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boolean hasNextBatch() throws IOException;
// 获得下一个 BatchData,并把游标后移
BatchData nextBatch() throws IOException;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br></div></div><h4 id="使用流程"><a href="#使用流程" class="header-anchor">#</a> 使用流程</h4> <div class="language- line-numbers-mode"><pre class="language-text"><code>while (batchReader.hasNextBatch()) {
BatchData batchData = batchReader.nextBatch();
// use batchData to do some work
...
}
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br><span class="line-number">6</span><br></div></div><h3 id="org-apache-iotdb-db-query-reader-series-iaggregatereader"><a href="#org-apache-iotdb-db-query-reader-series-iaggregatereader" class="header-anchor">#</a> org.apache.iotdb.db.query.reader.series.IAggregateReader</h3> <h4 id="主要方法-2"><a href="#主要方法-2" class="header-anchor">#</a> 主要方法</h4> <div class="language- line-numbers-mode"><pre class="language-text"><code>// 判断是否还有 Chunk
boolean hasNextChunk() throws IOException;
// 判断是否能够使用当前 Chunk 的统计信息
boolean canUseCurrentChunkStatistics();
// 获得当前 Chunk 的统计信息
Statistics currentChunkStatistics();
// 跳过当前 Chunk
void skipCurrentChunk();
// 判断当前Chunk是否还有下一个 Page
boolean hasNextPage() throws IOException;
// 判断能否使用当前 Page 的统计信息
boolean canUseCurrentPageStatistics() throws IOException;
// 获得当前 Page 的统计信息
Statistics currentPageStatistics() throws IOException;
// 跳过当前的 Page
void skipCurrentPage();
// 获得当前 Page 的数据
BatchData nextPage() throws IOException;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br><span class="line-number">6</span><br><span class="line-number">7</span><br><span class="line-number">8</span><br><span class="line-number">9</span><br><span class="line-number">10</span><br><span class="line-number">11</span><br><span class="line-number">12</span><br><span class="line-number">13</span><br><span class="line-number">14</span><br><span class="line-number">15</span><br><span class="line-number">16</span><br><span class="line-number">17</span><br><span class="line-number">18</span><br><span class="line-number">19</span><br><span class="line-number">20</span><br><span class="line-number">21</span><br><span class="line-number">22</span><br><span class="line-number">23</span><br><span class="line-number">24</span><br><span class="line-number">25</span><br><span class="line-number">26</span><br></div></div><h4 id="一般使用流程"><a href="#一般使用流程" class="header-anchor">#</a> 一般使用流程</h4> <div class="language- line-numbers-mode"><pre class="language-text"><code>while (aggregateReader.hasNextChunk()) {
if (aggregateReader.canUseCurrentChunkStatistics()) {
Statistics chunkStatistics = aggregateReader.currentChunkStatistics();
// 用 chunk 层的统计信息计算
...
aggregateReader.skipCurrentChunk();
continue;
}
// 把当前 chunk 中的 page 消耗完
while (aggregateReader.hasNextPage()) {
if (aggregateReader.canUseCurrentPageStatistics()) {
// 可以用统计信息
Statistics pageStatistic = aggregateReader.currentPageStatistics();
// 用 page 层的统计信息计算
...
aggregateReader.skipCurrentPage();
continue;
} else {
// 不能用统计信息,需要用数据计算
BatchData batchData = aggregateReader.nextOverlappedPage();
// 用 batchData 计算
...
