8Ou/9N19pY+VL9jW1B9b8uUWYmvf0TgBKuDuDdFw4YeRk4HmKK8ra2D+7ag0kPLcTyJ7LCBFlTC+gc+0inz2ua48vw2uKkNEAUzbp5qW72cltfqv5kP5nJSlQIAr2vlfQ7Eo2Rl/UpdQQBQaBjEOiyU1E+Xzttbrz/9sPXh/Om4kPxdfyleRlvHmunfA0bKy/SBml+DZv1UzAuO1ls+9F8moBtaERb62HU0N/1TcSU4eviCfJRt2P6cD2OqC4srAuNM+NW7tIJa2gCgc1OH8DJ1nSkcnwbSkWFBWg7diDwxc7h44dmcPCozkvKabuaIrxTqjun45A5JEVp3+4g1w9zPrmcI7U3kY9S4bB+gbogAXbYIF4HLOTof1MrNHi8ny5n2jOY/+Ba9e9v/vYRmNoX7u+P1T8L8Xf5fP/bOIM0XEWKlkAaMQ1jUs35Y43LiyG+LqyhMX140HIIZ75Iw5Chemtf63b86oVH8d4XUzCDNC7zFj8eoMVC0ojr03CmMigkcf3jp9OQnUsLPgnJV7cZzz26GDtabsOPSCOzfM3TgbXohTxHr7YGzVMxX5CBdAqczCna+mKNX8HodNRuCfr+MD/7PkpHHkXqliQICAKCQFch0GUaGx5wZUM7feGTloY2QlafZ9EGB3+70t6Yyfzq7yqAovXLG8OKrZNxz9pylPEXq82M41YejbaXMhZkZk6dgOytHyvhRm1E/m1emhKvrF0KnrYxG9nH4IlYlEosuN4/m/5Z6rAYURsQgmiuB7XjSFMKrQP+mwovtKMuCk1rkdVZN+BQbO1LaVmm4CpjTSlzkFHOgs+m/ey8S4KRmr9QU5VHFvDpzkfxKVVWZqe7nsEQ0vD89vdZGEIaKCV4TQuldPZzr5S91TM1f8os9HAFUmM4fWSPV8Pz32p0G319cRA/XaNYNjeUz1b6NpAkCAgCgkBXIdClgg3qLmMXmZumk6Ym91wKxtDmcqSBv/55k0kJ+GHs+s1flOnJ7q+hQKMv+yb6X6ecinKYJavjr75JlCN1SzB8vFu5A0nvWfsPovauhfS1/h3VRjvxKp5iM5SHpGuXEjdFuXUV8Rg+maCaaI4zrmMfKg2/I0GnUP1N6QICPjpu9KOVs2/MN6+uwu7nlxrOvSzEhEoZPp9uEmI6uqloLYZUBk9aRaNvL/OdfBHVI+mI+FDWyDTi3BctOL6ncxyJmRdf9TpsLyRzZCZrTNzXAZsuZ6btwUtLFynBWPfLIZOsmaKur3q0tjajdYOYnezrQJ4FAUGgaxFIlk0nrlGwuan6M/p+H9QPD5KAw5vgB+anOn3tZjLVC5dRTcKLaaoK70hDI22ELAyxj0ZnJt4Y7i7WzRiq39Nk0rIw4FaeKK85d9ImRELUCtqY+F9H3LETL498HP9Nw9R4x2iHZWYIpL7BJNyQhqaaBBv+m32s/IY2J96+uR1rb66i9XDmYND35YbvzkO2hSgLPt/Ks8xfy2c467FTpj9m/hp8tzho+mOH4Gwy45xtq1OOxKc/BfLJp+d6Mr+Z6Zq8CbjG8gzVZz6yv+axY6Maa9ymP/ECfjz7hkBDFkzyRwFtTR8Hiak1WYD8iaH0uX06meRqK/UTVVxatIjuarJUi7a+WDCuOUa+3uSTM94ynuziyepKBEmCgCAgCHQVAl2rsaFRs9+Ff2R/ZA6mL8amoBmKN8bnT2koyyWH09kDaKNqx+5T7UBu6CkpFo42fPAlxk3pjxnfvgIziKb1pFVHAcubCI6uQutUMkPNDZrO1Kmlav3rN1p5MvhinwiwGczSP9O1n5xKRl/x0HjnvYuoY4fh3IF4xbJj6iejdIF0zGCiTIJpLc03a3CU8/g5mmfLyaJ4+mbB4vDBE3QiKWgKqn/7WZy4eoEix0IITq3DuSIyQ00Lzp869WTci+PW7+k964DbHsb8ccH2VtOYMnW1kXnKcuJJ++NxvNf2Hv5o2HtYY/TbyjEhfGp/2EQnzfa4dY+aDauABaUomxLs336PDWsMN24popNLFbROdJJKs1exF7sqa0LyT76+EtVpJYF+3daXMrU2kfnLcuJKa6ELBBuqcMarLdF1lFJBEBAEBIHYEPAVFBQk9Hkl0b1jAzxZtXUfGdqEbKYA51Mwyeq1+9DpK9G99XmejWbjpF1nzUCy15d5dYHVWbmzxiL9CAKCQN9CoMs1Nn0L7mSOlp036R4TPiFl+ToumnEbhlLoBz5+K6m3IFCAWYZWRNM6K6RC4uvLfgfOyaO9ZT5kHIKAINCdERCNTXeeHRfe7CdauHp3MUO5sJ5wcV/R2CQMVAIE+vL6SgA2aSoICAJdjIAINl08AdJ9fAiIYBMfbtJKEBAEBIHejoDDcZXePmQZnyAgCAgCgoAgIAj0VgREsOmtMyvjEgQEAUFAEBAE+iACItj0wUmXIQsCgoAgIAgIAr0VARFseuvMyrgEAUFAEBAEBIE+iECPPe7NQRbX0KV8fKEbp4hX9ydhUvWr5ulWVjpGHc/tvom29zoE80r8Vomu7BWyqPX4ZuKbPl+HX1XXR63XkYX2mF6dd9xbH1Ui/Ycd97bFsHIr70hchbYgIAj0XgR6rGDDNxM/tuOiiiLNAk6nxIoyon5zXJ24kkN7XRgpwomlwSjJcdHuY40CAS8PBuM6OeV1NCzXFD+OGePoPiEjWW8e9tI334D81w+OwZnng1HAw9vVYPsSy/ow1p9dMOB25nF/u0DCZeaNw+pvhyCo1vJQHpz7D+czNMcMzsm56oI+WwO3cjf6Ui4ICAKCgBMCPVawcRpMR+VZA1lSEKCYu0m0fcwdSoNOQYCFmunXH8Ouf9XjUemC1RMY09Z5gS+t9xbpQnIp7m5ahI37dQisIRZYuFj+RBZeWrUJpg4qUnncwnunIC+dCAKCgCAQGYEuE2zMSN3WuE5B7Us7Xt5+CZXDB+DV8aGxoTjO0DP1sQsXdgi04odRdheww6Yp4Zf/TOgmJ/sXsf3yO/tXr6b5UW0xA0Vrb5qn8gxBKc8Sb8e62TCfP517s2LfTp/zrH20Vr0VEoTTPmbrs513s8ypDyc6gejrF76kuEYpKDPmSTt/CU+9fTkQndsekV2PE9UvELl9d9VFVGcPxPKRmppzFH8F92dSlPckzTObk4q/aporm3Hi34NCh6nhueka53Jz3FYaKpaUYZq65lqKIvnFZypyOCeOT3Vk08/4rwBkWh7Fipp2k3rWtGD/uqZmHnKMtjmWeFKs9fnoZICE5z9YgD7x0UIjund4s4Plq5BeWoopEzcFBB9rLWv5a9Xh7SVHEBAEBIGegECXCTa1xy7jyEgfCjNScAtF9X6HXvC52f30IIi1l1GJFCygiN/mBhfYSMcNxD1nL2Lj2cSEG1/1OuwofAGT7rwRh7Z9ouZKj47cTMJJFT35YFWVZ89+GnNsM5pzZwmKW9Zjxeq9RvsbMKOUoh0bcX2itTe1OM6xnfSxcZ8PTPaTGaJEhUjQ664EDOFJCWFpe/DiEj1Cs6pPnBjxFaOuP47OvHv1Yux2rOUdW9/gAVg+7BLu2/4lbvnmQBJKBmDO8MskfMJ4pqCWtRfx2HENSsgZfwWW4s/4wN8fYzJTkHUVMHyI3h9HZ29Q89CORq9hth351zNZo5J9aik27dTpKw0LRds+a5h9rp24APlfbMamTQeM+cvB2L+haNz/FjQLXTXuEWSToME0tNRZuOMHCzCmVheOPjlQhZt+MA/z5l+H3f8WjCJusqT6G9uC6n9dgk95/lT7JwAlXB3Auy8cMPIycDzEFOUdf+sIhdPXAAAgAElEQVTweX1M4ujeRzm6941hyPCcN7eQ7Fg4Bdgf7jcUUl6tr+kwIpIhCAgCgkA3R6DLBBufr502N9Dm1g9fH07amTofiq/jqNiX8eaxdvr69WFj5UWCz/waNuunYFx2Cgk2CcXuVNNy8GgNZk6dgOytH0Op3icWkYPwTrxGvHhOo27H9OFV2E1tdGGBIj4bX+GeaThUZI1Kweh01G5ZFoj75KvbjH0f3YZJ42/ErtM5yB/FQpgu1DAJjsZcO/l2B2odl6WctqsvqzHXnaM5IW1L5pAU8n3y4Q5yfDLnk8s5knsTC7PD+uENoy5IgB02iJuzkEOH9OhvaoWGL+h/HqYhxxK92xyluWVzdO13LUQ+3/82zoydhqtI0RKQ/kZMw5jU90jQ4PljjcuLIfPHGpp3zWjfLYdw5ospGDJUb+9r3Y5fvbAdrNGZ8bfftmlkcjDi+jScqVythBpOXP/46Sm4KXc49RcuWJj8x/L/1CnLKLp3sIU9uredlt/fjGgOaW7ldnryLAgIAoJAd0OgywQbBqKyoZ2+8ElLQxsh72JZvKn525X2xky6FsDDDhcPsvu3oXqqqZonbcvUAtRWPqt48ZLObHsSK7ZOxj1ry1HGX+Q2U5QXGpHrcBBCIG9uBcrmhtZqJYEQI7IwFH6cOO2Z3RAiiZqiIvMdWuLz9cP9s+mfJZtF0loWbChlsrZmUDuONKUYf1PmhXZrXM+oXVmddQPOw9a+lJZkCq4y1pQyBxnlLPhs2s/Ou2sxX81fqKkqaseWwk93PopP6VmZne56BkNIw/Pb32dhCGmgnASvs597pexezzSPKm3d6MOoYt+aKMs3IyPo6OxE3a3cqY3kCQKCgCDQnRDoUsEGdZexi8xN00lTk3suBWNocznSQF//9GYOmJ7o633Xb/6iTE92fw0FJH3ZN9H/4jkVxRqWmmPNeIBV8w1ZyMMevOGyMdgnz+oYrJuKypG6ZRFeq46yu9iJOD7Xo7W1Ga0bliltUFjScsifZizSR1CJJbp3WL0IGbp2KXFTVATygeyIx/DJBNWkpSDjOvah0vA7EnQK1d+ULiDgo+NGP1o5a1K+eTVp055fqvxgdL+WaSFNfD7dJMSZuqloLYZUBk9aRaNvL/OdfBHVI+mI+NDhVNSIc1+04PieznEk1rV1C5X/TCT/GN3USkLlFja1hpuqQssd1px9wPIsCAgCgkA3RIBVJV2WfD4N1Z/Rl/ugfniQBBzeBD8wN2n62s1kzi5cRjUJL5qmm6rCmdXQSBshC0PsoxFrUhvCqCLMGD8WOHZAN0l5JMI+LncXW0xipxs9O+8GulBtCpA/MbRTXegif4iHyGdHC/aRXTwZ2fSsO4qmo3hG0A5RtIju2vHIe0dX4+P4b5JmiTU2d4x2WGaGQOobTMINaWiqSbDhv/leIr+hzUmER9beXEXr4czBoO/LDd+dh2wLURZ8vpVnmb+Wz+DVtYfpj5m/Bt8tzglQZMEpmwTNs211yqx1+lMgn3x6rrfM3zV5E3CN5Rmqz3xkfy2R0TLOe1G1txm5U+er9WFPuoaO1kfrHl2rY6vgVm6nJ8+CgCAgCHRXBLpWY0OosN+FfyRdtDeYvqibgmYo3hifP6WhLJccTmcPIMGmHbtPtQO5oaekWDja8MGXGEd32cz49hWYQTStJ63cgDdPksycXEMnpMjp0mIGi9aWv25xdBVap5IZam7w61aZBmLQ1nD/G7cU0cmnoMnJvE9Embqa6FSU5cSU1vIhdjRU4QwJgOYplrK19ypWT76+EtVpJdHY7tSyd967iDp2GM4diFcsEpd+MkoXSMcMJpZIMK2l+WYNDgs2TedonqPZUzyMggWLwwdP0ImkZzDfUNLUv/0sTly9QLVmIQSn1uFcEZmhpgXnT516Mn1qXPo5vYf8qW57GPPHBdtbTWPK1NVG5inLiSftj8fxXtt7+KPh4c0ao99WjgnhU/vDJjpptsel9/Di+q0VqB5digcWNWJFue7DYzVlBu6p4TVuyD4Ry8PJS44gIAgIAj0CAV9BQUH4510MrA8ePBjnz5+PoYVUFQQSR2BUXhzqucS77TQKH51k72kWwPik3Ww0GyftOo0Bo6Nk9a8u6Dsa2UTrVt7Z45b+BAFBoOci0OUam54LnXAuCHQWAgWYZWjtOjukgj7C8P4PjpiPnzx0G1IdNJymQ7P9HqeTR0PxcivvLHSlH0FAEOhdCIjGpnfNZ58ZTV/R2PSZCZWBCgKCgCCQJAQcvDqTRFnICAKCgCAgCAgCgoAg0MkIiCmqkwGX7pKDgOmDkhxqQkUQEAQEAUGgtyAgGpveMpMyDkFAEBAEBAFBQBCg++wlCQKCgCAgCAgCgoAg0EsQEMGml0ykDEMQEAQEAUFAEBAEgG7lY2PGhTIjenudIL6VeMG0AZhBl/xxUpf5VSUeAdzsX9OuwwvlN+FbNcdx87rPvLIVqJdoe5OQigeUsRNPVcQXeZkvFbxn7e1oNaKD2wfiVm6v3x2e7TGvYjkOHXbc+PWSkFAYKkQG3ef3xqpgoNF4xmzlMRb+4ulL2ggCgoAg0NcR6FaCTTyTYRVqQgWiDoh1kzEIY+m6+sMOd3d44t2hvS70pOPXi45gcxS6ZpDDl1ZVeb4d2RNPHVjJLjhwV+YdJ3aBhMsCN+Py3+piulJMTAvOo7U8lO0abF/ybCAKutfbow9VLMYhg5C6IC4MiwN4o3I2Hiidj5cSEW4mzkZxy3qsWG0IpFHmOYwFyRAEBAFBQBCICYEeL9jw1fscFTwQZ6oD5Bmf7zM8uNjQ1MSxKSXanjUHcyb7KeRDYpqDmFZGkiqbggyT0zVCpbi7aRE2crBRSictWhIWLpY/kaWECD0gQOTyM3HMQ6xD8tV9QqEr1mFH4QuYc+cBPLftk1hJqPo5mRlo85sjiouENBIEBAFBQBDwiECXCjZmBG+O6s3mI78KZhma7BG9Ta2M3fwE9MP9s+kfNW+qvYjHjkePFKFNLkTNQmCFTVMy7+GpKINuclJ/3xyUlOreOoDvbj4XYFDThmDZym9gQYZRR7uADav2Y9Un+nO09gHzlLFBf6viVupXT++++ms8uDfYbw4H6NxbEdRIGPV0QaEIJ5Y+Cywqx6x8vY1VmLBqTVqr3goL0ulWbmpOilObUR3BhGWfs0jPZlyuSZk3OlYxY19xhGpT8LFWtJZHimDtSDjBzIO79mDSQ7MxfqtFKxQDzfomP4YWcrDM+ASjGLqSqoKAICAI9HkEukyw0QWT/mChRg+KmKL7yVimxPS5MQUVJeSMvwJL8Gc8Qx/AGysvYgMFTlw6qz8K0Y6Xt1/COx6/5H17j2JF0VTcP/8qbDaEFRY2bi34EwknjcSFD5vXVWKzwc/YecVYbVsu4+aPxgI/CUFP6tocXdAZg3nLdLNStPamFke7YSR2ll6JX4YIWBbzC5lkCkaT5mIDBeh0DAyZgUml5WirXIQVFaHqKhZaZqbtwYtLdE2PMmcRFSP+ItzK9eHmIDWVrV8ZSB1GOWb0dRsWXh5Z8zRpFNB2lMcSLtxwRPPmFopoXjgF2B+u4Qgpr47Pz8gLn2F1Th/AydZSFYH9UHVYqWQIAoKAICAIdCMEukywwdU+jGMT0vlLeIM2S47S3cAaG472TEm7KgV3ZOgmpjePUbRnElg4EnjTSB8Kh1GE73qOAJ1Y2nSwBWW3Z2DsprO638yUdHIQ/gMeNDQunqgXfBWlNzQqLY3Pdw6rnqSAOB6FK0/0wYKFHydOU+1QucVonq6EmtdsEcVZm5M/irUsQfNV/dadqJ18u2rnVm7yxlqW1x41hQhHBqIOI3XKMpSRnGImq+nJqaHf3wzQvEdKbuWR2iWSbwpUeUrTFLvWRUxRiaAvbQUBQUAQiA2BrjvuTYJLpgcBwOdjE9MVeGXWV/Dqtwd4auMZgqpPsQEj8Pe08Spty+1pePcga2u8pcObq1Gw6A+4vnQaPiynfy8Uk5AT3QTmjbKl1ogsDI3aqBmtDQ4VVDs/mlkgckpu5U5t4shjs9iKpYvwYpUfWstbqDJ8ayKRyshIj1Sk8t3KozZOoFAJVDEmrfhhlK0txxxUxO2fE2OXUl0QEAQEgT6PQNcJNh6hZ6fgX277M+7b/pfAvx++l7i2hrtnDcubh/+EbxVlkWUkA1NwGv+vyiNjRjXdpFSJmxe9jYJVLZhCQs7zk5Mo3JxuDPOL8cShapeB9BERaruVR2gWb7bSFqXehilkzomUdC0SUHvUeRLcyiPRTUZ+PAKVr3qdEur2ZZRiecnkZLAhNAQBQUAQEARcEOg6wabuMnadJwFgUD8UX80akxR83WKC8J1tx5t+Fj764Y7RHcfm7zb9Ae8WpGPZhDTgsD+mo9zsHBwixHx8gUSjGJNqk4ZbLeaaUAr1aG2NIqBE6E531E1H8Ywg4aJFC5Fr1HcrN8my8/D0J+i00pqnMX14/AIb91e1txm5U+cjm47M25PupEz8te5x1Oq4ldvpJfOZ+06n5dHW9HFcZA8erYmrnTQSBAQBQUAQiB2BLvOxYZ+aDW9/iSxy/J3x7SswnTQzL/+uHWPGk/+Mkd557yLq2GE4dyBeMXdkKov1Ar9osLDG5dc1N6HsthY6IXXWs38MOxrj4Pv49HYyQd0b9D1RJ6csJ5qi9c1l3P/i9emoufdWomPU/vBY4CJA9u+oOQbMGX8jdtPx41iSeYqobK1O+OTrK1GdVhIg4VauV0ye83D91gpUjy7FA4sasaJcdw7Om1uBsrl6T4F7athEacg+EctjASLRuiMmIC+1BvvYjBa7m5HqXY57JzoJ0l4QEAQEAW8I+AoKCsI/n721VbUGDx6M8+fPx9BCqsaKgPVY9yEPfkmx0u/J9XVNzmw0r4rvKLY5dnVB39FwJ2wu57JJ/lVx+8kkemN0T54f4V0QEAQEgc5GoMs0Np090J7cH5txNm4pQhndgOtP5AbcngxCVN4LMOuZCsyiOmbIgoMj5uMnD92GVAdB0Lznx3qHD5M/SQfa7IkdgPnI/EvlZIZyoGWv7/Ss/IvWLiRH4nsD/ImA6oSU5AkCgoAgkDgCorFJHMNOoyBf/p0GtepInWqa2phYOIXOZVl6EwQEAUGgzyMggk2fXwICgCAgCAgCgoAg0HsQ6LjjRh4xYh8dSYKAICAICAKCgCAgCCQDgS4XbJIxCKEhCAgCgoAgIAgIAoIAIyCCjawDQUAQEAQEAUFAEOg1CPQKwYbjSv185kC8PDUFIx0uf+s1syUDEQQEAUFAEBAEBIGoCPQKwSY3u58eQ8q4xdg+Yo4kfs9UuuSP4k3xv5dnDsA9V8V+fQ+fSuqIq/H5npq719DtvnFeu59oeztekZ71fiLfQJwoPm707eUcLfzHT8xzvMmYx+BWHmmc9nzz9mWO+7R8zcMYL8KzHSJ5FgQEAUGg2yDQKwQbFfWbN5sLl1H9RSi2LNQsmDYAMwb71I3FHHPqhzsuYePZ2K6QVUetRx+m+0yqwiaPjwUvj7LBhjWIlJGWFXGTjtQkJN+hvS4MdPxmHA0fT7zHVekA3qjMwgN0v49TmAbArdxjpxNno7hlvYr79NSj6yB30HjETaoJAoKAINAFCPSKC/o4rtRjOy7q8IVdouZD1iC+uO0yPqijKrHJM4omf/nPmezHjqWbcCaMvjFrLY2Ry1wmli/ge+3RvRH4d2nMQ0qwvXsP0Wt4wic6ibhKfRRi4kzdOuwofAFz7jwQdjOwW7nXTnMyMyQkglewpJ4gIAgIAl2MQI8VbKyaGBNDFl5e3n4J75DwEV7eD/fPpn9Uuan2Ih477t0UlTN+LLC3IqYvdXW5210gYSj0qn++7XYm1uOpir3qqv5Z+UFJy7wRNzieGzCjtBQT0/Q6muZH9S+WUcwo/Tlaez0Mw0LkGYJYnnEzL9M++XoJXqs2aBKfP517s+rSTp/zrH20Vr3lGGk8Ej7WUBBYVB4Yq3WcbvTdypnHg7v2YNJDszF+q3NYBbdyNfgoqb7Jj6GFOVQjtlhdUUhKkSAgCAgCgkAHIdBjBRsOormx8iI2EjDsPLxmSn9YgoOTFkMv30BRw5dSoM1CtAeEnliwZP+KgtEkDGzgyM7e1T2+al2TMOnOG3Fom74h8kafP6qZhBM2Z/lwqGIxDhnMsClnjo2xnDtLdBPIal2bo8dFegTjjbhI0dqbWhzWpvzkoSzsCxGw9HEo8xFporYvKVFCm153JWAIT0oIo3ACLy7RNVWqPvHYauHTHZ8MTCotR1vlIqyoCMXPjb5beYCN0wdwsrUU+ROBQ9UOs+tW7tBEsgQBQUAQEAR6JgK9wsemY6Hn6NZ+NJ+O0ktDo6Mm4+DRGgwdPSHo/zGxCLkf7QxoXKJQDBaNuh3Th+vaJY70vXt1cnw8dIEkHbVbgloOX91m7PsoHXkUSTwghG0Imt9UzKMwpt3wSVdCjakhMpu70Xcrt7LBuDS3AEMzbwzjjjPcyh0bWTLFFOWGkJQLAoKAINB9EOixGptOg3BEFobG29n+baieWoopEzdh434yK00tQG3ls0TNm+bnzLYnsWLrZNxDp3HKlHkt1BQVL1t6OxZIgLy5FSibG0qp1U/Patx+nGCBLhq7rvg0o7XBgVM3+m7lNpJ+f7NDJ8Est3KnxmxOZDOd3UToVFfyBAFBQBAQBLoHAiLYuM3DadbGZEWtxZqO5yrCq7CmoOZYMx4onAI0ZCEPe/DGfqoXTVCwkbE6BuumonKkbgnXgIT37pZTj9ZWEjo2BH12QlpoOTTusUgfQbnsdB0pecDHsalqF4W+W7mNaEZGOkgOi5jcyp0asjlxBZm22CS2vET3i3KqJ3mCgCAgCAgC3QcBMUW5zgULABn6Bh+hrtr41jjf76LMN6OKMIMdkI8diOnkFNO9u9ji5Kw2+xiTalOg/E+sSRe6gOKHyGfHci9LdvFkZTpjgeoEmaWKZ5BQZqSiRQuRG9a9Oz5hTSjDjb5buZUmm9XS04C2JvaDCk9u5eEtQnPYpChJEBAEBAFBoGcgIBobl3kyBYA55Heym44X25O5adrzzWd9g16ImZNr6IQUbbyRjovbCLCPCY6uQutUMkPNDap4lFnEONEUqU9rPve/cUsRmVSCJiftxKvqVJYydTWRucVyYkpr+RA7GqroGDWdNipfhXQ6lVW29l5F8uTrK1GdVhLSrRs+0Xh0o+9WHqA9YgLyUmuwL5I2zK08GpNGWZu/3kMtqSIICAKCgCDQ1Qj4CgoKvJ97duCWo3OfP3/eocRbVqLtvfWSWC3rsWW5nC0cy67GhzVbk/yrwu6xMTl1Kw8fUWiOOg2WsVMJg5IEAUFAEBAEujcCYoryMD+61gOYGfGGWw9EenGVrsSHHXz5SPobWyOYoVzKvUyLbk5cSJorCangBS+pIwgIAoJAVyIgGpsY0Jcv9+hgdTY+6hLEqY14aZXzjdBu5dFHI6WCgCAgCAgCPREBEWx64qwJz4KAICAICAKCgCDgiECPN0Wxj44kQUAQEAQEAUFAEBAEGIEeL9jINAoCgoAgIAgIAoKAIGAiIIKNrAVBQBAQBAQBQUAQ6DUIiGDTa6ZSBiIICAKCgCAgCAgCIth4WAN8T8vda/hafbo0L46UaHuvXer9ON+A7JVGV9Zz49+tvCt5l74FAUFAEBAEugcCItjEMg9pWcFI3bG0M+s6tNc364dDwhrEQ1raCAKCgCAgCAgCggAgIRU8rAJrIEqvIRGsZBNt74HFhKqo+14KD8rNugmhKI0FAUFAEBAEugMCfVawUZv5XaD4Tc/CGiaBr9+fCT2SM/89K98Wp2lbMF4Ux4maQbGUJqbpdTTNj+pfBKNlR2uvhyFYiDwjdlSeJV7TyddL8JoRD4r5/Oncm9VasdPnPGsfrVVvxR4kM8IqtI/NrObEQwQSxO9k3LO2CCcIYywqD2Cp4l0ZOLrx71YeqW/JFwQEAUFAEOibCPRZwcZXvQ47CinG0J034pCxyfJGnD+qmYSTKloNPhyqWIxDxrrgW3Xn2NZIzp0lKG5ZjxWr9RhCujBA0bJX6cJStPamFkcbPg8/eSgL+0IELF1QUjf5TvZj+5ISJXzpdVcChvCkhDAKJ/DiEv3mXVWfeGxNwlrm4Ja7Vy/GbkdaQWHPsTgkMwOTSsvRVrkIKypC27nx71bu3rfUEAQEAUFAEOhrCPRpH5uDR2swdPSEoN/MxCLkfrSTonjHsHGPuh3Th+txRHVhYF2IBijeBcVCUsHodNRuCWqUfHWbse+jdORRpPGAELYhGE5AxTTy2CHTn/7ECyr+EWuEfPn3GrGQku18nK6EGlMDZbLnxr9bucdhSjVBQBAQBASBPoZAn9XYqHnevw3VU0sxZeImbNxPZqWpBaitJLMJaWu8pDPbnsSKrWxuKUcZa1RspigvNCLXyUFqKpA3twJlc0NrtfrpeUQWhsKPE6c9sxtCxKqRCfex4bGEmtnMxrGPsRmtDQ6jdOPfrdyBpGQJAoKAICAICAJ9WrDhzb3mWDMeKJwCNGQhDxQlej8tCm9yjVo9Vsdg3VRUjtQt4RqK2JdaPVpbSSjYEPTZCaGh5ZA/zVikj6Dcutipu7VInikqQk+nG6Pz71YegaxkCwKCgCAgCPRtBPq0KYqnXplvRhVhxvixwLEDOGM483pZFuwDcnexboZS9dVmHGNSbQqQPzG0nS50AcUPkc+OFuwju3iyMp2xQHWCzFLFM0goM1LRooXIjbH7rqruxr9beVfxLf0KAoKAICAIdG8E+rTGhqdG30AXYubkGjoh9TFneJox9gHB0VVonUpmqLnBNurEj3GiyQsh7n/jliLycwmanLQTr6qj18rU1USnoiwnprSWD7GjoQpnSEtzsHwV0ulUVtnae1VXJ19fieq0Ei/dhtRhR+qnqmNulnADN/7dyhNmQAgIAoKAICAI9DoEfAUFBRaVQ+zj4+ja58+fj72h0aKr28fNuDQUBAQBQUAQEAQEgW6HQJ83RXW7GRGGBAFBQBAQBAQBQSBuBESwiRs6aSgICAKCgCAgCAgC3Q0BEWy624wIP4KAICAICAKCgCAQNwL9v/KVr8Td2GyYKI2ubp8wAN2QwM9+9jPF1eOPP94NuROWBAFBQBAQBASBjkFANDYdg6tQFQQEAUFAEBAEBIEuQEAEmy4AXboUBAQBQUAQEAQEgY5BQAQbwlUbrOGp72h4/lsabrBchtcxkAtVQUAQEAQEAUFAEOgoBESwIWRvzAIy+WK+K4EJQ8Kh1kjYmUdCzwvTof49T0LQPBKGYk1Zd/wUj933V7E267b1x9z3T1h0B8d06B0p0fnRtL/CXf/4U0zLdl4b9nIt+/tY9L++j6xeLkzr4/6nDl/7Cc9f1lwsvu0J3J4VnD9t8DTMv/VxlR9W5jJ/yZpfTRuBaf/rn/D40/+Mx/7x7zCml6+X3vE2kVF0JQIi2BD6HzcCTfyy+BNw4FzodLBQM/+vgdsG+fDhUQ2LdwMPvuXD5vPebig2qfFLd2H+Uax/eV9S51vfNCK/7MxNhV+K6sXYjTZS9eLvJi/qjpqf6JP9Pnb8JhMLl/yg2wo3busr+vhspalZHTbOSPOnkbCy6NbFmGj5EFF5fzUNaTYBIX3QtRT8tQ1/DHkHHMev96zG82+9idNhZW7z51buEb1vfA/faN2Inz35E/z8f/8Ljni8Hd0jdakmCPQ6BPp8SAWeUR8JKcvfMubWQV65jjQ5LOAc5CjVDuVuq4I38JmT/Nj55L+jsZNfSoufvgef/+dP8LMPdMZ5A5j5vfdR/uZpN7b7THlXzY/vzGk0nvkX7Lz5n3r1nPh8/40t//u/9fXUAes/2vyxsHKWPli+et0w7K+lLxhKKq/5t2ix8dJS+wLKa7lG8EfuO9+o1xuchqvxOT5moccodps/t3KvP7BhmRn4vPmM1+pSTxDo8wj0WcHGqokxVwHnrSeNzG/phedUfu8MgKMyNX2iYflJ7xLOsLGFwL5fOn5psTnnu18LpaW1vo31z+hCkPb1v8MT3y9QLGpaM97/l/+Dt88wf3+FuSS0jDReziNXPofvGgM59R8/Di7sfWuwxRBqOLPxzX9AebAU1v6t9M0qvGks/rupGGr0o/1+A37+irFJGZWsNNre/XmI0BSJfwsLUf8M5a+GhMP/F4JjNP5YhX/rkkcxIVXH12l83Hmk+dExHoffU5/44T8H5sk6xtCxv01bX2hyK+fah/dUovjvvocx/xU6tqjAGIXRxs9VouHHZV/78Cf4/c3hY3NbX+aairZ+rGXMi31tROuf6yc6f0xjKAkxXzQfwNXpNyHtZIMSUlSeX/9K+drYx3FLevD3p114D/+579dhQg+GpOKqlo/wewfBzG3+3MqZz2ipocmPa2/OpiryMRINJykTBEwE+qxg46MX1OZ3gc2EBDsP/yO5vmRY1oVZvomEnYfJr4ZFC1PoiUVtwy/nm/KBU5v+QBRsAgwJLbenVuLVZboQwy/64uY1umBA/Cn1Oml6frXsx2oz1zex/wMo4Ub/CtbzMlEdsuH7MGGePphTh8P7NYfJ9Hlj+9krOl+qv7/7e7QYtEyhhAWlcovG566v7wsIS0O/9Ri+RuVMQ+flfkw7rAtf0fl3FwwZDys+zM/jT/894JG/Yd+7X1fh/19dENM3yr/HmGeCAkS0+dFxykDxkn/G578J4mTiZ+dPjZcKzQjvbuUmHdS/j1Ntj+Jr3wCOfBDIdf3DbX7s/dvx4w5Gfv85wHH+oq8vbuu2fo688v/hiDEKpSl0GFHk/n1IdP40LQtDr/wcfzx1HH9Mn4XcIb9G8zkjzzA3/f7wz/B7gy8WcsZfOB4u1FC50vJcaHYYAWW5zZ9buTNVyRUEBIE4ERAfmziB894sG0OH+tFSH95i7M2j8fmJ9wPmqcMfHsO16fxlpn+t3pSfho//M7gJ+878B6lyaXQAACAASURBVKpPpmHk2K+GE4sjh7U3Vm1Ow3/txsck3qXl6MSYP/7Ktmt8rM8h5eoFnoah1yXOP2sMvpbXgvc3Wcx37/8X3m8bjeLv6eP3wh/ypgeceX2+03j7/9p9FCLPj45CmhJqrGPW5yecPx0/vZUT/9Zy63QxXy2twLWZsc1rtPE79Q8bfsxDpPnzspzc1o8XGq79JzR/6biGBJu2cw2oJZmEzVEYchO+qvJCudOFIOCLC6zJCS/LTSctj0MZ13SbP7dye3/2ZzFF2RGRZ0EgOgJ9VmMTHZYkluZk4doI5FiQuf3b30DWf/1BCTdK0Gn+L6M2b7j6F/Xj3w8l0BbhwzFCN1Gzw0wZZO5ijQNrMtJSgc8/jKzxiUoYCfKvcPPj9ywQGsodc4MY6ZE/3nh/9l9ssiPHadZ4WUx5Ad6jzI9epwVtnzmM1IG/kFpu5TaSzc0tDp1EznKdH4f+rfhFphxbSaT1ExsV59oJz98Q8ov5U6taz82fkfNM4U1Iv0AmJSMvtFddCAp1HDZrRCvT67jNn1u5EwKmRs5uwnOqK3mCgCAQREAEm45eDfWN5HeR6dzL+7/Dx//jHty7cpoqV/4rAafeM2hro011k27WcSbgnsvanbfJSdUpmaaK9XTaggUr3a+C7G6WpGsRnNs70QzmJci/wq1Q1x4ZfpPmZg6LYOfGn9VxVd+E/xlDyZk6oIGJNj/RBujAX0h1t3Ib7fT0NNp9o3XoXBZx/A79O+HnTNVbrpf1441S5FoJzR/7xfzpI920dO44/gAyRw0iL6g/tYSbm1gIsjkHB7iKVmZUcps/t3InBHwf/As5/et+Uo/dtzHMt82pjeQJAoIAIKaoDl8FvMEHzTvW7oZ9j4QIPrFEgoU6ymlxyuWv6+MngG+Qz4v13oqsr/9V6JFZtYGNVv4ZjmnSoyF3zbCvA989Y25yH/8maOoZ+8N7cKNBhPv/9W+OgX1o7vp68F4Pbm99duyTMj3zH4EAb2i/J7PbN+YHj0Irn4uhx1BNGi4v/PHGG8KrwsqeIs+Pvab1OcDfbZMC2aH4GfxHKLfSCmhfmlg7Fpq4jO8wecx2P47b+N3ws/cT8TnC+nJbPxHpxVCQ6PxZ/WJ8vkbdHEUmJUdfGSUE6dqdGFhUVaPNn5dyt/5YsytJEBAEvCMgGhvvWMVV09zgZzpoTtjnAmwm+X6oI62pelaq+CY6FWU58aS10smgz/bRMWGdHd7AXv/PcXRy6jmio+ex5sdMLzy5kUwxj+Lxb+l98Imrnb/JxjDsU4KLtd2p//g53k+9P9CWvxhXf8anooI8Mu31h9kXxF2L44V/kFD2Xcv4uHNz/Ox8ChJOAhotLfRUVDT+NI18lT5cg7Zvh+KraFtOiUWbnwAQEf44/PIapNGpq8efXqBq2PFzKw+QzfkGRrLA9j7lhPlU6yY9ny9d+S7Bcuo32vh5ftzwizCskOxI64uFcLf144V+pDqsPUxk/thnRvnFfBq8o0GZo746wfCVCQWahSCY2h07U6zt+dO9uOU7pbiFyrTmN1F+2HSLpoyo8+eh3N6fw7Mc93YARbIEgQgI+IqKipyvSY3QwJ49YMAAXLp0yZ7t+bmr23tmNIGK1mPD5uVa/JV36xISImymJudTTrF3LtG9vWPmND/eWydekzUTgdNwiZPrcxS6+/wlOr/qtF36bjFF9bmVLQOOFwHR2MSLXAztzK/ex+mG2WbjfpqCucMwfCj5VXy3HQVfBL8es6+fimu/2IDL8zQ6Yp6QzKk4LJjbHgOnfatqzeu6JdZpfjoLCXYQ5SPt618mMxT5OXlNhYV0N1IfT0ePHlUIdOf5i3d+rVOrTtPRnVWsGdRsWss+vgRk+IKAIwKisXGEpWMy7V9e9hMl3GuyTkCIxib2ObTPT+wUYmuh7pX5dlPgMsbYWkttOwLdbf5kfu0zJM+CQOcgIIJN5+Dc6b2IYNPpkEuHgoAgIAgIAt0AAV9BQUFC9o7Bgwfj/PnzcQ+lp7ePe+DSUBAQBAQBQUAQEASSjoAc9046pEJQEBAEBAFBQBAQBLoKARFsugp56VcQEAQEAUFAEBAEko6ACDZJh1QICgKCgCAgCAgCgkBXISCCTRKQ1zQf7pk6EK/M+or69/LMAbjnqoRcl+LiKnv201heMjliW02bjLvXPI3pwzuft4hMdWKB2/jdyt1YTbS9G/1Ey7uKP73fF6KuzXjGpg2fhx8/MQ/ZWmLrWdNuwPQnXkDZ2nIsX/MwxidIL56xSBtBQBBIHgJyj02CWLJQs2DaAMwY7MORQ3/GM/XmXSTe7yRJkAXVnIWaB0YfxkurqmK6DyUZfQsNQcATAmlZSgg5E8N9PdHpHsAblbPxQOl8Wveb4qc7cTaKW9Zjxeq9endJ4y8691IqCAgCHYOAaGwSxtWHrEEcL+YyPqhLmFhcBPjLdc5kP3Yk8nKPq+fYGqkv9yR8YcfWq9TuagR8vr147dHFeGr15viFD4dB+Oo+wZnqddjRchvm3HmjQw1vWTmZGWjzcxh5SYKAINAbEBCNTZyzaNXU6CT64f7Z9I8emmov4rHjunr8lm8OxP2ZuvZG09qxu+oiNp41nnP649Xx/ZSm540hA1GWq8uZWtMl/PA97zcG54wfC+ytwCGHL83xJS9gVr7eX2vVW2izjVcrfhg/nXuzytU0P6p/sQy76/T63Db/6Cq0Ti3FxDQ97+TrJXitOnZtFNOaOaoGO5Y+m7TNjQWle9YW4QTRxKJyyzhX4rltn6gxuY3frdwGV9ijW/tE8XVvvwgnCp3H7mX8idJnofonD92GVGPtaSdexVMVuubDig3z0loVnBcTyGj9s4loRmlw7dnXp0nj4K49mPTQbIzf+qzjbyBs0mwZ9U1+DC3MoVx9zbjVl3JBQBDo3giIYBPn/Ph8GjZWXsQGLQVLZ/VHIdrx8vZLeMd8wRsmqumDNOz6zV+w4YsUZbKaPmUgYBFuuPsx469AJglD922P3VeAX/4Fo4GTGz4mSqEChxIm0vbgxSW6ml6Zq6hWqzFm9Uyanu1LStSGoG9SKwGLcJN7Vwlaf7EIK0jYMcunNwSFHzf4uI8fTckAC0RPVRB/DsKXG43o5RmYVFqOtkrikelbktv43cqj96sLTR2Jr5f5yZtbARC2PHZ9fkow/ZA+P27jS5S+KZTw3D5nCLtM8+7iKiX8HqpYjEOWtTbHBqhb/zl3loSYiHRB5xGMX2UTYE4fwMnWUuRPBA5Vu82alAsCgkBvR0BMUR01w1f7MI5MVLhwGdVf8H6uofozjf6fgun5/UJ6ZQ2NqeGJnZ0cpKb60Xw6tCVrM/JHNaN6Q9D3oH7rTlB8Y