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chaokunyang pushed a commit to branch fix_rust_benches
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commit 671309d23c764396a95fb43eb7715d5857b98125
Author: chaokunyang <[email protected]>
AuthorDate: Tue Mar 24 15:11:53 2026 +0800

    update benchmarks
---
 ...-fory_rust_versatile_serialization_framework.md |  2 ++
 docs/guide/csharp/cross-language.md                |  2 +-
 docs/guide/csharp/index.md                         |  4 ++--
 docs/guide/csharp/supported-types.md               |  2 +-
 docs/introduction/benchmark.md                     | 23 +++++++++++++---------
 .../current/introduction/benchmark.md              | 12 +++--------
 .../version-0.16/introduction/benchmark.md         | 12 +++--------
 .../version-0.16/introduction/benchmark.md         | 12 +++--------
 8 files changed, 29 insertions(+), 40 deletions(-)

diff --git a/blog/2025-10-29-fory_rust_versatile_serialization_framework.md 
b/blog/2025-10-29-fory_rust_versatile_serialization_framework.md
index f26bafc4d9..a278818dda 100644
--- a/blog/2025-10-29-fory_rust_versatile_serialization_framework.md
+++ b/blog/2025-10-29-fory_rust_versatile_serialization_framework.md
@@ -311,6 +311,8 @@ This modular design ensures clean separation of concerns 
and makes the codebase
 | system_data    | medium | serialize | 174,240    | 11,896     | 14,753       
| fory    |
 | system_data    | large  | serialize | 10,671     | 876        | 1,040        
| fory    |
 
+See https://github.com/apache/fory/tree/v0.16.0/benchmarks/rust for rust 
benchmark code and data.
+
 ## When to Use Apache Fory Rust
 
 ### ✅ **Ideal Use Cases**
diff --git a/docs/guide/csharp/cross-language.md 
b/docs/guide/csharp/cross-language.md
index 5a2af307ed..a9ec4fa4e1 100644
--- a/docs/guide/csharp/cross-language.md
+++ b/docs/guide/csharp/cross-language.md
@@ -91,7 +91,7 @@ value = fory.deserialize(payload_from_csharp)
 
 ## Type Mapping Reference
 
-See [xlang guide](../xlang/index.md) for complete mapping.
+See [xlang guide](../xlang) for complete mapping.
 
 ## Best Practices
 
diff --git a/docs/guide/csharp/index.md b/docs/guide/csharp/index.md
index 8aac393f50..ed12c1da65 100644
--- a/docs/guide/csharp/index.md
+++ b/docs/guide/csharp/index.md
@@ -99,6 +99,6 @@ User decoded = fory.Deserialize<User>(payload);
 
 ## Related Resources
 
-- [Cross-language serialization 
specification](../../specification/xlang_serialization_spec.md)
-- [Cross-language guide](../xlang/index.md)
+- [Cross-language serialization 
specification](../../specification/xlang_serialization_spec)
+- [Cross-language guide](../xlang)
 - [C# source directory](https://github.com/apache/fory/tree/main/csharp)
diff --git a/docs/guide/csharp/supported-types.md 
b/docs/guide/csharp/supported-types.md
index 0b63977887..7ecf94a269 100644
--- a/docs/guide/csharp/supported-types.md
+++ b/docs/guide/csharp/supported-types.md
@@ -88,7 +88,7 @@ Dynamic object payloads via `Serialize<object?>` / 
`Deserialize<object?>` suppor
 ## Notes
 
 - User-defined types should be registered explicitly.
-- For cross-language usage, follow the [xlang guide](../xlang/index.md).
+- For cross-language usage, follow the [xlang guide](../xlang).
 
 ## Related Topics
 
diff --git a/docs/introduction/benchmark.md b/docs/introduction/benchmark.md
index 195418881d..dcb2f641c1 100644
--- a/docs/introduction/benchmark.md
+++ b/docs/introduction/benchmark.md
@@ -19,17 +19,11 @@ The following benchmarks compare Fory against popular Java 
serialization framewo
 
 ### Java Serialization
 
-<img width="48%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_compatible_STRUCT_to_directBuffer_tps.png"
 />
-<img width="48%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_compatible_MEDIA_CONTENT_to_array_tps.png"
 />
-<img width="48%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_MEDIA_CONTENT_to_array_tps.png"
 />
-<img width="48%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_SAMPLE_to_array_tps.png" />
+![Java Serialization 
Throughput](../benchmarks/java/java_repo_serialization_throughput.png)
 
-### Java Deserialization
+**Deserialization Throughput**:
 
-<img width="48%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_compatible_STRUCT_from_directBuffer_tps.png"
 />
-<img width="48%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_compatible_MEDIA_CONTENT_from_array_tps.png"
 />
-<img width="48%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_MEDIA_CONTENT_from_array_tps.png"
 />
-<img width="48%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_SAMPLE_from_array_tps.png"
 />
+![Java Deserialization 
Throughput](../benchmarks/java/java_repo_deserialization_throughput.png)
 