}
}
}
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br><span class="line-number">6</span><br><span class="line-number">7</span><br><span class="line-number">8</span><br><span class="line-number">9</span><br><span class="line-number">10</span><br><span class="line-number">11</span><br><span class="line-number">12</span><br><span class="line-number">13</span><br><span class="line-number">14</span><br><span class="line-number">15</span><br><span class="line-number">16</span><br><span class="line-number">17</span><br><span class="line-number">18</span><br><span class="line-number">19</span><br><span class="line-number">20</span><br><span class="line-number">21</span><br><span class="line-number">22</span><br><span class="line-number">23</span><br><span class="line-number">24</span><br><span class="line-number">25</span><br><span class="line-number">26</span><br><span class="line-number">27</span><br><span class="line-number">28</span><br><span class="line-number">29</span><br><span class="line-number">30</span><br><span class="line-number">31</span><br></div></div><h3 id="org-apache-iotdb-db-query-reader-ireaderbytimestamp"><a href="#org-apache-iotdb-db-query-reader-ireaderbytimestamp" class="header-anchor">#</a> org.apache.iotdb.db.query.reader.IReaderByTimestamp</h3> <h4 id="主要方法-3"><a href="#主要方法-3" class="header-anchor">#</a> 主要方法</h4> <div class="language- line-numbers-mode"><pre class="language-text"><code>// 得到给定时间戳的值,如果不存在返回 null(要求传入的 timestamp 是递增的)
Object getValueInTimestamp(long timestamp) throws IOException;
// 给定一批递增时间戳的值,返回一批结果(减少方法调用次数)
Object[] getValuesInTimestamps(long[] timestamps) throws IOException;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br></div></div><h4 id="一般使用流程-2"><a href="#一般使用流程-2" class="header-anchor">#</a> 一般使用流程</h4> <p>该接口在带值过滤的查询中被使用,TimeGenerator生成时间戳后,使用该接口获得该时间戳对应的value</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>Object value = readerByTimestamp.getValueInTimestamp(timestamp);
or
Object[] values = readerByTimestamp.getValueInTimestamp(timestamps);
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br></div></div><h2 id="具体实现类"><a href="#具体实现类" class="header-anchor">#</a> 具体实现类</h2> <p>上述三个接口都有其对应的实现类,由于以上三种查询有共性,我们设计了一个基础的 SeriesReader 工具类,封装了对于一个时间序列读取操作的基本方法,帮助实现以上三种接口。下面首先介绍 SeriesReader 的设计原理,然后再依次介绍三个接口的具体实现。</p> <h3 id="org-apache-iotdb-db-query-reader-series-seriesreader"><a href="#org-apache-iotdb-db-query-reader-series-seriesreader" class="header-anchor">#</a> org.apache.iotdb.db.query.reader.series.SeriesReader</h3> <h4 id="设计思想"><a href="#设计思想" class="header-anchor">#</a> 设计思想</h4> <p>背景知识:TsFile 文件(TsFileResource)解开后可以得到 ChunkMetadata,ChunkMetadata 解开后可以得到一堆 PageReader,PageReader 可以直接返回 BatchData 数据点。</p> <p>为了支持以上三种接口</p> <p>数据按照粒度从大到小分成四种:文件,Chunk,Page,相交数据点。在原始数据查询中,最大的数据块返回粒度是一个 page,如果一个 page 和其他 page 由于乱序写入相互覆盖了,就解开成数据点做合并。聚合查询中优先使用 Chunk 的统计信息,其次是 Page 的统计信息,最后是相交数据点。</p> <p>设计原则是能用粒度大的就不用粒度小的。</p> <p>首先介绍一下SeriesReader里的几个重要字段</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>
/*
* 文件层
*/
private final List&lt;TsFileResource&gt; seqFileResource;
顺序文件列表,因为顺序文件本身就保证有序,且时间戳互不重叠,只需使用List进行存储
private final PriorityQueue&lt;TsFileResource&gt; unseqFileResource;
乱序文件列表,因为乱序文件互相之间不保证顺序性,且可能有重叠,为了保证顺序,使用优先队列进行存储
/*
* chunk 层
*
* 三个字段之间数据永远不重复,first 永远是第一个(开始时间最小)
*/
private ChunkMetaData firstChunkMetaData;
填充 chunk 层时优先填充此字段,保证这个 chunk 具有当前最小开始时间
private final List&lt;ChunkMetaData&gt; seqChunkMetadatas;
顺序文件解开后得到的 ChunkMetaData 存放在此,本身有序且互不重叠,所以使用 List 存储
private final PriorityQueue&lt;ChunkMetaData&gt; unseqChunkMetadatas;
乱序文件解开后得到的 ChunkMetaData 存放在此,互相之间可能有重叠,为了保证顺序,使用优先队列进行存储
/*
* page 层
*
* 两个字段之间数据永远不重复,first 永远是第一个(开始时间最小)
*/
private VersionPageReader firstPageReader;
开始时间最小的 page reader
private PriorityQueue&lt;VersionPageReader&gt; cachedPageReaders;