5V0gSgdtVuCm4SvbjP2fZSOvPFBtX4baYJMDY5TeTR+eeN7IGMnVixdFKblsTpsstOm+W95zM7N6UqosWuR3McfHZ9o49Lxi94+UXy9tmctSGDsaoNPR+ownt/k8BeJPmNQVFigtDBW7M9sezJsLpyw9Do+jLo94Ozu832C3avXhWllOL+5BRiaGZ85SkxRTjMkeYJAz0VANDYdNXdXpSCTtSAW+rXnYtfIuLI3IgtDnSqpfD9OsMDjaDligQjgL/6yuaEEWv1OBGPP85H/w0uZT5PQcq/S2Fg3QH2TWozdjmQdGXasCTSjtcGhyG38buUOJEOyXNsnim+C7TuYPxZM0imGa9vRcE2hG3R6ufv4WEhasZXNjST48m/JZiq19uP3N3vr1lLL1Dg5mchiJiYNBAFBoNsgIIJNR03F2XY0kZkqw0I/d0gsG7ZHxk43kt9MVnhllT8W6SOoyNGpuR6trSQUbPBuVjI3M5KXPCe1OW1jsw0dpb1L97Fx8gXyTNBrRbfxu5W79ePaPlF8Y28fwnIH8OcEia4licc3xdv4dMdj3WdHN7WVI3VLuIYuIyMdsaxLHgsL3ivIdMUmu+Ul6wO+QU7jlDxBQBDoOQiIKaqj5uoLDb+7QMQH9UPx1Wwa8KH4Ov7qJAfiE5eT2CtvEBm6AGOhyhvCCTIrFc+YEsgtWrQQucYTa0xqjgHFD5HPguXejuziySH3ggwdPSH4zMdiU2uwbyt/pceW2N9ixdKDyKejuYneO+KlZ/fxR8fH7MM0mdlNZO70E8PX6/xEwiJZ/EWm/wl2VdYgdcoy8qkJaiJ1Hxt3zaSX8bHAYaUNJayFp4D2qCn2dcnUDh6tCScqOYKAINBjERCNTQdNnelc3MCnor59BWZQP3wk3OpgnIyuzQ1iDvnF7Kbjr9Z0sHwV0ulUCZuCOJ18fSWq00oCVZQ2pYlORT1TgVlGrtbyIXY0VOGMoeVpa8nCHDIF8KkX0xQQr8ZFfX2vpo6S7kAcMuzAg9v43cp1QrrJxOfLUL4rVu2XW/tE8fXS3nnkem4y+ItGnzUe/9DAp6LIVDRX10byqaiXDrGvi7sWJ9r46k/TRZPqRF6QNvOizEb2U3kjJiCPBe79VCFOpagc944201ImCPQsBCS6d4LRybvDdFuPPccrdDiNg7+YJ/lXBY5OO9WRvPgREHzjx87aMlEc1ekscnI3j6knhyuhIggIAl2FgJiiugr5JPbLmpCNW4CZnWTmSSLrQkoQSAgBdgDmI/dvxGEeNTtWpwVHLZSQCgnNhDQWBLoPAmKK6j5zkRAn5gmkBxY1ypdnQkhK456CAAs1ZVMbEwunQIO1OiirsXeSqbSn4Cx8CgI9DQExRfUCU1RPW3TCryAgCAgCgoAg0FEIiCkqQWQHk2AkSRAQBAQBQUAQEAS6BwIi2HSPeRAuBAFBQBAQBAQBQSAJCIhgkwQQhYQgIAgIAoKAICAIdA8ERLDpHvMgXAgCgoAgIAgIAoJAEhAQwSYJICaLBN9Hc3fMQSCT1Xvn0tEo3MSSmQPx8sz+uMVy83E8XFgDai5f83DITcrx0JM2goAgIAgIAj0XATnu3XPnrltwruX0x6vj+6Gp9mICEcoTHAqHemhZjxWr9ZhCclw3QTyluSAgCAgCPRgB0dj04MkT1nUEcjIzIFfiy2oQBAQBQUAQYAREY9PF64Cvg5+Vrwe4aa16KyzIH19C9tO5NysuzVhNu+v0+tw2X8XTKcXEND3v5OsleM0eS8dhjCNvGoDlI4EPKVJ3YWYKtKZLeJmWw/2ZvoD2xdTGWJsfOfRnPFNPcaMMTY1Zlpk7EK8YETat2hvtqhSsmdIfmZZLz7j8UQrAGUjDB+AV0vpw0s5fwlNvX8apGC5Jq2/yY2hhDrV2j09k6VX+FAQEAUFAEOiFCIhg04WTyoIJXwf/4pJNOEMbuYpZQ/y0Gjyp58l+bF9SAo4BpQ3ngIMrgV8so4CXuiCTe1cJWn+xCCvo2Syf3hAsjzY8ny8FN+MSVtQCZbkD8PVDl3Akoz8KR/bDt2suITsvBQFBhnxils6isnEDcc/Zi9hY/yXuo38sIJXlpjiaokzhh4WVFYawMvIqH06d5ejPOv8+Xz/8cNgl3Lf9S9zCAUMzB2DO8MskPEXjXMoEAUFAEBAEBAFnBMQU5YxLh+eyo3D+qGZUb9CFGu5QxawxemaH2ILR6ajd8qwSajj56jZj30fpyKNI3mZq21sREHKcygMVI/zhP8dChh55/IM6DY0X9Irc5cbKi0o7w8nna8cHpN1hYWhctvuyYefgpeNIE6S1Y/cHQQ2MLtQEmVERz6svq4w6g5fMIe70gxQAMUVZ0ZC/BQFBQBDo2wiIxqar5n9EFobCjxOniQFddrBxkoPUVCBvbgXK5oYWtZKA0VlJ16I4MuiRBQ0NX0Qao0cSEaqZZrrWqpUSgTwCRpItCAgCgkBfQ0AEm66a8dON5E8zFukjiIE6Jybq0drajNYN3sxKTIG1POlp9EcSBB91HHvWABRCw67f/AUbz/oCZicnbiPn+TDsaio9G7lGvCUc+HNFNcAmveUl6yX4Z7xASjtBQBAQBHoRArHp/HvRwLt6KBxR+ASZlYpnTAmwUrRoIQz/WzL5fIIacrAtfuiRkHtZsosnI9ty78vQ0ROCz3zsObUG+7Z+nPjwrvYhk6lcuIxq0rhomg/F14VrbmrPXEYT8ZNBZSMtfLHp6o1TmjJdTc/XHYOZnJaTkvC9NfbBHTxaY8+SZ0FAEBAEBIE+ioBobLpw4g+Wr0J6aSnK1t6ruDj5+kpUp5UEODqz7UmsaKJTUc9UYJaRq7V8iB0NVThjaHnaWrIwZ205Utm5WPOjmhyLTZ+cRIbmO3sZz5/qp5yKy2YP0H1lTrUDuUEhhen7zrZTPS1Qj/P4hNUP32vHqeOXcO85vueGTj2ZA+DyYUAlaVqSmeS4dzLRFFqCgCAgCPRcBHwFBQW692icY+Do1ufPn4+zNdDX28cNHDVkE8wk/6o+71+iTo9l7BRTVCKLSdoKAoKAINBLEBBTVC+ZyL48DHWabNRC0nyVQ0Iq9OWVIGMXBAQBQUAu6JM10AsQYH+l1x41winweGK43K8XDF+GIAgIAoKAIGBBQHxsevByOFSxGId6MP/CuiAgCAgCgoAgkGwExBSVbERjpMc+RpIEAUFAEBAEBAFBIDkIiGCTHByFiiAgCAgCgoAgIAh0AwREsOkGkyAsCAKCgCAgCAgCgkByEBDBJjk4ChVBQBAQBAQBQUAQ6AYIiPNwN5iEvspCMu/hYVqz8vWbkc2LCs0I6D0V387Ex47f/nXl8P3PZZiYZmB64tVef08QB6a9Z+3taKVLLrvL2uEwKTPoEs/APGh0QefSYGDcjlzb1jXB/Zx8vQSvVYffPt6RPAhtQSAeBESwiQc1adOtEOAL+mam7cGLS4KR0jXtxpANgRnWuuHmzLz/aEpGAM+O2Dyc8LFGXnUuJ5ZWL8Zu+p9+AWJsU27fkLsr/rGNqqtq12D7Eosw00nXGVhPXbKQk99Vw5d+BYEYERDBJkbApHr3QyAjIx1txw7gjMML3yooqGCZT2ThpVVBAagrR6MEhtGHAwKZLgysxPSG5GoMouHD43crTwSj7ox/IuOStokjwOt/StMy0QIlDqVQsCEggk0PXxLaVSlYM6U/Mi2belPtRTx2XKOAkxynKTS205FDf8Yz9abJxocF0wZgxuCgelnTLuPl7ZfwjkFv5E0UKyo36Iplbe8Gnf2rPZKJyKrybq1aqUJEOJkF9LwinDBU8SHajvxlKDPiifJmunF/OHdmbK4pEzfRy1Qv14opFtfcm9WDnT/1lXp0FVqnBk0Bdo2KOcbi1GYVpysWEwYLFGhpDAhkHPh09+oniZNQdX9H4MMmhWj4eTU5RMPPPgMdgr/r/C3CicLygJnSXF8mb6HYvoU2G9PRxqevj+j0teHz8JOHblOx3NQaM7SGTLfsLoSZlXTtWM8PD2L/7ZuwWn9jHAvvRAndFn5X7L8d+9qSZ0HAioAINj14PZiCi3b+Ela8fRmn6OU58iofTp0loYaicS/IS4EpiGhaCpbO6o/CcQNxz9mL2HjWh6nFulATrENtRpMgNJxAqQdu+eZA3J/pgykoKSFn/BVYgqBwFA2+nDtLUNyyHitW67cC6y87ila+KqhWT52yDPkkiKyooCCeahMowfRDy7DrdDTKepkKErrNKWaWsx8ACw7NLRQxvZAkoOq9uollsp/U/CUqcKje/0rAIqDk3lVCPheLsKIuWB6qUclBaipfdpyBVAruCSM4qTv3wMFdezDpoYVRtUgdiU+s+NnHpDbhCPg5zV+y8Y/Wvylg5s2tABzWF5ezYGI1YSp6NMhWY6CJ0jeFIhaGnzN8U5jm3cVVJFivw45CivV25404RII8Jxbcp0ympfmLKnpyXsP2Oeiuz7qQrpsyw3kMjo3NXQeVbxMJOK17uo02NZxnyelJCMipqJ40WxZelaAyLkWPuv2BLtRwMQs1nHw+DRsrLwa0Mz5fOz7wc34KxmVzOx+GDdIJFub1w0hN09sc/xLvkEaHNUF3kOsHa3DePEZRvSnVnrmMJqpXOCxUC6RTifDfUbdj+nCTJ9ZIrAuJPs5f0AHtwOkDONmargsIEcglmu33NysSLGQVjE5H7ZagkOWr24x9H6Ujb/yNgW7a9lYEtDBO5Xo4h8VYsXRRzCp1pvfco4uxo+U2/IgiuC9f83QAK5OBzsbHK75e8bPTSxb+XvuPhB8LEfmjSFOwIWiWVDHHDIYTpc9kigoLENI/5bEwaa53FmwxeTbG029KpYlFyP1oZ0xaP4PdHv2/wG+oMgsPLDLUrj16RMJ8VyMgGpuunoGE+9fQ8AURifCBZ2pd7N2w4LPh7UuAMkWRJmb2AFVFa7qEH76nCzL87PP1w/2z6Z+FgNdw8EojsFX/GitjjYjmj9lcY+c70Wdl/lFJ17TwF33Z3FCqrSQAdmYynTTVF/7DFUjtEadP4sMvefjH139gXkdkYSj8OMGaQcffTmL0WTBKTwPajn4cqQPogjKZOycCh8g0yoJQ7dFnI9bvzDWZaF9eTFFmH7qJeSFylcaGtFUOvnKJ8iPt+xYCItj0+PkmzcvVNIizoQMJmJ6gYddv/qJMT3Z/GVOrs5GaKtMVCzmZA/Dzmy7i0TM6PbvPTaxwWQNU6qaecqRu8aLdqEerqb2JwbwTjT/9K500T1tY1X8j0W9G6wbvfjHmZkX7YYckH5kntrN5IpM1Rrp5InJHyccncl9OJdx/NPxuCGuUXPzd+g/rPjTjdCP504xF+gjKdlxfCdI3ehvqMpcHj9Zg5tT5yG4AJo2qwb5yaugoaLmMp5sVezVFKXMga87I3PsamQdFqOlmE9lD2RFTVA+dODYtvXGKzUcpmJ4fNA1pOSm4hVXbJOxk8tguXEY1aXRYcCm+LvSNydqcJTlB01XDhSAYvrPteFOZrvrhjtHxLRN+ad1dbNHvqM0ktqRvDLrpaEYpfdXF1jxQW/+C1L8Kq8ixmF+8NcfI3+Yh8vkxTQFUO7t4MrItz0NHTwg+T5yN4lTafLbyV7iemO70J+i0lYMZKRqrZrsfzw4KAObG39YUpB+NBpclCx+3fpCWFYKLV/ysOKn5o6/yZOAfa//28bHAfYLMjsUzgqaPokXB9ZU4/U+wq7IG7CNl/Q3oPjaW38T+bagmAevbM8YCe7eFmGntPMf7zL/zV2Z9JfBbj5dOstsxFvlHF+GpR5/sc+a3ZGMp9EIREI1ND14Rp45fwr3n+OTTAHpxBQeikRPrO2ROep4En7Jc3cykae3YfYpMTLm6EMSOx+wYjMwr8Mr4YFvTUZhz3nnvIurUqSh6MVokCi8no3iThjpRVE6mnqBApU6leLjkizeWXRv2IO+hUjrtZJqxVqF6weyYZsxqagrcY2OoupWprInMP+TfYsKntdAFaA1VOGN8xbe1ZGEOOTbyqRbTlMaOxsEUv/NwzYZVwAJ9fCY9+