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class=docItemContainer_Djhp><article><span class="theme-doc-version-badge badge badge--secondary">Version: 0.16</span><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type=button class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>C++ Benchmark Performance Report</h1></header>
<p><em>Generated on 2026-02-19 10:20:08</em></p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=how-to-generate-this-report>How to Generate This Report<a href=#how-to-generate-this-report class=hash-link aria-label="Direct link to How to Generate This Report" title="Direct link to How to Generate This Report" 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/cpp/build</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">./fory_benchmark </span><span class="token parameter variable" style=color:#36acaa>--benchmark_format</span><span class="token operator" style=color:#393A34>=</span><span class="token plain">json </span><span class="token parameter variable" style=color:#36acaa>--benchmark_out</span><span class="token operator" style=color:#393A34>=</span><span class="token plain">benchmark_results.json</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token builtin class-name">cd</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>..</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python benchmark_report.py --json-file build/benchmark_results.json --output-dir report</span><br/></div></code></pre></div></div>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=hardware--os-info>Hardware & OS Info<a href=#hardware--os-info class=hash-link aria-label="Direct link to Hardware & OS Info" title="Direct link to Hardware & OS Info" translate=no>​</a></h2>
<table><thead><tr><th>Key<th>Value<tbody><tr><td>OS<td>Darwin 24.6.0<tr><td>Machine<td>arm64<tr><td>Processor<td>arm<tr><td>CPU Cores (Physical)<td>12<tr><td>CPU Cores (Logical)<td>12<tr><td>Total RAM (GB)<td>48.0<tr><td>Benchmark Date<td>2026-02-19T10:19:31+08:00<tr><td>CPU Cores (from benchmark)<td>12</table>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=benchmark-plots>Benchmark Plots<a href=#benchmark-plots class=hash-link aria-label="Direct link to Benchmark Plots" title="Direct link to Benchmark Plots" translate=no>​</a></h2>
<p>All class-level plots below show throughput (ops/sec).</p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=throughput>Throughput<a href=#throughput class=hash-link aria-label="Direct link to Throughput" title="Direct link to Throughput" translate=no>​</a></h3>
<p align=center><img src=throughput.png width=90% /></p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=mediacontent>Mediacontent<a href=#mediacontent class=hash-link aria-label="Direct link to Mediacontent" title="Direct link to Mediacontent" translate=no>​</a></h3>
<p align=center><img src=mediacontent.png width=90% /></p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=mediacontentlist>Mediacontentlist<a href=#mediacontentlist class=hash-link aria-label="Direct link to Mediacontentlist" title="Direct link to Mediacontentlist" 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="Direct link to Sample" title="Direct link to Sample" 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="Direct link to Samplelist" title="Direct link to Samplelist" 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="Direct link to Struct" title="Direct link to Struct" 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="Direct link to Structlist" title="Direct link to Structlist" translate=no>​</a></h3>
<p align=center><img src=structlist.png width=90% /></p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=benchmark-results>Benchmark Results<a href=#benchmark-results class=hash-link aria-label="Direct link to Benchmark Results" title="Direct link to Benchmark Results" translate=no>​</a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=timing-results-nanoseconds>Timing Results (nanoseconds)<a href=#timing-results-nanoseconds class=hash-link aria-label="Direct link to Timing Results (nanoseconds)" title="Direct link to Timing Results (nanoseconds)" translate=no>​</a></h3>
<table><thead><tr><th>Datatype<th>Operation<th>fory (ns)<th>protobuf (ns)<th>msgpack (ns)<th>Fastest<tbody><tr><td>MediaContent<td>Serialize<td>120.4<td>863.8<td>281.1<td>fory<tr><td>MediaContent<td>Deserialize<td>397.9<td>1197.9<td>2768.6<td>fory<tr><td>MediaContentList<td>Serialize<td>480.9<td>4744.3<td>1407.5<td>fory<tr><td>MediaContentList<td>Deserialize<td>2022.1<td>6426.0<td>13595.9<td>fory<tr><td>Sample<td>Serialize<td>72.8<td>92.0<td>296.1<td>fory<tr><td>Sample<td>Deserialize<td>328.2<td>641.2<td>2642.9<td>fory<tr><td>SampleList<td>Serialize<td>287.3<td>4761.2<td>1506.7<td>fory<tr><td>SampleList<td>Deserialize<td>1711.8<td>4875.2<td>13232.0<td>fory<tr><td>Struct<td>Serialize<td>27.3<td>32.4<td>55.2<td>fory<tr><td>Struct<td>Deserialize<td>21.4<td>25.0<td>747.3<td>fory<tr><td>StructList<td>Serialize<td>69.4<td>419.8<td>285.9<td>fory<tr><td>StructList<td>Deserialize<td>129.4<td>334.4<td>3385.8<td>fory</table>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=throughput-results-opssec>Throughput Results (ops/sec)<a href=#throughput-results-opssec class=hash-link aria-label="Direct link to Throughput Results (ops/sec)" title="Direct link to Throughput Results (ops/sec)" translate=no>​</a></h3>
<table><thead><tr><th>Datatype<th>Operation<th>fory TPS<th>protobuf TPS<th>msgpack TPS<th>Fastest<tbody><tr><td>MediaContent<td>Serialize<td>8,306,128<td>1,157,712<td>3,557,700<td>fory<tr><td>MediaContent<td>Deserialize<td>2,513,488<td>834,808<td>361,190<td>fory<tr><td>MediaContentList<td>Serialize<td>2,079,229<td>210,777<td>710,492<td>fory<tr><td>MediaContentList<td>Deserialize<td>494,523<td>155,617<td>73,551<td>fory<tr><td>Sample<td>Serialize<td>13,745,041<td>10,871,787<td>3,377,292<td>fory<tr><td>Sample<td>Deserialize<td>3,047,224<td>1,559,633<td>378,369<td>fory<tr><td>SampleList<td>Serialize<td>3,481,110<td>210,029<td>663,693<td>fory<tr><td>SampleList<td>Deserialize<td>584,168<td>205,121<td>75,574<td>fory<tr><td>Struct<td>Serialize<td>36,672,581<td>30,900,039<td>18,114,682<td>fory<tr><td>Struct<td>Deserialize<td>46,637,124<td>39,947,557<td>1,338,225<td>fory<tr><td>StructList<td>Serialize<td>14,419,548<td>2,381,886<td>3,497,903<td>fory<tr><td>StructList<td>Deserialize<td>7,729,173<td>2,990,652<td>295,353<td>fory</table>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=serialized-data-sizes-bytes>Serialized Data Sizes (bytes)<a href=#serialized-data-sizes-bytes class=hash-link aria-label="Direct link to Serialized Data Sizes (bytes)" title="Direct link to Serialized Data Sizes (bytes)" translate=no>​</a></h3>
<table><thead><tr><th>Datatype<th>fory<th>protobuf<th>msgpack<tbody><tr><td>Struct<td>58<td>61<td>55<tr><td>Sample<td>446<td>375<td>530<tr><td>MediaContent<td>365<td>301<td>480<tr><td>StructList<td>184<td>315<td>289<tr><td>SampleList<td>1980<td>1890<td>2664<tr><td>MediaContentList<td>1535<td>1520<td>2421</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/docs/benchmarks/cpp/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>Edit this page</a></div><div class="col lastUpdated_JAkA"></div></div></footer></article><nav class="docusaurus-mt-lg 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