当前获得的所有 page reader,按照每个 page 的起始时间进行排序
/*
* 相交数据点层
*/
private PriorityMergeReader mergeReader;
本质上是多个带优先级的 page,按时间戳从低到高输出数据点,时间戳相同时,保留优先级高的
/*
* 相交数据点产出结果的缓存
*/
private boolean hasCachedNextOverlappedPage;
是否缓存了下一个batch
private BatchData cachedBatchData;
缓存的下一个batch的引用
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br><span class="line-number">6</span><br><span class="line-number">7</span><br><span class="line-number">8</span><br><span class="line-number">9</span><br><span class="line-number">10</span><br><span class="line-number">11</span><br><span class="line-number">12</span><br><span class="line-number">13</span><br><span class="line-number">14</span><br><span class="line-number">15</span><br><span class="line-number">16</span><br><span class="line-number">17</span><br><span class="line-number">18</span><br><span class="line-number">19</span><br><span class="line-number">20</span><br><span class="line-number">21</span><br><span class="line-number">22</span><br><span class="line-number">23</span><br><span class="line-number">24</span><br><span class="line-number">25</span><br><span class="line-number">26</span><br><span class="line-number">27</span><br><span class="line-number">28</span><br><span class="line-number">29</span><br><span class="line-number">30</span><br><span class="line-number">31</span><br><span class="line-number">32</span><br><span class="line-number">33</span><br><span class="line-number">34</span><br><span class="line-number">35</span><br><span class="line-number">36</span><br><span class="line-number">37</span><br><span class="line-number">38</span><br><span class="line-number">39</span><br><span class="line-number">40</span><br><span class="line-number">41</span><br><span class="line-number">42</span><br><span class="line-number">43</span><br><span class="line-number">44</span><br><span class="line-number">45</span><br><span class="line-number">46</span><br><span class="line-number">47</span><br><span class="line-number">48</span><br><span class="line-number">49</span><br></div></div><p>下面介绍一下SeriesReader里的重要方法</p> <h4 id="hasnextchunk"><a href="#hasnextchunk" class="header-anchor">#</a> hasNextChunk()</h4> <ul><li><p>主要功能:判断该时间序列还有没有下一个chunk。</p></li> <li><p>约束:在调用这个方法前,需要保证 <code>SeriesReader</code> 内已经没有 page 和 数据点 层级的数据了,也就是之前解开的 chunk 都消耗完了。</p></li> <li><p>实现:如果 <code>firstChunkMetaData</code> 不为空,则代表当前已经缓存了第一个 <code>ChunkMetaData</code>,且未被使用,直接返回<code>true</code></p> <p>尝试去解开第一个顺序文件和第一个乱序文件,填充 chunk 层。并解开与 <code>firstChunkMetadata</code> 相重合的所有文件。</p></li></ul> <h4 id="ischunkoverlapped"><a href="#ischunkoverlapped" class="header-anchor">#</a> isChunkOverlapped()</h4> <ul><li><p>主要功能:判断当前的 chunk 有没有与其他 Chunk 有重叠</p></li> <li><p>约束:在调用这个方法前,需要保证 chunk 层已经缓存了 <code>firstChunkMetadata</code>,也就是调用了 hasNextChunk() 并且为 true。</p></li> <li><p>实现:直接把 <code>firstChunkMetadata</code><code>seqChunkMetadatas</code><code>unseqChunkMetadatas</code> 相比较。因为此前已经保证所有和 <code>firstChunkMetadata</code> 相交的文件都被解开了。</p></li></ul> <h4 id="currentchunkstatistics"><a href="#currentchunkstatistics" class="header-anchor">#</a> currentChunkStatistics()</h4> <p>返回 <code>firstChunkMetaData</code> 的统计信息。</p> <h4 id="skipcurrentchunk"><a href="#skipcurrentchunk" class="header-anchor">#</a> skipCurrentChunk()</h4> <p>跳过当前 chunk。只需要将<code>firstChunkMetaData</code>置为<code>null</code></p> <h4 id="hasnextpage"><a href="#hasnextpage" class="header-anchor">#</a> hasNextPage()</h4> <ul><li><p>主要功能:判断 SeriesReader 中还有没有已经解开的 page,如果有相交的 page,就构造 <code>cachedBatchData</code> 并缓存,否则缓存 <code>firstPageReader</code></p></li> <li><p>实现:如果已经缓存了 <code>cachedBatchData</code> 就直接返回。如果有相交数据点,就构造 <code>cachedBatchData</code>。如果已经缓存了 <code>firstPageReader</code>,就直接返回。</p> <p>如果当前的 <code>firstChunkMetadata</code> 还没有解开,就解开与之重叠的所有 ChunkMetadata,构造 firstPageReader。