 **Important**: Fory's runtime code generation requires proper warm-up for 
performance measurement:
 
@@ -63,6 +57,17 @@ single-object and list workloads.
 Note: Results depend on hardware, dataset, and implementation versions. See the
 Go benchmark report for details: https://fory.apache.org/docs/benchmarks/go/
 
+## Python Benchmark
+
+Fory Python demonstrates strong performance compared to `pickle` and Protobuf
+across single-object and list workloads.
+
+<img src="/img/benchmarks/python/throughput.png" width="90%"/>
+
+Note: Results depend on hardware, dataset, Python runtime, and implementation
+versions. See the Python benchmark report for details:
+https://fory.apache.org/docs/benchmarks/python/
+
 ## C# Benchmark
 
 Fory C# demonstrates strong performance compared to Protobuf and Msgpack across
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 dd2e7d353b..446bc1d689 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
@@ -15,17 +15,11 @@ sidebar_position: 2
 
 ### Java 序列化
 
-<img width="33%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_compatible_STRUCT_to_directBuffer_tps.png"
 />
-<img width="33%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_compatible_MEDIA_CONTENT_to_array_tps.png"
 />
-<img width="33%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_MEDIA_CONTENT_to_array_tps.png"
 />
-<img width="33%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_SAMPLE_to_array_tps.png" />
+![Java 序列化吞吐量](../benchmarks/java/java_repo_serialization_throughput.png)
 
-### Java 反序列化
+**反序列化吞吐量**:
 
-<img width="33%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_compatible_STRUCT_from_directBuffer_tps.png"
 />
-<img width="33%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_compatible_MEDIA_CONTENT_from_array_tps.png"
 />
-<img width="33%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_MEDIA_CONTENT_from_array_tps.png"
 />
-<img width="33%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_SAMPLE_from_array_tps.png"
 />
+![Java 反序列化吞吐量](../benchmarks/java/java_repo_deserialization_throughput.png)
 
 更多关于类型前向/后向兼容性、堆外支持、零拷贝序列化的性能测试,请参见 
[benchmarks](https://github.com/apache/fory/tree/main/docs/benchmarks)。
 
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 1145623351..b8feb8e0ea 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
@@ -15,17 +15,11 @@ sidebar_position: 2
 
 ### Java 序列化
 
-<img width="33%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_compatible_STRUCT_to_directBuffer_tps.png"
 />
-<img width="33%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_compatible_MEDIA_CONTENT_to_array_tps.png"
 />
-<img width="33%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_MEDIA_CONTENT_to_array_tps.png"
 />
-<img width="33%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_SAMPLE_to_array_tps.png" />
+![Java 序列化吞吐量](../benchmarks/java/java_repo_serialization_throughput.png)
 
-### Java 反序列化
+**反序列化吞吐量**:
 
-<img width="33%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_compatible_STRUCT_from_directBuffer_tps.png"
 />
-<img width="33%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_compatible_MEDIA_CONTENT_from_array_tps.png"
 />
-<img width="33%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_MEDIA_CONTENT_from_array_tps.png"
 />
-<img width="33%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_SAMPLE_from_array_tps.png"
 />
+![Java 反序列化吞吐量](../benchmarks/java/java_repo_deserialization_throughput.png)
 
 更多关于类型前向/后向兼容性、堆外支持、零拷贝序列化的性能测试,请参见 
[benchmarks](https://github.com/apache/fory/tree/main/docs/benchmarks)。
 
diff --git a/versioned_docs/version-0.16/introduction/benchmark.md 
b/versioned_docs/version-0.16/introduction/benchmark.md
index 195418881d..e541881b71 100644
--- a/versioned_docs/version-0.16/introduction/benchmark.md
+++ b/versioned_docs/version-0.16/introduction/benchmark.md
@@ -19,17 +19,11 @@ The following benchmarks compare Fory against popular Java 
serialization framewo
 
 ### Java Serialization
 
-<img width="48%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_compatible_STRUCT_to_directBuffer_tps.png"
 />
-<img width="48%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_compatible_MEDIA_CONTENT_to_array_tps.png"
 />
-<img width="48%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_MEDIA_CONTENT_to_array_tps.png"
 />
-<img width="48%" alt="" 
src="/img/benchmarks/serialization/bench_serialize_SAMPLE_to_array_tps.png" />
+![Java Serialization 
Throughput](../benchmarks/java/java_repo_serialization_throughput.png)
 
-### Java Deserialization
+**Deserialization Throughput**:
 
-<img width="48%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_compatible_STRUCT_from_directBuffer_tps.png"
 />
-<img width="48%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_compatible_MEDIA_CONTENT_from_array_tps.png"
 />
-<img width="48%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_MEDIA_CONTENT_from_array_tps.png"
 />
-<img width="48%" alt="" 
src="/img/benchmarks/deserialization/bench_deserialize_SAMPLE_from_array_tps.png"
 />
+![Java Deserialization 
Throughput](../benchmarks/java/java_repo_deserialization_throughput.png)
 
 **Important**: Fory's runtime code generation requires proper warm-up for 
performance measurement:
 


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