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<p><em>生成于 2026-03-03 13:42:38</em></p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=如何生成本报告>如何生成本报告<a href=#如何生成本报告 class=hash-link aria-label=如何生成本报告的直接链接 title=如何生成本报告的直接链接 translate=no>​</a></h2>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token builtin class-name">cd</span><span class="token plain"> benchmarks/python</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">./run.sh</span><br/></div></code></pre></div></div>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=硬件与操作系统信息>硬件与操作系统信息<a href=#硬件与操作系统信息 class=hash-link aria-label=硬件与操作系统信息的直接链接 title=硬件与操作系统信息的直接链接 translate=no>​</a></h2>
<table><thead><tr><th>键<th>值<tbody><tr><td>操作系统<td>Darwin 24.6.0<tr><td>机器架构<td>arm64<tr><td>处理器<td>arm<tr><td>Python<td>3.10.8<tr><td>CPU 核心数（物理）<td>12<tr><td>CPU 核心数（逻辑）<td>12<tr><td>总内存（GB）<td>48.0<tr><td>Python 实现<td>CPython<tr><td>基准平台<td>macOS-15.7.2-arm64-arm-64bit</table>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=基准配置>基准配置<a href=#基准配置 class=hash-link aria-label=基准配置的直接链接 title=基准配置的直接链接 translate=no>​</a></h2>
<table><thead><tr><th>键<th>值<tbody><tr><td>warmup<td>3<tr><td>iterations<td>15<tr><td>repeat<td>5<tr><td>number<td>1000<tr><td>list_size<td>5</table>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=基准图表>基准图表<a href=#基准图表 class=hash-link aria-label=基准图表的直接链接 title=基准图表的直接链接 translate=no>​</a></h2>
<p>所有图表均展示吞吐量（ops/sec）；数值越高越好。</p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=总吞吐量>总吞吐量<a href=#总吞吐量 class=hash-link aria-label=总吞吐量的直接链接 title=总吞吐量的直接链接 translate=no>​</a></h3>
<p align=center><img src=throughput.png width=90% /></p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=mediacontent-基准><code>MediaContent</code> 基准<a href=#mediacontent-基准 class=hash-link aria-label=mediacontent-基准的直接链接 title=mediacontent-基准的直接链接 translate=no>​</a></h3>
<p align=center><img src=mediacontent.png width=90% /></p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=mediacontentlist-基准><code>MediaContentList</code> 基准<a href=#mediacontentlist-基准 class=hash-link aria-label=mediacontentlist-基准的直接链接 title=mediacontentlist-基准的直接链接 translate=no>​</a></h3>
<p align=center><img src=mediacontentlist.png width=90% /></p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=sample>Sample<a href=#sample class=hash-link aria-label=Sample的直接链接 title=Sample��的直接链接 translate=no>​</a></h3>
<p align=center><img src=sample.png width=90% /></p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=samplelist>Samplelist<a href=#samplelist class=hash-link aria-label=Samplelist的直接链接 title=Samplelist的直接链接 translate=no>​</a></h3>
<p align=center><img src=samplelist.png width=90% /></p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=struct>Struct<a href=#struct class=hash-link aria-label=Struct的直接链接 title=Struct的直接链接 translate=no>​</a></h3>
<p align=center><img src=struct.png width=90% /></p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=structlist>Structlist<a href=#structlist class=hash-link aria-label=Structlist的直接链接 title=Structlist的直接链接 translate=no>​</a></h3>
<p align=center><img src=structlist.png width=90% /></p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=基准结果>基准结果<a href=#基准结果 class=hash-link aria-label=基准结果的直接链接 title=基准结果的直接链接 translate=no>​</a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=延迟结果纳秒>延迟结果（纳秒）<a href=#延迟结果纳秒 class=hash-link aria-label=延迟结果（纳秒）的直接链接 title=延迟结果（纳秒）的直接链接 translate=no>​</a></h3>