</p> <p>判断,如果 <code>firstPageReader</code><code>cachedPageReaders</code> 相交,则构造 <code>cachedBatchData</code>,否则直接返回。</p></li></ul> <h4 id="ispageoverlapped"><a href="#ispageoverlapped" class="header-anchor">#</a> isPageOverlapped()</h4> <ul><li><p>主要功能:判断当前的 page 有没有与其他 page 有重叠</p></li> <li><p>约束:在调用这个方法前,需要保证调用了 hasNextPage() 并且为 true。也就是,有可能缓存了一个相交的 <code>cachedBatchData</code>,或者缓存了不相交的 <code>firstPageReader</code></p></li> <li><p>实现:先判断有没有 <code>cachedBatchData</code>,如果没有,就说明当前 page 不相交,则 <code>mergeReader</code> 里没数据。再判断 <code>firstPageReader</code> 是否与 <code>cachedPageReaders</code> 中的 page 相交。</p></li></ul> <h4 id="currentpagestatistics"><a href="#currentpagestatistics" class="header-anchor">#</a> currentPageStatistics()</h4> <p>返回 <code>firstPageReader</code> 的统计信息。</p> <h4 id="skipcurrentpage"><a href="#skipcurrentpage" class="header-anchor">#</a> skipCurrentPage()</h4> <p>跳过当前Page。只需要将 <code>firstPageReader</code> 置为 null。</p> <h4 id="nextpage"><a href="#nextpage" class="header-anchor">#</a> nextPage()</h4> <ul><li><p>主要功能:返回下一个相交或不想交的 page</p></li> <li><p>约束:在调用这个方法前,需要保证调用了 hasNextPage() 并且为 true。也就是,有可能缓存了一个相交的 <code>cachedBatchData</code>,或者缓存了不相交的 <code>firstPageReader</code></p></li> <li><p>实现:如果 <code>hasCachedNextOverlappedPage</code> 为 true,说明缓存了一个相交的 page,直接返回 <code>cachedBatchData</code>。否则当前 page 不相交,直接从 firstPageReader 里拿当前 page 的数据。</p></li></ul> <h4 id="hasnextoverlappedpage"><a href="#hasnextoverlappedpage" class="header-anchor">#</a> hasNextOverlappedPage()</h4> <ul><li><p>主要功能:内部方法,用来判断当前有没有重叠的数据,并且构造相交的 page 并缓存。</p></li> <li><p>实现:如果 <code>hasCachedNextOverlappedPage</code><code>true</code>,直接返回 <code>true</code></p> <p>否则,先调用 <code>tryToPutAllDirectlyOverlappedPageReadersIntoMergeReader()</code> 方法,将 <code>cachedPageReaders</code> 中所有与 <code>firstPageReader</code> 有重叠的放进 <code>mergeReader</code> 里。<code>mergeReader</code> 里维护了一个 <code>currentLargestEndTime</code> 变量,每次添加进新的 Reader 时被更新,用以记录当前添加进 <code>mergeReader</code> 的 page 的最大结束时间。
然后先从<code>mergeReader</code>里取出当前最大的结束时间,作为第一批数据的结束时间,记为<code>currentPageEndTime</code>。接着去遍历<code>mergeReader</code>,直到当前的时间戳大于<code>currentPageEndTime</code></p> <p>每从 mergeReader 移出一个点前,我们先要判断是否有与当前时间戳重叠的file或者chunk或者page(这里之所以还要再做一次判断,是因为,比如当前page是1-30,和他直接相交的page是20-50,还有一个page是40-60,每取一个点判断一次是想把40-60解开),如果有,解开相应的file或者chunk或者page,并将其放入<code>mergeReader</code>。完成重叠的判断后,从<code>mergeReader</code>中取出相应数据。</p> <p>完成迭代后将获得数据缓存在 <code>cachedBatchData</code> 中,并将 <code>hasCachedNextOverlappedPage</code> 置为 <code>true</code></p></li></ul> <h4 id="nextoverlappedpage"><a href="#nextoverlappedpage" class="header-anchor">#</a> nextOverlappedPage()</h4> <p>将缓存的<code>cachedBatchData</code>返回,并将<code>hasCachedNextOverlappedPage</code>置为<code>false</code></p> <h3 id="org-apache-iotdb-db-query-reader-series-seriesrawdatabatchreader"><a href="#org-apache-iotdb-db-query-reader-series-seriesrawdatabatchreader" class="header-anchor">#</a> org.apache.iotdb.db.query.reader.series.SeriesRawDataBatchReader</h3> <p><code>SeriesRawDataBatchReader</code>实现了<code>IBatchReader</code></p> <p>其方法<code>hasNextBatch()</code>的核心判断流程是</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>// 有缓存了 batch,直接返回
if (hasCachedBatchData) {
return true;
}
/*
* 如果 SeriesReader 里还有 page,返回 page
*/
if (readPageData()) {
hasCachedBatchData = true;
return true;
}
/*
* 如果有 chunk,并且有 page,返回 page
*/
while (seriesReader.hasNextChunk()) {
if (readPageData()) {
hasCachedBatchData = true;
return true;
}
}