6mrSINNFj6R6Fvz67dWoHp0KfkBfUdlmyeLouFXzyYeSh2Jf7T+zfmzjsP+t3lKq2ztvaro5OsrUZ1WEqiWKH3WwP1DAzvEB38DvAZfOhTUyKl5rPTTCakMVO+KbLay8+712epLlzmEP1C8GpK99hB/PeVv1BvUU/FDIC07CAFfQUFBQiudo1OfP38+bvakfWL4xQ28NHRFgDVOk/yr1PFzSZ2PQF/BXx39LjzoeLOzrmmcjWbLScJ4ZoLN0A/iS3UNRDzJPNru9RqAePqQNoJAshAQjU2ykBQ6jggsuOtLbNgSXGZd/ezIpGQKAl2EgHKcvYuchul0XmTnmgLMMrSKmhFS4eCI+SH341jZt9/Vw/52c0ZqeHM7aWzN+3Rs9+s4tbfe8cPlJ492EUjSrSAQIwIi2MQImFT3joApxHT1/71zLDUFgc5BwDwJlEeCRjTzLJuqdhuhLQKcURv9qoDNrszqF3j2w++qLgYu3eRGXtpbQyroHfUCr2ZXxKRCb0BATFE93JTWXRdhV2tm7P13V5yEL0FAEBAEBIHkIiCCTQ8XbBL1UUruchJqgoAgIAgIAoJA1yIQ3zneruVZehcEBAFBQBAQBAQBQcARARFsHGGRTEFAEBAEBAFBQBDoiQiIYNMTZ014FgQEAUFAEBAEBAFHBORUlCMskumGgH7aoj8yzeOjFCzz5e2XQk5euNGQ8t6NQDLvobEePXaKOWYv37+uHL7/uQwT0/STPIHLGXs35B06OhXtPGOn4307Th135vw79S95yUEgEMvro/We5557Tub8Mz2dj9vR+gs9DI4K0bMAeGNVMJCtOWIRbJIz932OCodceGzHRRUFfM2U/qBA4N0y8cv4R1OC3Nlv9tV/LEU4sTQY5btbDqSLmHLDxw3fZLDNfcxM24MXl1hfYMGjx87l1LNxTFrfkGPjxAziWNwSfJnrsc5uQ5unWGfe+nPDzw1/b70kXkthOPpwlwSpdJpfTbsRM0pLA4Irj7AnCq/dZX49rRAjrMqZJAUptd+TpObQuKcp9Hb3SNwdwBuVs/FA6Xxal6HCjQg2kTCT/B6PgPkyNjdEfbNaiekN3gNf9ngQOnAAnYUvRwRvO3YAkV6obuXxQ9CMtrQiiiVWpWI45YzPongS8VOzt+ws/Oz9xvrMAt2cyX7sWBr+ZRwrrXjqR5tf64cKb5TLn8gK2+Ti6VPaBBGwBjJOZpBS854kdfP21MbgvHkUnHx1n1Dom3XYQYGD59x5IOSGeBFs+ugKNiN9a02X8EOKK8UpqH1pV2alyuEDKA5VMMAm1/ESJ8oLpLoaMQufowC5ZC5orXoVJ0cvVF9g9pfVrHzDnKD5KQpwUCjhF1m+ikcV/HKztuUXIloaAxuiftnZk8Qex32iG1/XLgRfkMYpzxIvymv/3M7xq6PlrcCPlH+0P517s+rDyYSiChySqTEwTSlmlVhocJt4+fOCTzR8rUOy8mDeimtXK3N9+9driDYjfxnFDNOpmvPjVu4Aa1hW9Pnx4+SxDORPBA7uvwEFGY042VKAVAsV69jsc9Nb1mfOZoBx2AAAIABJREFUeA7QWREWoNO+Ru3jN2HqiPnfSIFs7cmM/TVl4ia8Vq2XRptft/mx04/1ORo+Xn5f3F+09WUvN/nTkvD+caJtv9HaXsdZ25JDQYKd389e8AxdO285BlE+uGsPJj00G+O3BrXuIth4QbcX1qk9dhlHRvpQmMHRwC8r35jc7H7KZ6ap9jIqkYIFeSkBQYavZV86qz8Kxw3EPWcvYuPZJNxCmpqBll8swoZhj1AQwNsB+vvF8SvxQCHtYNV7wRsXR/9dUaH3pb5wKRp3s8VslHtXCdlcqU4dCSvqmvigRkZf8Asdv+LMrxC9TRb2hZiigv1F659fmlYTCf8IA7GlCEfFL33pbl9SojYFkz9YhLNIS8vxxtlAZW/YJ8bfXrz26F6DZ2d8ouFrssrRrfNfL1FzqI+/BNMPLcMuI0hmpPFzvgpCuc3JVq+P3608Gm0uizY/On9kwmw6jKG8HlGEPP827Mu4LSDY9IX1yZtzwWgKp7AhPEBnzp0lYFPditV7FdT6Rv4IxlviWnXk/Nvnl38zzS1AseX94fb7i/b+sNOP9Tk6Pu6/L7f1ldjv2/0dYr15mnmZYwOA33fW95/SvKx9BLC8S4dO1t/rTu9nNzzt9NXvlRqFKU1PH8DJ1lL1AXLIEGjlVJQbur203Odrxwd+Dh3TD18fzi8lH4qvY03GZbx5rJ3yNWysvIhn6vUfQLB+CsZlJ2vZ+NHMG1xDI9paD6OG/q5vIqZMWy5H/7VEAq/fuhO15M2TPiI4KW30JbmbhBpOfE38vo/SkTf+xsDzc48uxo6W2ygydQWWr3ka04d7DwKoog9H6b+osCDERHLwaA2GZuSovvUNIV3FADLtxXb+gqPomL86mj/9Wv7o+PJXXgBD9QJKRypFn+/q5Hl+GjZhHwk19xRm4OQh3tyDyW19cM2evz45er3xO3WatFG3B35TujC+LkSz09nz7/c3Ky69zm+0+XEabsx5LvhEo+e2vjr69x2NN9Y45Y9qRvUGi3ly/zZUtxZg0p36+5fbx4uvE339/R/OlSnQDs0M9isam3Cc+kxOZUM77s8kLc0QFlR8yBpE//O3h5xsuuWbA6mOu3TfUaCZDpuphsmI1d1hErtL51Zb7k8frkAqaRC8RimO1j8LMjOnTkD21o+VuUu9aOirXk+8IZCJa24FyuaGMthKsptbsquxzfqR1P1O9DqSP2t/ieDrxHfn5Hmfn4MU/HFm4U68RgL0eBtz0daH13Ekgl+0/pMy/yOyMDTCQJTGbCubdMtRxhpJm6k4QrMOzVbmUZW8z29HMZQMfDp8fuMdvFoXfpzgD1NjezAFjLx4aVrbOdCPRtYUaM06IthEQ6u3l9Vdxi4yN00nTU3uuRSMoZfTkYbLaqUGTE/QsOs3f1GmJ9MvJwSWL0hbTxkdcSrKVEW+tHSREhxMv4xI08LCQHoalUYQHHzV67CdHM0mKcn+k0hkAvmu/e8/iNq7FpI26DuqjTqVsc2kW4/W1ma0bojPUVn/+l2M3Y5cehQ0O5A/J7Ziw5fxMbQ3dU7UOjrPbX5uCDDA43rKUHFbuXJdH7Yh9Mj1eZq0qSCn6QjJ6liqb8LlSPV0aiz5869/5YO0pFXE7Y0x//7c5icCBFGz48dHN8GyqSfi+6+Tf98hA1XrYqyuPTd+v274uZW70Y8GtBJoLe99/lSX1EcRYHNT9WdkmhnUDw+SgMNmqA/MTeZqIJNxuXAZ1SS8mKaqcKg0NF7gXB+GUZtkJfNHUFsZVHUWLVqIXFsHQ0eTxkQzzEsTZ6M4tQb7SIPC7ac/8QJ+PDu4QZkvvrYmi0lB/UALlH3Wmrz0n3Mn2Y/pJb6CBC/+91SF7mvAdFgwqTlG9n7yCRpv8kf52cWTg/wmC6wIdJLCXxR8POEbgTcz21QfM94zSsPn16W592LDvGk2SHR+vKwP7qvnr08WQELNvyaGLNjdXWwx7aq1EltK1vwH1k/rHlSRY7HX+Y00P9ZRsNb6lVlfwZIc72Zsbu8Jnyi/L/5Ii/b+S8bv23xPxmqmZ4HtBJn9ixfMD7zPlE+R8f418Rs6mZx6Hd7PbqskQH+GcWKAGji9/5mO+Vu0vtdFY+OGcC8vrz1zGf6RdNHeYNKINAXNUHxPzfOnNJTlDkDZ7AG0eNqx+1Q7kBt6SoqFow0ffIn/v73zj43iyvL96WQyGumhXcm/eA0GKQwWHhwrY0s8IySz6xHB0Ypff0CiBBG9Ie28PyaCSDgjPBGOnqPgaCESQckfL3bQTCJACfwBBK0CQcOM0SK8aO2XJWZAdhIJO7aw3R69PK+0L9mZfufc29VdVa7uqu6u7q7u/pZE4q5777nnfm7Zdfqce+/5OZ9l0/l3P6FOedBMO62yxSd/mK5cH+MdRclQzvi5ozRcE7GIXJgP0y52hUuoynCFqzUt/Ddo7HQ/0d4e3k2T9HDYz7GRX6Az51st/RjnYbj1LzFfEjf8HqsHxdg9oFzRD3lXlGnHVWz+S7o8PcTbFLMl472dH/ql4tM3MOWJbypt1fyevkYNB/T86Lnrp+G9O1I1yfr+1MVBGl7fk/CseZmfKXGxp7kq5fk0DIRdvG7tKm+vNS75kkBqR6L1+VdsTevSUiH0a/7Nod7EOTbxsLWX37+Ufz/iissXuhUSoudLh+y9GTde+aT6/ZIvSYX5+6NDdqFQnV77lsHfJQmhEhu3CY+1wxk0E+dHqJH/Rm63/31mnmL4GTteiZ5Qcsw7q4xdbr3HX1D8nf7+q4LVG6hBDCrZKWeExZqamrzNlJKw9Mo1uzTaL6PFxcWlYD3eyZWfx24CWU1+MRK7kAqsof6GyEaWLdSk3fH2XUQFVo67C7p+hSdS+B7L5fnUIeDyO8Qyk/mRMPz/oP+kX/8pp9elbw9hoX+/M2Hl2yA9CnLSDaEoj/BQDQSsBOSbztIdPq2dW6jq/siSMz8KTy/o+hWeSGX16N/8a68CL6DmE14TYd8KginrDXf9NKZ2iwbn8m9+3cbkGMJ3a1SgcmPL+wVefmC+EIoq0ASgm/IioP7YnwzzuTlLXfHJBcTFG3PQ9Ssemcro2e/5lwXUp5bzOSJdMxnlCyp12vrQ0kfpfw99H6g8eH7Pr32eluzGko0RHkKMdjn5/KzOzTGfWGzqLIRQVHFDQbmGknJtn88HD7JBAARAAARAoNAEEIoqNHH0BwIgAAIgAAIgkDcCMGzyhhaCQQAEQAAEQAAECk0Ahk2hiaM/EAABEAABEACBvBGAYZM3tKUjWBbI/eO2H9NvOx6hn5oOkyudEUBTEAABEAABENAEsCsKT0Iiq3eMTyBu+9u/0FffWaHIIVV7f/EYdfIhfnKpw/p4l0CmGb5Vdta6zypqV0UhHi99zgif2nv/o0CyddJPn8PRQxtr4s+U7LowndzshZvT+RVGOz/kq50he4ku9JsS/XlRzFbHrIv5ALIsRKEJCICABwIwbDxAKvcqcvrww5+GqC6ePsE4vVHGbTZq/m30PxLZvhNHPHqEo4ya9V/QqX7O4xI/GdRomm7bnkfxWVcTvV7cnMx0ZT+ZuKQOJzOyotv4usERA2HbujG63J3MRO7WJqtyk35y8uzVt3QuLG3wZiUxZSN/5N+mC9d30H4+v+VULsaNpPqY/4j63oqn3MhwflIOEgUgAAKOBGDYOGKprJuSPuHXl7/Xg17yR1dn/U7kkbJmD/AESr757mqf5Rdnmm++8zMq0WUhL8PY+uCQ1kt/sz5KW6ezS1xZSN3NfcmZFmdfze6lqQ/fGqOJ+zpf1qhDssdcx5WLfrn2nUv7EKcQ+HbyHbrMiVN37bxN7yUSnGYmtX55HWd9n8qsEWqDAAhkTQCGTdboSruhPbwkoxHj5bef/qAOolpa/ij9cgf/43oPJ77P6Gjx+pYniW4MZnQarw4DhOnPnKByLYcrokMf0vj6fSp0YfaqmPONGLmirk5qA0nKGlU+m2TIw9xWZYQ1GVT6W/5rPEIZfzs9f3wfNcSNrQZTviev/QtTs37GExOb/zzhARBv1et7nlBFdv2N+qn+b5dt5EBK9KMSS5rCPbFZGj5pM9o2tnIIa4T67hD1NnPCuWFtICkv2m5a4sVR3h1Khrzc+CdzwRDPIecRytA4SCdfj7Oek506z28qbub7XviPXLlGmw5wMr+L2Xm0ph7OUlVzPXebzLXkRTfUAQEQyI4ADJvsuJV8K0leeeY6r5PhkejTNX9EyYCMRIt0+Wk+Trx7+4+omf6aMHoyGbx4QZrWcwKz03LkdYYemeo6mj/ZRadXvMIvWc6kzT9/0HKU9sdfwOJxabzDmbUHtVzlgeFs2nOmkMra3RGKcrs+Nnb0aZpJj4x+Ye2jI4fDS0INhpfBOfdTsr90/RvHfRseIXlJJ3JbscGk9GVP1qeHIsroM/Qju/GRArgkoRuNl4msXbZ6KtuuKQSiPVKcbbw/+YJubW6iiTsniDiB3MTuVs7EO6R0kZNmxVOxaecaGo0bI9q7M8fGEYcTeS7d+Lvpl2JYidtu8qViVbt+Lpzm14t8T/wf3KbxaI/KAJ8Pj5abnigHARDIjAB2RWXGC7UzJiA5TWZp7kGahtMztOBYHG8n5dEvaIxlyLdfMtZqcPbss6ZjviWb9QSbZ7Wrk8IW2FNkeHBCk5/Qzfu11MCZiuWSz++9+hJdnt/CmWUH6cixN2nrKu9J7iR7cLr+xWhYuHs7EWIbuTNGVXXyzV0nqWxaX0sT55NGhl0/RySZ3lz3dGJM2iP1TsJzZoSh7rFRI4bcvXg4yuhC6bt+QzI/kPLufJbg6Tb+TFW11/ciP9382uWZP2uD2xt/4TY3z0bUcv3cpJPrVIZQlBMV3AOB/BGAxyZ/bCFZCKwOU1UeSSzJacLhlmiG/RmeBRWWODhI1eciFoMlnbh0/YthsK2DDQNO0Cbrh5ShM3spLk4MPqKGPYPUu8faQ5RtNz8uMQz6LkpIjfNZqfCiLRTFhkpD6Akyh9liNZzo8FZ8LdStSzTMYbzNGz+mM7c4rNXB3p3r7N0xed7Sjd+PMeRPfmb8Z2fnMh6OEebKJgSXcWdoAAIgkCAAwwYPQ34JPBBvTDhtH8pzMpi2imOhWu9Rc41OdXcpw0Gvi+HQRIpLvqXX1nBhCsNBwi+fSvhFfTN3Xw/h2v+tEQ7v7GNv0FNKo5hsaU6sMZmiaHSOoqfzu1DZvHBXGwkDVH2+SxluYmiZ1wsZ/JpWs2EzKV6cb2js7pwO/U2HqYGu0QX27hh2jev4U8yD19uZynebX2u/mfFX67FSPDepxiPPUx8vxpZxHIkEcyt+Kt1xHwRKmQBCUaU8eyWhu7xArOEhu9rqD3+GYSDjJTZxPbnTqrWLz3KxCbeGUnjbbfUY3WQPirTfevh9+tWOxxMtdGiGaOGhrAeKX8ow0zuGzKK99F+/k40sNiL62PCSf+ZzWrTRQNTGa4JaTIcirmxrT4Z+uENDz0z5iK7C9bk2U2hNjUVf5jCUMS4djkqG6uS+Cu+ta6VOWQBuCqt5Gb8h19P/4+FFo65X+VXtvKjX4CfbquPzu6RPm3yv/EWOoYvluVjSQeob4rnDBQIgUDgC8NgUjnVF9mS8QHbxuparvH3WfiW+ZdsLXD6L3CvXx3hHUTKUM37uKA3XRCwtF+bDtItDMdWmUIwsjiV+34+d7ifa20O9m5OLmu3n2MjL/sz5Vks/yvPCh8m59S9GAUkYaI910bQRmlChoocc/jLtuIrNf0mXp4eUx0RfOmQSCtVR9Qq+k7ifHpAYLqR2hFn7V32zt0aMrrW8bkmWAZsvCbkoYyG+A0gbO/toW7ucc8MGn7Djyyv/9Frq0qmLgzS8vifh2TL4uPGV1hPnR6iRGW+3z6+p41TyvfFnQas3UIMYTCZvlZdxmetgu3emxFAfBLInEGpqavK+WtKhn2XLltHi4qJDibdbaF9cft5mKbdaOsTRSvfyfQCcTU3LLqTchpBxazHYOnvYyLKFmpx3WWUsHg0KSCDX50gfQIgTtws4ZeiqwgkgFFXhD0Ahhq+9HkTb+ATXlRWTi0o8LbXay2KC3Nq5har43BjlNcIVeALGlv0LHL7M9tLhvH3Uy56lI8cOWkKP2cpEOxAAgdQEEIpKzQYlPhKQhZSnlvO5LV0zGecE8lGNgolSxtzJML18YGkoKLmAuGDqoKMsCPiV6sO8gFupAaM2i9lAExDwTgChqAoPpXl/VFATBEAABEAABIJPAKGo4M9RXjWUNU64QAAEQAAEQKBcCMCwKZeZxDhAAARAAARAAAQIhg0eAhAAARAAARAAgbIhAMOmbKYSAwEBEAABEAABEIBhg2cg7wTkHJvnjsmx8nxoXB6ufMvPg8oQCQIgAAIgkCcC2O6dJ7AQ60DAyMqdr+2u+ZbvMKRSvyWHx724uS4xDPvJy8U6XLHUuUJ/EACB4hGAYVM89hXTs+UcjzwYNfmW7zZR6ryT5pGSO59HnYi7/gv64JDOt6VPSz5KW6fzm5jTjSfKQQAEQCAXAjBscqFXwW1VaoC9YfozJ4hcWxOi6NCHNL5+H23kn41v/XIU/fbG5Am7Rg4gA5t+kfaoNnLFYrM0fDL5UnUrd5Mv5Y13uuheM+cSiuth18EuQ+kx/zmd6k8m18xmmu26J8dsHWMq2V74Sluz/nZ+evySLyrJ2OyRURmr52dUZnS5JP/T1bdek5/imdL3UUO8rMGUz8osI13/dv2MsZr5ilH4+p4nVJFdf6M+/g8CIAACmRCAYZMJLdS1Eqiuo/mTXXR6xSvUu5szWfPPH7Qcpf3Nm4mGb9Do4Es0Gm8h3oFdNn71OyPUNv8R9b11Q5VoY4CzXfefUCkH3Mrd5IvMBk6SSeci1DfIL2sxxg5EaOuoNp6M4/INj4UlJ1COniVtJLxEV21j1h89plNw4StMxXCTscmlPDCcLXzOlJNr7e4IRXle+iaN8Sc9MiNXrtGmA/voyOHwEkPO8II557ZK9peufze+St/2Wfr0UETNt+7rKD9H8Bg5Pja4CQIg4IkAFg97woRKzgRmae4Bl0zP0AJnih7jn6cezhLF17o4t7HdXfc0bV2l87BqY+Adax4lt3KXTsRDc5azWavrwW0ajybzN7U2N9HC3dsJj8XInTGqqqt3kaiLxQjbevh9lf9HPA6hxhfiuYDeTIzHk6C0ldLzlezUibGxHJWTiOqodnVS6MKNQc6qHvfITH5CN+/XUgNnWpcrxJ/fe/Ulujy/hTNrD3Ieo8x0d+s/HV/h17S+lrNzayPW0MesX1o0KAQBEACBFATgsUkBBrfzT0BejH0X2+l5Ng565Ru7LRTlVp6rhmLIbOvYQCs5waGEY9SLePaSJ7Fmj8zSNTYyFsnunQwBGULtY/TUWZpK2suxharjHiaRH01T36nI8HypsNDBQapmD5fZYHJqkxiP8oI595+eryQJ1R613j3WHqJsG+MCARAAgWwJwLDJlhza+ULAvPBXv6QHqPp8V+LF6laekxK3Rmhi9z72VjylxMTufUh+Jaj0JRTlMjgJnW2ruUanuruUYaZ3MHFIMMUlxlZtDRemMBwkUemnze/TpuXi0fkmhZTkbdf+0/Kdomh0jqKnEXZyBY0KIAACGRGAYZMRLlT2k4CxuDcZKuKQlqkDt/JcdanfyUYAG1F9RqgqV4EFbG8YKRPXk4ucW7v20VpiY8GkR9X6pEeKNu6gtuoxusweqhitUR6lhrv99N4lbcSIYdS4jmjhztcswQjfyZxsocaNRKPDScFe+k/HVwy/sbu0ZE3QyjY+6+jWUCI8WECk6AoEQKBMCMCwKZOJLLVhyEuU7siOHQ5D7UkuplW7ltjQcCv3Y7yyJoUkDGbqX+Tad0659SWejjdML323+n6Ui2Fw5foYr+8ZZP21xPFzR2m4JmIRvzAfpl08RglVGWEwWajLlg2Nne4n2ttDvZuT/O3n2IjH7Mz5Vks/yrM1eMO1fze+KtT4kMNfph1Xsfkv6fI0GzaTflCCDBAAgUokEGpqatIrN7McvWSHXlxczLI1EdqXNr+sJ77IDfUaGDYCbKEQ511ARVY2y+4tu7yylJFts0rgmy0btAMBEMgvAeyKyi9fSA8sAVm8mtwhZajZ2rmFqu6PWHdmBXYMQVYMfIM8O9ANBMqZAEJR5Ty7GFtKAirEcjLMO3qWhsL8WkCcsvMKKADfCphkDBEEAkoAoSiE0nIKJQb0uYZaIAACIAACFUoAoagKnXgMGwRAAARAAATKkQAMm3Kc1QzGlMvC7wy6QVUQAAEQAAEQKAgBGDYFwYxOQAAEQAAEQAAECkEAhk0hKKMPEAABEAABEACBghDArqiCYA5mJ3LOyfZGfTib/WC2YGoMrUAABEAABEAgPQEYNun5lHWpOflhb8eztPJW8nj+sh44BgcCIAACIFC2BBCKKtupzWBg09YcTRm0RFUQAAEQAAEQCBQBGDaBmo4iKjM/g8SDRcSPrkEABEAABPwhAMPGH46QAgIgAAIgAAIgEAACMGwCMAmBUGFdK7XEcsqHGohhQAkQAAEQAIHKJgDDprLnX40+NPkJvds9Qo3HB+hIpB1EQAAEQAAEQKBkCWBXVMlOnX+Kx1Y9w8kgw3Szu4vOhvT2b/+kQxIIgAAIgAAIFI4APDaFYx3snu6P0CiMmmDPEbQDARAAARBwJQDDxhVRhVSoCdNKrLGpkMnGMEEABECgfAnAsCnfufU+shVhqvJeGzVBAARAAARAILAEsMYmsFOTf8WsKRVO4Byb/CNHDyAAAiAAAnkmAMMmz4CDLN5IqaB1xKLhIM8VdAMBEAABEPBGAKEob5xQCwRAAARAAARAoAQIwLApgUmCiiAAAiAAAiAAAt4IwLDxximwtRYXFwOrGxQDARAAARAAgUITgGFTaOLoDwRAAARAAARAIG8EYNjkDS0EgwAIgAAIgAAIFJoAdkUVmjj6AwEQKEkCsVg7PX/8aYqe/A1dnQzGLsJY7HHq7OmhjTVan1jsS7rcfcLTKeLm4x5kQsbPRejscDDGVZIPCJQODAEYNoGZCigSJAL2F4boFrv3Ib0xeCMQahr6tc1/lNBJ34sQnQ7OizcVrKDzTaV3MO+P0aeHTMaMx9Qo5uMexMhpDObgoBUIZEwAhk3GyNCgkgiYv8XKH/8jh8N0qv/jgBxmOEcLNU/T1lVDgfEgZPpsBJtvpqNBfTOBlTvepM0PfwMvEB6LghOAYVNw5P52GPubR+jY5h/RctO3tIcT39Ov/xSjWP2P6MOWRy0d/tvof9DbU4bbOkR7f/EYdS5Lup9jsb/Qbz/9gf4Ql/fTnz1GvWuTS7HM7d1Gor4F3umie80DtL1R9xEdOkrvXfom0dTsDo/FZmnY5ObXrv9WuseudepaKsOtXDqxytdu+hFao9z31dc5mzm73mNtB6m3Y0YZLFPxsqrfH6UF2wBHBvqplttt3vgxt9OF0vb1PU+oD3b99fj7KdqRDBXY3f0Jz0v1nGXstq5Tfhy/O0ttnZvpagpPUsXzdZ0f789ndOjzJc+E+/ynlx9b9Qy9fGALVcd/3wyvoHomd9OSsJIYC/vrPiu659DJ42b/Hfj20mt0LzJAR3Zn92ynfOhRAAIuBGDYuAAKcrFhuMQWf6C+3/+FvuI/jj/9mxB99R0bNTE2WhoeIcMQicUeoe7tP6Lmn/+Ynv/uezrzXYg62rRRk6zDbdazIbSKRz1F9Pf/7cf0y+UhMgwlZeS0/IQOUdI4cuPTsGeQiGP3fYNsQKg/4hHaOqpDJfJHWgwfKZNL/dE+8ArNWdYI1NGmngFaYCPEqGftM3W5vNS31VyjDw5pD4t6WRx/hYjlj92do/3Nm4mGb1Brc516YdXJsFdvoIbqMfrnW/z5F9aeQqFvaG6eqC3eTunbPsthgIha06DHd5TIZJyt3R3hNRmsO6/JMMq3TptDRfVUXU0UCtVR9Qrub9LaZ/pPtVT9cJCG1zNT9tpceWCtXel8vcxPuufT/vwoeYw4Gsecq3zDKBJj97342haR+VzbEBvO79Dl5vdp0841NBr/IiCG/OZ2fmRPDrEGxV0LI78LV996ia46PqBJ3STcNaLWJrGBE70WIG+no+K4WSYEsCuqRCdSGSo/f4QNmL/S1X/VRo0MRYwauUKhGJ25/n3COxMK/ZX+dVbuP0I/XyntQrTiv+jBNzc8Sj/lzN6qzZ/+k/7AHh3xBP0Dv+nFg/NPd/+qKk58+xd6yPWaV1i9QFqK83/FQ5NYkPjgNo1H+WUsL3C+5BudebHi1MXPaILNi9rVZlm1yqhJvajRuVxeAo3r+JviaVPY6NYlGo42qZfF1EOGoTKaP061NbM0freOGjdyv5IQNDpDXOp4zc7OqfvyjbVpfS1NnE+ubQhNfkI379dSQ8uaRNuFG4OJMJFTeSh0g86++hL1dacbo6Mq8Ztf05Xr2mtjr1XJfL3OT6rn0+n50c+nppyrfJHS2txElv75nnnORq5cI2rfQS38