<table><thead><tr><th>数据类型<th>操作<th>fory (ns)<th>pickle (ns)<th>protobuf (ns)<th>最快<tbody><tr><td>Struct<td>Serialize<td>417.9<td>868.9<td>548.9<td>fory<tr><td>Struct<td>Deserialize<td>516.1<td>910.6<td>742.4<td>fory<tr><td>Sample<td>Serialize<td>828.1<td>1663.5<td>2383.7<td>fory<tr><td>Sample<td>Deserialize<td>1282.4<td>2296.3<td>3992.7<td>fory<tr><td>MediaContent<td>Serialize<td>1139.9<td>2859.7<td>2867.1<td>fory<tr><td>MediaContent<td>Deserialize<td>1719.5<td>2854.3<td>3236.1<td>fory<tr><td>StructList<td>Serialize<td>1009.1<td>2630.6<td>3281.6<td>fory<tr><td>StructList<td>Deserialize<td>1387.2<td>2651.9<td>3547.9<td>fory<tr><td>SampleList<td>Serialize<td>2828.3<td>5541.0<td>15256.6<td>fory<tr><td>SampleList<td>Deserialize<td>5043.4<td>8144.7<td>18912.5<td>fory<tr><td>MediaContentList<td>Serialize<td>3417.9<td>9341.9<td>15853.2<td>fory<tr><td>MediaContentList<td>Deserialize<td>6138.7<td>8435.3<td>16442.6<td>fory</table>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=吞吐结果opssec>吞吐结果（ops/sec）<a href=#吞吐结果opssec class=hash-link aria-label=吞吐结果（ops/sec）的直接链接 title=吞吐结果（ops/sec）的直接链接 translate=no>​</a></h3>
<table><thead><tr><th>数据类型<th>操作<th>fory TPS<th>pickle TPS<th>protobuf TPS<th>最快<tbody><tr><td>Struct<td>Serialize<td>2,393,086<td>1,150,946<td>1,821,982<td>fory<tr><td>Struct<td>Deserialize<td>1,937,707<td>1,098,170<td>1,346,915<td>fory<tr><td>Sample<td>Serialize<td>1,207,542<td>601,144<td>419,511<td>fory<tr><td>Sample<td>Deserialize<td>779,789<td>435,489<td>250,460<td>fory<tr><td>MediaContent<td>Serialize<td>877,300<td>349,688<td>348,780<td>fory<tr><td>MediaContent<td>Deserialize<td>581,563<td>350,354<td>309,018<td>fory<tr><td>StructList<td>Serialize<td>991,017<td>380,145<td>304,732<td>fory<tr><td>StructList<td>Deserialize<td>720,901<td>377,081<td>281,855<td>fory<tr><td>SampleList<td>Serialize<td>353,574<td>180,473<td>65,545<td>fory<tr><td>SampleList<td>Deserialize<td>198,280<td>122,780<td>52,875<td>fory<tr><td>MediaContentList<td>Serialize<td>292,578<td>107,045<td>63,079<td>fory<tr><td>MediaContentList<td>Deserialize<td>162,902<td>118,550<td>60,818<td>fory</table>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=序列化数据大小字节>序列化数据大小（字节）<a href=#序列化数据大小字节 class=hash-link aria-label=序列化数据大小（字节）的直接链接 title=序列化数据大小（字节）的直接链接 translate=no>​</a></h3>
<table><thead><tr><th>数据类型<th>fory<th>pickle<th>protobuf<tbody><tr><td>Struct<td>72<td>126<td>61<tr><td>Sample<td>517<td>793<td>375<tr><td>MediaContent<td>470<td>586<td>301<tr><td>StructList<td>205<td>420<td>315<tr><td>SampleList<td>1810<td>2539<td>1890<tr><td>MediaContentList<td>1756<td>1377<td>1520</table></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="row margin-top--sm theme-doc-footer-edit-meta-row"><div class="col noPrint_WFHX"><a href=https://github.com/apache/fory-site/tree/main/i18n/zh-CN/docusaurus-plugin-content-docs/version-0.16/benchmarks/python/README.md target=_blank rel="noopener noreferrer" class=theme-edit-this-page><svg fill=currentColor height=20 width=20 viewBox="0 0 40 40" class=iconEdit_Z9Sw aria-hidden=true><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"/></g></svg>编辑此页</a></div><div class="col 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