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<p><em>生成于 2026-05-08 17:54:45</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=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>图表展示吞吐量（ops/sec）；数值越高越好。</p>
<p><img decoding=async loading=lazy alt=Throughput src=/zh-CN/assets/images/throughput-ffd14e2f19db5c861a8c714c20c3777d.png width=2724 height=1445 class=img_ev3q /></p>
<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>protobuf (ns)<th>pickle (ns)<th>最快<tbody><tr><td>NumericStruct<td>序列化<td>491.4<td>802.3<td>1119.8<td>fory<tr><td>NumericStruct<td>反序列化<td>522.2<td>1211.6<td>1788.7<td>fory<tr><td>Sample<td>序列化<td>1096.4<td>3315.8<td>10185.2<td>fory<tr><td>Sample<td>反序列化<td>2772.0<td>6659.7<td>7061.9<td>fory<tr><td>MediaContent<td>序列化<td>989.2<td>3433.2<td>4392.7<td>fory<tr><td>MediaContent<td>反序列化<td>1518.7<td>4381.2<td>4305.1<td>fory<tr><td>NumericStructList<td>序列化<td>1111.2<td>4707.9<td>3235.8<td>fory<tr><td>NumericStructList<td>反序列化<td>1891.7<td>6891.0<td>3974.9<td>fory<tr><td>SampleList<td>序列化<td>3447.2<td>18719.1<td>32125.7<td>fory<tr><td>SampleList<td>反序列化<td>13131.6<td>35264.2<td>24154.4<td>fory<tr><td>MediaContentList<td>序列化<td>2996.5<td>17597.4<td>11087.8<td>fory<tr><td>MediaContentList<td>反序列化<td>6228.7<td>21562.0<td>10459.3<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>protobuf TPS<th>pickle TPS<th>最快<tbody><tr><td>NumericStruct<td>序列化<td>2,035,025<td>1,246,379<td>893,009<td>fory<tr><td>NumericStruct<td>反序列化<td>1,915,112<td>825,344<td>559,055<td>fory<tr><td>Sample<td>序列化<td>912,072<td>301,590<td>98,182<td>fory<tr><td>Sample<td>反序列化<td>360,751<td>150,158<td>141,605<td>fory<tr><td>MediaContent<td>序列化<td>1,010,939<td>291,275<td>227,652<td>fory<tr><td>MediaContent<td>反序列化<td>658,462<td>228,247<td>232,281<td>fory<tr><td>NumericStructList<td>序列化<td>899,960<td>212,407<td>309,040<td>fory<tr><td>NumericStructList<td>反序列化<td>528,636<td>145,116<td>251,580<td>fory<tr><td>SampleList<td>序列化<td>290,092<td>53,421<td>31,128<td>fory<tr><td>SampleList<td>反序列化<td>76,152<td>28,357<td>41,400<td>fory<tr><td>MediaContentList<td>序列化<td>333,720<td>56,826<td>90,189<td>fory<tr><td>MediaContentList<td>反序列化<td>160,547<td>46,378<td>95,609<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>protobuf<th>pickle<tbody><tr><td>NumericStruct<td>78<td>93<td>169<tr><td>Sample<td>445<td>375<td>1176<tr><td>MediaContent<td>366<td>301<td>624<tr><td>NumericStructList<td>219<td>475<td>582<tr><td>SampleList<td>1914<td>1890<td>3546<tr><td>MediaContentList<td>1614<td>1520<td>1415</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-1.3.0/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 lastUpdated_JAkA"></div></div></footer></article><nav class="docusaurus-mt-lg pagination-nav" aria-label=文件选项卡></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href=#如何生成本报告 class="table-of-contents__link toc-highlight">如何生成本报告</a><li><a href=#基准图表 class="table-of-contents__link toc-highlight">基准图表</a><li><a href=#硬件与操作系统信息 class="table-of-contents__link toc-highlight">硬件与操作系统信息</a><li><a href=#基准配置 class="table-of-contents__link toc-highlight">基准配置</a><li><a href=#基准结果 class="table-of-contents__link toc-highlight">基准结果</a><ul><li><a href=#延迟结果纳秒 class="table-of-contents__link toc-highlight">延迟结果（纳秒）</a><li><a href=#吞吐结果opssec class="table-of-contents__link toc-highlight">吞吐结果（ops/sec）</a><li><a href=#序列化数据大小字节 class="table-of-contents__link toc-highlight">序列化数据大小（字节）</a></ul></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class=footer__title>社区</div><ul class="footer__items clean-list"><li class=footer__item><a href=https://lists.apache.org/list.html?dev@fory.apache.org target=_blank rel="noopener noreferrer" class=footer__link-item>邮件列表<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a><li class=footer__item><a href=https://join.slack.com/t/fory-project/shared_invite/zt-1u8soj4qc-ieYEu7ciHOqA2mo47llS8A target=_blank rel="noopener noreferrer" class=footer__link-item>Slack<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a><li class=footer__item><a href=https://twitter.com/ApacheFory target=_blank rel="noopener noreferrer" class=footer__link-item>Twitter<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a></ul></div><div class="theme-layout-footer-column col footer__col"><div class=footer__title>文档</div><ul class="footer__items clean-list"><li class=footer__item><a class=footer__link-item href=/zh-CN/docs/start/install>安装</a><li class=footer__item><a class=footer__link-item href=/zh-CN/docs/start/usage>使用</a><li class=footer__item><a class=footer__link-item href=/zh-CN/docs/introduction/benchmark>基准测试</a></ul></div><div class="theme-layout-footer-column col footer__col"><div class=footer__title>代码库</div><ul class="footer__items clean-list"><li class=footer__item><a href=https://github.com/apache/fory target=_blank rel="noopener noreferrer" class=footer__link-item>Apache Fory™<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a><li class=footer__item><a href=https://github.com/apache/fory-site target=_blank rel="noopener noreferrer" class=footer__link-item>网站<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a></ul></div></div><div class="footer__bottom text--center"><div class=margin-bottom--sm><a href=https://apache.org/ rel="noopener noreferrer" class=footerLogoLink_BH7S><img src=/zh-CN/img/asf_logo.svg alt="Apache Incubator 标志" class="footer__logo themedComponent_mlkZ themedComponent--light_NVdE" width=200 /><img src=/zh-CN/img/asf_logo.svg alt="Apache Incubator 标志" class="footer__logo themedComponent_mlkZ themedComponent--dark_xIcU" width=200 /></a></div><div class=footer__copyright><div>
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