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The following commit(s) were added to refs/heads/main by this push:
     new f4aa288276 add python benchmarks (#439)
f4aa288276 is described below

commit f4aa28827604cc561d51fe0de42923882c8c7dda
Author: Shawn Yang <[email protected]>
AuthorDate: Tue Mar 24 16:45:51 2026 +0800

    add python benchmarks (#439)
---
 docs/introduction/benchmark.md                                    | 8 ++++++++
 .../current/introduction/benchmark.md                             | 8 ++++++++
 .../version-0.16/introduction/benchmark.md                        | 8 ++++++++
 versioned_docs/version-0.16/introduction/benchmark.md             | 8 ++++++++
 4 files changed, 32 insertions(+)

diff --git a/docs/introduction/benchmark.md b/docs/introduction/benchmark.md
index 5d9d34cabd..e559832cc2 100644
--- a/docs/introduction/benchmark.md
+++ b/docs/introduction/benchmark.md
@@ -31,6 +31,14 @@ The Java benchmark section compares Fory against popular 
Java serialization fram
 
 For additional benchmark notes, raw data, and the complete Java benchmark 
README, see [Java 
Benchmarks](https://github.com/apache/fory/tree/main/docs/benchmarks/java).
 
+## Python Benchmark
+
+Fory Python demonstrates strong performance compared to `pickle` and Protobuf 
across object and list workloads.
+
+![Python Throughput](../benchmarks/python/throughput.png)
+
+For benchmark setup, raw results, and reproduction steps, see [Python 
Benchmarks](../benchmarks/python/README.md).
+
 ## Rust Benchmark
 
 Fory Rust demonstrates competitive performance compared to other Rust 
serialization frameworks.
diff --git 
a/i18n/zh-CN/docusaurus-plugin-content-docs/current/introduction/benchmark.md 
b/i18n/zh-CN/docusaurus-plugin-content-docs/current/introduction/benchmark.md
index dd3a1f2462..17ac2bffb3 100644
--- 
a/i18n/zh-CN/docusaurus-plugin-content-docs/current/introduction/benchmark.md
+++ 
b/i18n/zh-CN/docusaurus-plugin-content-docs/current/introduction/benchmark.md
@@ -31,6 +31,14 @@ Java 性能测试部分使用 `docs/benchmarks/java` 中的当前基准套件,
 
 更多性能测试说明、原始数据和完整 Java benchmark README 请参见 [Java 
Benchmarks](https://github.com/apache/fory/tree/main/docs/benchmarks/java)。
 
+## Python 性能测试
+
+Fory Python 在对象和列表两类工作负载下,相比 `pickle` 和 Protobuf 展现出较强的性能表现。
+
+![Python 吞吐图](../benchmarks/python/throughput.png)
+
+性能测试配置、原始结果以及复现方式请参见 [Python 性能测试报告](../benchmarks/python/README.md)。
+
 ## Rust 性能测试
 
 Fory Rust 相比其他 Rust 序列化框架展现出有竞争力的性能。
diff --git 
a/i18n/zh-CN/docusaurus-plugin-content-docs/version-0.16/introduction/benchmark.md
 
b/i18n/zh-CN/docusaurus-plugin-content-docs/version-0.16/introduction/benchmark.md
index dd3a1f2462..17ac2bffb3 100644
--- 
a/i18n/zh-CN/docusaurus-plugin-content-docs/version-0.16/introduction/benchmark.md
+++ 
b/i18n/zh-CN/docusaurus-plugin-content-docs/version-0.16/introduction/benchmark.md
@@ -31,6 +31,14 @@ Java 性能测试部分使用 `docs/benchmarks/java` 中的当前基准套件,
 
 更多性能测试说明、原始数据和完整 Java benchmark README 请参见 [Java 
Benchmarks](https://github.com/apache/fory/tree/main/docs/benchmarks/java)。
 
+## Python 性能测试
+
+Fory Python 在对象和列表两类工作负载下,相比 `pickle` 和 Protobuf 展现出较强的性能表现。
+
+![Python 吞吐图](../benchmarks/python/throughput.png)
+
+性能测试配置、原始结果以及复现方式请参见 [Python 性能测试报告](../benchmarks/python/README.md)。
+
 ## Rust 性能测试
 
 Fory Rust 相比其他 Rust 序列化框架展现出有竞争力的性能。
diff --git a/versioned_docs/version-0.16/introduction/benchmark.md 
b/versioned_docs/version-0.16/introduction/benchmark.md
index 5d9d34cabd..e559832cc2 100644
--- a/versioned_docs/version-0.16/introduction/benchmark.md
+++ b/versioned_docs/version-0.16/introduction/benchmark.md
@@ -31,6 +31,14 @@ The Java benchmark section compares Fory against popular 
Java serialization fram
 
 For additional benchmark notes, raw data, and the complete Java benchmark 
README, see [Java 
Benchmarks](https://github.com/apache/fory/tree/main/docs/benchmarks/java).
 
+## Python Benchmark
+
+Fory Python demonstrates strong performance compared to `pickle` and Protobuf 
across object and list workloads.
+
+![Python Throughput](../benchmarks/python/throughput.png)
+
+For benchmark setup, raw results, and reproduction steps, see [Python 
Benchmarks](../benchmarks/python/README.md).
+
 ## Rust Benchmark
 
 Fory Rust demonstrates competitive performance compared to other Rust 
serialization frameworks.


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