return hasCachedBatchData;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br><span class="line-number">6</span><br><span class="line-number">7</span><br><span class="line-number">8</span><br><span class="line-number">9</span><br><span class="line-number">10</span><br><span class="line-number">11</span><br><span class="line-number">12</span><br><span class="line-number">13</span><br><span class="line-number">14</span><br><span class="line-number">15</span><br><span class="line-number">16</span><br><span class="line-number">17</span><br><span class="line-number">18</span><br><span class="line-number">19</span><br><span class="line-number">20</span><br><span class="line-number">21</span><br><span class="line-number">22</span><br><span class="line-number">23</span><br></div></div><h3 id="org-apache-iotdb-db-query-reader-series-seriesreaderbytimestamp"><a href="#org-apache-iotdb-db-query-reader-series-seriesreaderbytimestamp" class="header-anchor">#</a> org.apache.iotdb.db.query.reader.series.SeriesReaderByTimestamp</h3> <p><code>SeriesReaderByTimestamp</code> 实现了 <code>IReaderByTimestamp</code></p> <p>设计思想:当给一个时间戳要查询值时,这个时间戳可以转化为一个 time &gt;= x 的过滤条件。不断更新这个过滤条件,并且跳过不满足的文件,chunk 和 page。</p> <p>实现方式:</p> <div class="language- line-numbers-mode"><pre class="language-text"><code>/*
* 优先判断下一个 page 有没有当前所查时间,能跳过就跳过
*/
if (readPageData(timestamp)) {
return true;
}
/*
* 判断下一个 chunk 有没有当前所查时间,能跳过就跳过
*/
while (seriesReader.hasNextChunk()) {
Statistics statistics = seriesReader.currentChunkStatistics();
if (!satisfyTimeFilter(statistics)) {
seriesReader.skipCurrentChunk();
continue;
}
/*
* chunk 不能跳过,继续到 chunk 里检查 page
*/
if (readPageData(timestamp)) {
return true;
}
}
return false;
</code></pre> <div class="line-numbers-wrapper"><span class="line-number">1</span><br><span class="line-number">2</span><br><span class="line-number">3</span><br><span class="line-number">4</span><br><span class="line-number">5</span><br><span class="line-number">6</span><br><span class="line-number">7</span><br><span class="line-number">8</span><br><span class="line-number">9</span><br><span class="line-number">10</span><br><span class="line-number">11</span><br><span class="line-number">12</span><br><span class="line-number">13</span><br><span class="line-number">14</span><br><span class="line-number">15</span><br><span class="line-number">16</span><br><span class="line-number">17</span><br><span class="line-number">18</span><br><span class="line-number">19</span><br><span class="line-number">20</span><br><span class="line-number">21</span><br><span class="line-number">22</span><br><span class="line-number">23</span><br><span class="line-number">24</span><br></div></div><h3 id="org-apache-iotdb-db-query-reader-series-seriesaggregatereader"><a href="#org-apache-iotdb-db-query-reader-series-seriesaggregatereader" class="header-anchor">#</a> org.apache.iotdb.db.query.reader.series.SeriesAggregateReader</h3> <p><code>SeriesAggregateReader</code> 实现了 <code>IAggregateReader</code></p> <p><code>IAggregateReader</code>的大部分接口方法都在<code>SeriesReader</code>有对应实现,除了<code>canUseCurrentChunkStatistics()</code><code>canUseCurrentPageStatistics()</code>两个方法。</p> <h4 id="canusecurrentchunkstatistics"><a href="#canusecurrentchunkstatistics" class="header-anchor">#</a> canUseCurrentChunkStatistics()</h4> <p>设计思想:可以用统计信息的条件是当前 chunk 不重叠,并且满足过滤条件。</p> <p>先调用<code>SeriesReader</code><code>currentChunkStatistics()</code>方法,获得当前chunk的统计信息,再调用<code>SeriesReader</code><code>isChunkOverlapped()</code>方法判断当前chunk是否重叠,如果当前chunk不重叠,且其统计信息满足过滤条件,则返回<code>true</code>,否则返回<code>false</code></p> <h4 id="canusecurrentpagestatistics"><a href="#canusecurrentpagestatistics" class="header-anchor">#</a> canUseCurrentPageStatistics()</h4> <p>设计思想:可以用统计信息的条件是当前 page 不重叠,并且满足过滤条件。</p> <p>先调用<code>SeriesReader</code><code>currentPageStatistics()</code> 方法,获得当前page的统计信息,再调用<code>SeriesReader</code><code>isPageOverlapped()</code> 方法判断当前 page 是否重叠,如果当前page不重叠,且其统计信息满足过滤条件,则返回<code>true</code>,否则返回<code>false</code></p></div> <div class="page-nav"><p class="inner"><span class="prev">
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