O6euja209v5nJRd2TDzj18O0v4u/TOACgTwTgMcmz4DzLz5G0/+He0nxBc7wutj1ECPm9O9/IFKhKPbE7HhMVYk9/IH++79oQ0Y+h0KP0i938D+TgPifWbvIrD4vccVzOMr4RqwFzlF0Op3oFOWrJWP5LN0TL0acjeFxaRBx0zO0UB1mM4o9JjRDQw+Jdi1fw5/Ye3P3klpDowNM1r7r6mrjN7SnRb7x9+6x1ommsorSDSOXMjHYOiLUuZq9Y7arcvnmOD8Oz48VbW7yxTCqrSFauPM1i3X+5dWGMIdz2eAe5dCnGEITdzgsm6K+fe7z+dlLKMroX4eM99Fa5bFhb5PHxc351B+yy5sADJuSn1/2vPwtD+I760ASoSeK0ZU//j8VerKvlzG8Ome4qQpdiZGz/DH6x599T69+q+XZ19z4ictw9Z9ib4UYEsZ2Wl/6eMAP3U9rAAAgAElEQVSGCz2pvT/x8I7xMlHuGOU9ilDtxjCF7t6mqekNRM1i1rAHSL1skl4XQx/9LZ49V+clFLCGolE2qjLYgWTp35dBaiFisInXprdzA8WX/qiCyuY7lfH8WKbE4fmxTlmO8uPCqtiYJkquObP2QTRyZ4y2dTxLK9m437RujG4OcA1nO8jeNK+fvYai1DMonlMOx56VLfIwavI6LxCuCSAUVaJPgoSWLnwl4aNHaGtjMjQUq3+E/l5c12zsLJex/ftfaJg9OmK4tP1X619E8eYcqk+Grqb/PQkj9N1f6Z9U6OpR+of1/j8mxkt+4noyVNTaxd/qfJoPcX/f47BQ215+KcRd+fU7I9TG62duXvyaxyXrZTgs1hxmLxUbMvIiq2mln9U4e4D0N1T9rXOI199I+7G7vN6G1wQlQgWs+8q29kR/MpSq9RuSnzfuSPRvDFPkbj3Mu62OvcnrZLL3hYVkTQaFqZrXAMlV6Xy9zo8xD/b/J54fXphtXObnM3f5YoyOUfXm3/CamuS86zU2pudAvHFsoP9d55NENy55Op/GPpZifTbWeL3x6mslFz4rFjP06w8BeGz84VgUKV/96Qd64f/KzqfH6HfbkyrEeA3LHzic9L/Y8Oldq8NMai3OVxxiWquNIFl4LAuDaflP6HctybbGQmG584d/+Z4m1a6oH9PvTBZHJjujUoHRXoYx3lGUDOWMnztKwzWRVE0yvi8LF4m/Mb749lOqrf3wMlkvs629joaviKHChtD8PrXY+I8Svopf5lBT4hyb+LdOWQ/R95B3Rb09SAb+2DzvvJoeom/jXqKF+TDt4oWTsuvF2DUlC42TVy6Lh01i+MeRKzO06UAdRdV49Iuzkvl6mR8rQRvP+C643uMvqAL785mrfDFG/+e0LKgf4HCmfibkGTs1mvTi6Hlkb9xueU5Th63SjaNYZWq9UBDcS8UCgH6LRiDU1NSU/ddEVnvZsmWUSyJGtM+NX9GeHHTsSkDc8Jtm+y3b210boYJnApXCV+3max5x3OKtPYk7aK7f22nDqeAKS9mhmHqRfqqWuA8CwSMAj03w5gQagQAIgIAioNad7eZFw7z7LvXimibaHvcaGl7JkdXPWs7HMeM0zpISY8Y4X0rKx+8AOgiUBwEYNuUxjxgFCIBAGREwdhI1cNhSGSIpcjhJqGrJeTLcRnZUvffqJ2mJmFMq6IoBWJWcVmMUgoA3AghFlXgozds0oxYIgAAIgAAIVAYB/7e7VAa3wIxS1ijhAgEQAAEQAAEQ0ARg2OBJAAEQAAEQAAEQKBsCMGzKZioxEBAAARAAARAAARg2eAZAAARAAARAAATKhgAMm7KZyvwNRHZoPHeMT8eNcGrhLK5c2xtdykmm2eqQhdpoYiOg5zH1Ccn2cslT9avDz1hOYgZUEAABEMg3AWz3zjfhcpKvsmHHVF6nrC6H9npbayvd605/wJgYNfvXf1E2SfSckggmTjbOCm4QG92mC9d30P6eZ3neTFnWg6gqdAIBECgbAjBsymYq8zcQSTdw9tUbuoMsjJpc28s3/13ts3S5u/xejuPnIonTXuXAtCOHw2VjBIQmv+HUEpzDqvl92rXzNk5gzt+vKCSDAAiYCMCwqdDHQR3TvpvYWLB6SlQ2XvpIHd9uP5nUOLHUQGb3Ohi5kK5KFl++0rU3H0AmdRtM+ZbML3spq2+RBICDSxIAGsfA32seSJygatfRrINdP7O3iLqWynArt48xceorZ/7u7Omh6uv6iHrFumNGGSxT8bKq3x/l7OPWaySem2jzxo/Z2NFl0vb1PU+oD3b99fj7KdrRQxtrNHM7O1sXlo+Zji869PkSnc18ncqlw5Er1ziH1Q5quZjeK5dOV5SBAAiAgFcCMGy8kiqzeiobNH+T3rRzDY1e+kaNTl50jevmaPjkEH8KkflkUgkF7bIxUNmy5z+ivre0N0cbOpztOp63Jl17w4sj3piXD4TppsXASoa6RGbTej7u/bRzAkBJUkns9egb5CSTSlaEto7+RmUTNrILS5lcKpzF2bjnLH3V0aaeAVpgI8SoZx1m6nJlBHLSzA8OaU+SMmCOv0LE8sfuztH+Zs4MPXyDWpvrlEFQx/+mVm+gBs4w/s+cIbzuF9ae5BTZOc7O3RZvp/RlT9WnhyLKqNPjO0p0Uo9PWq/dHaHoSdadx2uUb51Ollt7cPrkfXxKHxYRjYuxj99enujtwW0aj/ZQ40ai0bjB5qQJ7oEACICAHwSweNgPiiUqY+TOGFWt35Bc3Lmxldbe/0wZBZ6vdU/T1lU6j6o+3v2dJZ4Vz7IcK0r261mae+BYqI6bTyTuUy/QWqrm7OZyqezCpqPopy5+RhNsXtSuNsuqVUZN6uR/zuUJI/C0KTx26xINR5uUsTj1cJZIrSl6nGprZmn8bp16sdOKMFVFZ4hLHS/JOC6XNuhqVY4gIxu4HJN/834tNbSsSbRdYE+WMV9O5Y6dWG56H5/mpxs7jd9cbu7CMNiqlif1dtcLNUAABEAgOwLw2GTHrTxayYuYwxgS+jhz63Hq7OBke9fTJduzDlsMh76LnKTv+AD1ikchNsvenky8BR4wrmZDwEO1VFW0F2MLVcfXBomOhsdBt5mj6HSq1nI/RbnSa5buicEVtwONF3iDNJueoYXqMJtRbJjRDA09JNrFL/Z6vrNw95JagK0DTNa+6+pq4zfEoOMQHXukevdY60RTWUXWah4/eR+fRaDD+NN1aBhs6eqgDARAAAT8IADDxg+KJSpDXsSJkMl0mBroGl3gEInxovYyLPPCYG1EDFD1+XQeEC9STXUesIFA4Qwb6epGqORUd5cyJPSakqezkrWkkdLrSe39mdSl4mWpreGfxfBQ3qMI1W4MU+jubZqa3kDULGYNe0juSFhtqfdCe0GIvTRDqjwaZaPjtHdD0dL/EoUzvOEwPosEt3Jbd8pg89Ugy3A8qA4CIFAxBBCKqpipdh6oCh+sa6VOWaDLL+BMtnKL4fBcmw5DKenqZZfhpdo06TCNY9MpfsHbw0eOFS03jZf8xPVkqKi1ax+tdW/qqYYYdPc4LNS299lEKE+tOeL1Mzcvfk3ae8NhseYwxR6yISPjrGmln9U4e0j0+iTWL3qNhti41EYnr7fhNUEtvMXeuFa2tVvOhbGGEnck+jfqi9yth3m31bHU5884DTgxvk5eJxS/zPzcys0yjblYEA64QAAEQCDPBOCxyTPgoIvXL6h9tK19jHdI8YvH43Zu8S7QHdmRw2GoPck1OWpXkmldi9v4pf8z51t5508y5GI+z8V4we/idSVXefuw10vaXbk+ZpE7fu4oDddEvIpwrSeLo4mNuxfffkrVNXZFGWtiJPyyrb2Ohq8IVjaE5pkzLzb+o2m9kDnUlBh3fA5UqO8h74oy7RiLzX9Jl6eHeBu1Vm9hPky7OBQooTYjFGj0r2vokFYoVKfXHsXbuQ6OKxi7tHqPv6Cq2/m5lSf6iC+YvpmhN9CLjqgDAiAAAnYCoaamJtNXbnux+2fJLr24uOheMUUNtC8uvxTTEqjb5m3J1pd2oNQsuDLiMds02x/482FKRc+CTyA6BAEQyAsBhKLyghVC/SSgvTpE2/gEWzn5GFfpEJAt8OKlusDhOVwgAAIgUAgCMGwKQRl95ExAzt05dfdJ2t+VXPORs1AIyCsB88GEmazdyqtSEA4CIFD2BBCKqvBQWtk/4RggCIAACIBARRGAx6aiphuDBQEQAAEQAIHyJgDDpsjzm8vCa1E91/ZFHj66BwEQAAEQAAFfCcCw8RUnhIEACIAACIAACBSTAAybYtJH3yAAAiAAAiAAAr4SwAF9vuLMTJic77G9UR9uN84ZqlMnYsxMLmqDAAiAAAiAQKUSgGFTxJmXk2tHuX+9LZbPaLllyhRdRL3QNQiAAAiAAAiUKgGEooIwc5IJOgh6QAcQAAEQAAEQKHECMGyCMoHzMxkloAyK2tADBEAABEAABIJEAIZNkGYDuoAACIAACIAACOREAIZNTvh8bLyulVqQB8lHoBAFAiAAAiBQiQRg2ARg1kOTn9C73SPUeHyAjkTaA6ARVAABEAABEACB0iSAXVEBmLfYqmfo5QNhutndRWdDevt3ANSCCiAAAiAAAiBQcgTgsQnKlN0foVEYNUGZDegBAiAAAiBQogRg2ARl4mrCtBJrbIIyG9ADBEAABECgRAnAsAnCxK0IU1UQ9IAOIAACIAACIFDiBLDGpogTaE2pcALn2BRxLtA1CIAACIBAeRCAYVPEeTRSKmgVsGi4iFOBrkEABEAABMqEAEJRZTKRGAYIgAAIgAAIgAARDBs8BSAAAiAAAiAAAmVDAIZNjlO5uLiYowQ0BwEQAAEQAAEQ8IsADBu/SEIOCIAACIAACIBA0QnAsCn6FEABEAABEAABEAABvwhgV1QOJK3btSN0dhg7m3LAiaYgAAIgAAIgkDMBGDY5IDS2a8faDlJvx7O08tbHOIsmB55oCgIgAAIgAAK5EkAoKleC0n56hhb8kAMZIAACIAACIAACORGAYZMTPlPj+Rl4a/xiCTkgAAIgAAIgkCUBGDZZgkMzEAABEAABEACB4BGAYePXnKxrpRZk5/aLJuSAAAiAAAiAQFYEYNhkhc3aKDT5Cb3bPUKNxwfoSKTdB4kQAQIgAAIgAAIgkA0B7IrKhpqtTWzVM/TygTDd7O6isyFs+fYBKUSAAAiAAAiAQFYE4LHJCptDo/sjNAqjxgEMboEACIAACIBA4QjAsPGLdU2YVmKNjV80IQcEQAAEQAAEsiIAwyYrbLZGK8JU5YccyAABEAABEAABEMiJANbY5IDPmlLhBM6xyYElmoIACIAACICAHwRg2ORA0UipoEVg0XAOKNEUBEAABEAABHwhgFCULxghBARAAARAAARAIAgEYNgEYRagAwiAAAiAAAiAgC8EKt6wWVxc9AUkhIAACIAACIAACBSfQMUbNsWfAmgAAiAAAiAAAiDgFwEYNn6RhBwQAAEQAAEQAIGiE6joXVHW7doROjuMnU1FfyKhAAiAAAiAAAjkQKCiDRtju3as7SD1djxLK299jLNocniY0BQEQAAEQAAEik0AoSiZgekZWij2TKB/EAABEAABEACBnAnAsDEQzs/AW5Pz4wQBIAACIAACIFBcAjBsissfvYMACIAACIAACPhIAIaNAXNdK7UgO7ePjxZEgQAIgAAIgEDhCcCwYeahyU/o3e4Rajw+QEci7YWfBfQIAiAAAiAAAiDgC4GK3hVlEIyteoZePhCmm91ddDaELd++PFkQAgIgAAIgAAJFIACPjQH9/giNwqgpwiOILkEABEAABEDAPwIwbAyWNWFaiTU2/j1ZkAQCIAACIAACRSAAw0agrwhTVRHgo0sQAAEQAAEQAAF/CVT0GhtrSoUTOMfG32cL0kAABEAABECg4AQq2rAxUipo6lg0XPCnDx2CAAiAAAiAgM8EEIryGSjEgQAIgAAIgAAIFI8ADJvisUfPIAACIAACIAACPhMoecNmcXHRZyQQBwIgAAIgAAIgUKoESt6wKVXw0BsEQAAEQAAEQMB/AjBs/GcKiSAAAiAAAiAAAkUiUNK7oqzbtSN0dhg7m4r0HKFbEAABEAABEAgEgZI2bIzt2rG2g9Tb8SytvPUxzqIJxGMFJUAABEAABECgOATKIxQ1PUMLxeGHXkEABEAABEAABAJEoDwMGwE6PwNvTYAeLKgCAiAAAiAAAsUgUD6GTTHooU8QAAEQAAEQAIFAESgfw2ZdK7UgO3egHi4oAwIgAAIgAAKFJlAWhk1o8hN6t3uEGo8P0JFIe6EZoj8QAAEQAAEQAIGAECjpXVEGw9iqZ+jlA2G62d1FZ0PY8h2QZwtqgAAIgAAIgEDBCZSFx0ZRuz9CozBqCv4AoUMQAAEQAAEQCBKB8jFsasK0EmtsgvRsQRcQAAEQAAEQKDiB8jBsVoSpquDo0CEIgAAIgAAIgEDQCJT0GhtrSoUTOMcmaE8X9AEBEAABEACBAhMINTU1xXLpc9myZbS4uJi1iFzbZ90xGoIACIAACIAACJQdgfIIRZXdtGBAIAACIAACIAAC2RCAYZMNNbQBARAAARAAARAIJIGiGza5hLECSRRKgQAIgAAIgAAIFI1A0Q2boo0cHYMACIAACIAACJQdARg2ZTelGBAIgAAIgAAIVC6Bom73tm7XjtDZYaRDqNxHESMHARAAARAAgdwJFH27twwh1naQejtm6FT/xziLJvc5hQQQAAEQAAEQqFgCwQhFTc/QQsVOAQYOAiAAAiAAAiDgF4FgGDYymvkZeGv8mlXIAQEQAAEQAIEKJRAcw6ZCJwDDBgEQAAEQAAEQ8I9AcAybda3Uguzc/s0sJIEACIAACIBABRIIhGETmvyE3u0eocbjA3Qk0l6B04AhgwAIgAAIgAAI+EGgqNu9jQHEVj1DLx8I083uLjobwpZvPyYWMkAABEAABECgEgkEwmOjwN8foVEYNZX4DGLMIAACIAACIOAbgeAYNjVhWok1Nr5NLASBAAiAAAiAQCUSCIZhsyJMVZVIH2MGARAAARAAARDwlUBR19hYUyqcwDk2vk4thIEACIAACIBA5REIREqFysOOEYMACIAACIAACOSDQDBCUfkYGWSCAAiAAAiAAAhUHAEYNhU35RgwCIAACIAACJQvARg25Tu3GBkIgAAIgAAIVBwBGDYVN+UYMAiAAAiAAAiULwEYNuU7txgZCIAACIAACFQcgZIwbGKxdnru2PtZ55HKtb3xVKzc8WbWOpTDk6U5vklbV8Uch2Mvl1QZvzr8DA5edKSFmyAAAiAAAvkgUBKGTWLguZ5O7NBev4wPumYWF6Nm//ov6NTAUEbz4FV+RkJLpvJtunA9TPt7noVxUzJzBkVBAARAoLQJFPWAPq/oQqEbdPbVG7p6Fvmkcm0vnodd7bN0uftjHCLoddK4XmjyG/p28h263Pw+7dp5m9679E0GrVEVBEAABEAABDInUDTDJtZ2kHp3ExsLJyzJL+U04m30Eb0xeIPMJxPL0KJDRy0vx1jscers6aGNNTojeCw2S8Mnf0NXJ/XndO3Fk/L88X3UEDeUGt4epO1xfuPnInR2OJllvL7lSaIbg0uSdKbr36t8s452/UUd+xjkXmz+czrVr40s4fj6nieU5k7t40Ny/J/WsZXu8RxQ1wBtb9RjNnM29x8d+pwWbJLcyqX6yJVrtOnADmq5aJ1rR6VwEwRAAARAAARyIFA0wyY0rL/Jb9q5hkbj3+TlRdu4bo6NEwn3hGh08CUajQ9OQkG7bAOt3xmhtvmPqO8t7c3RhsYr1NKvX6Dp2hteHPHGvHwgTDctBlbSqBGZTeuJxk9/rXQyX+n7116mdPJlTI13uqhvUMtV4a4Dr9BcXBcxWrbVXKMPDmkjRoyITbP92rhjg0zVZ0/Sp4ciyujSfR0lMhl37s9GHW3qGaCF60k9jDbKyDT1r/rjwmi8glt5ou8Ht2k82kONG4lGh901Qg0QAAEQAAEQyJZAUdfYjNwZo6r1G5LrLza20tr7nyU8Lp4Gte7pxGLWUOgbuvrWO0s8K57kpKxUT9XVszT3IEWFHPr/9tJrFs/Q1MXPaILqqHa17qu1uYkW7t5OhL8Ur7p6VagNrlqaOJ/0goQmP6Gb92upoWVNCmWdbtcqo8bsodLy40bm6WT4TeunZSSM0BTl5p5kXubmiaqWZ6KXk664BwIgAAIgAALpCRTNY6PUunWJhjt6aPPGj+nMLQ4rdTTRxHUOi9g8I6mGIIZB30UJKQ1Qr3gsbKGoVO0yur86deZxP/rXXpYtVB0PickYDI+IGDLbOtjwu/i1Mm6UoTN7Ka6+GFxEDXsGqXePdUTR2UxGOEfRaYf6atyzdE8MOqujSld2K7eJnJ2dc+gEt0AABEAABEDAXwJFNWzkm/zY3Tna37yZaDpMDXSNLtziATq9SFOM27wwWBsJA1R9fqkHIkVz99sPZnhdSThlvVz6N0I5p7q7lOGi17w8nezr1ghN7N5HL779lLoXu/chvZFYgDtF0SgbJaeTa4pSKplNgRr3k9p7NOkgwK3c1qSurpbYTsIFAiAAAiAAAnklUNRQlIxMhTfWtVKnLNA1hV28jFoMg+faTGeqqJdthpdq06TWfzhfYkAkw0PmOp76TyFfQkm1NcQeqmSop7VrH601dVC/k40cNtL62PCRf7Kg2ri0UUjUxmtyWmJJBivb2i1bq6WfrYf5DKBjqc+fcRq3GGz3OKzV1slGZ/wy6+dWbpZpjHXhoaxTwgUCIAACIAAC+SNQVI+NDEu/IPfRtvYx3iHFLz6P27nFu0F3+inawWGoPUkXj9rRY9rR5IZO+j9zvpV3FiVDOsozEjciDANiF69bucrbl43La//p5F+5Pmbpd/zcURquiST6EKOPJMxmGp8UGruWVCjsIe+KMu3ois1/SZenh3ibtSFGh6xCoTqqXsH3nLwvKSCNDPRTLe866z3+gqph18+tPCF29QZqqB6jmxl641KohdsgAAIgAAIgkJJAqKmpyfkY2ZRNrAXLli2jxcVFj7VLs5p5W7TsPirEpXd4sZFjCzU577IqhEbZ92HZzZW9GLQEARAAARAAAVcCRQ9FuWoYgAra60K0raAn6IqnpVZ7WUwMWju3UNX9EZ93fuUPsrFl/QIvgMYFAiAAAiAAAvkmAI9NBoTVOS51n1nWumTQPOOq9h1TIsB+SGHGQgvYQB3C2DGTOEywgF2jKxAAARAAgQolAMOmQicewwYBEAABEACBciSAUFQ5zirGBAIgAAIgAAIVSgCGTYVOPIYNAiAAAiAAAuVIAIZNOc4qxgQCIAACIAACFUoAhk2FTjyGDQIgAAIgAALlSKAkDBs5R+a5Y3x6boQP5cvDlW/5eVA5I5HlPr6MYKAyCIAACIBAWRMoCcMmMQM1YUu6AN9nJt/yHRTWRsdBS1oEh2qOt2Q7+K+OZdA2i/Hlop+j0rgJAiAAAiAAAnkkUPSUCl7GZk406TXlghe5Rp18y89El3zULffx5YMZZIIACIAACJQmgaIZNurwub1h+jMnoFxbE+KD5z6k8fX7aCP/PH4uQmc535Mcxb+90ZYHKpHdmrNdc4LHTs5lJG3kisVmafhkMtu1W7mbfClvvNNF95oHEnrYD8izy1B6zH/ueiidTtOwjxriKRoaTPmejPGLLLP8WIzzQHWf8HzqsF03u+7p+HjVrzQfe2gNAiAAAiBQrgSKZtgooNV1NH+yi06veIV6d3Mma/75g5ajtL+ZM0oP36DRwZdoNE5eTv3dZZuF+p0Rapv/iPre0lmv9Yuas13365e/W7mbfOmugZNjEhtafYMh0icBR2jrqDaejHQBHxzSGbotOZFcckoZXhTn3E/aUBN522qukSFfneR7/BUij8aN2/jS87lBZ1+9ER9zmG5a+ixMvqxy/aXDuEAABEAABPJHoMhrbGZp7gEPbnqGFqJf0Bj/PPVwliiTtSDrnqatq3QeT8nEffWtd6weDbdyF7bi5RDvkboe3KbxaDJ/U2tzEy3cvU3fxo2YkTtjVFVX7yLRW7F4TBrXzdHwaW00qVa3LtFwtIk27VzjTYiXWjny8dIF6oAACIAACIBAoQgU12OT4yi/vfQa9V1sp+ePD1AvGxf2UJRbeY7dkxgy2zo20EpO8CjGjTJ0Zi/lKla3Xx2mKpqle2L4xe0qMdzm5tmL5E8PlG8+PqkJMSAAAiAAAiDgmUBJGzYySvPCWB3WGaDq810JL4tbuWdSThVvjdDE7n304ttPqdLYvQ/pDdMaIKcmnu89YC8WPUm1q7nFpG4lobbaGv6ZnVp+XXnl45eSkAMCIAACIAACHgkUORTlUcsU1WQNynNtOgylqihjIHm5lacQ6/l2/U5eF8RGVF+3/vfGoF7rYxYgxsjWw3wGz7E3EyEzSwdK5yZq3GjtVgyOe/drqW3vs4kt7mpNTPUY3WQPkR+XJz4p9POjf8gAARAAARAAAb8JlKzHRtag0J1+inZwGGqPbecUr4lxK/cD5NTFz4gkDGbqX+Radx/VU3W1eJbqqHoFF8a9L0b/YsCcOd9Kr/Mi5d49+q7y/LCRJIt/iY23hEfIcVdUE2037aha2r/zSL3ySaefs2TcBQEQAAEQAIHiEQg1NTWZXB6ZK7Js2TJaXFzMvGGJt9A7sCJEp5Pby2VIzrucSnywUB8EQAAEQAAESoRASYeiistYPDHJHVKGLq2dW6jq/ojns2aKOwb0DgIgAAIgAALlRQAemxzmU3tntlC16cwa+yF4OYhHUxAAARAAARAAgQwJwLDJEBiqgwAIgAAIgAAIBJcAQlHBnRtoBgIgAAIgAAIgkCGBnA2bSlw4nCFjVAcBEAABEAABECgQgZwNmwLpiW5AAARAAARAAARAwJUADBtXRKgAAiAAAiAAAiBQKgRyOqBPTq7d3qgPxxvnDNiJZJGlMnroCQIgAAIgAAIgUFYEct4VJTRibQept2OGTvWbMlGXFSYMBgRAAARAAARAoBQI+BOKmrbmaCqFgUNHEAABEAABEACB8iPgj2EjXOZn6FvTQXXlhwojAgEQAAEQAAEQCDoB/wyboI8U+oEACIAACIAACJQ9Af8Mm3Wt1BLLKZ9m2cPGAEEABEAABEAABPJLwBfDJjT5Cb3bPUKNxwfoSKQ9vxpDOgiAAAiAAAiAAAikIJDTdm9Dpk4GGaab3V10FutsUqDGbRAAARAAARAAgXwT8MVjo5S8P0KjMGryPV+QDwIgAAIgAAIgkIaAf4ZNTZhWYo1NGtQoAgEQAAEQAAEQyDcBfwybFWGqyremkA8CIAACIAACIAACLgRyWmNjTalwAufYuMBGMQiAAAiAAAiAQH4J+JJSIb8qQjoIgAAIgAAIgAAIeCPgTyjKW1+oBQIgAAIgABdmtcEAAABlSURBVAIgAAJ5JQDDJq94IRwEQAAEQAAEQKCQBGDYFJI2+gIBEAABEAABEMgrARg2ecUL4SAAAiAAAiAAAoUkAMOmkLTRFwiAAAiAAAiAQF4JwLDJK14IBwEQAAEQAAEQKCSB/w/FTdeR7g13MQAAAABJRU5ErkJggg==" alt="" width="519" height="403" />

   submitStage函数中会根据依赖关系划分stage,通过递归调用从finalStage一直往前找它的父stage,直到stage没有父stage时就调用submitMissingTasks方法

   提交改stage。这样就完成了将job划分为一个或者多个stage。

      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" alt="" width="670" height="353" />

  最后会在submitMissingTasks函数中将stage封装成TaskSet通过taskScheduler.submitTasks函数提交给TaskScheduler处理。

原创文章,转载请注明: 转载自http://www.cnblogs.com/tovin/p/3903478.html

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