Python Benchmark Performance Report
Generated on 2026-05-08 17:54:45
How to Generate This Report
cd benchmarks/python
./run.sh
Benchmark Plot
The plot shows throughput (ops/sec); higher is better.
Hardware & OS Info
| Key | Value |
|---|---|
| OS | Darwin 24.6.0 |
| Machine | arm64 |
| Processor | arm |
| Python | 3.10.8 |
| CPU Cores (Physical) | 12 |
| CPU Cores (Logical) | 12 |
| Total RAM (GB) | 48.0 |
| Python Implementation | CPython |
| Benchmark Platform | macOS-15.7.2-arm64-arm-64bit |
Benchmark Configuration
| Key | Value |
|---|---|
| warmup | 3 |
| iterations | 15 |
| repeat | 5 |
| number | 1000 |
| list_size | 5 |
Benchmark Results
Timing Results (nanoseconds)
| Datatype | Operation | fory (ns) | protobuf (ns) | pickle (ns) | Fastest |
|---|---|---|---|---|---|
| NumericStruct | Serialize | 491.4 | 802.3 | 1119.8 | fory |
| NumericStruct | Deserialize | 522.2 | 1211.6 | 1788.7 | fory |
| Sample | Serialize | 1096.4 | 3315.8 | 10185.2 | fory |
| Sample | Deserialize | 2772.0 | 6659.7 | 7061.9 | fory |
| MediaContent | Serialize | 989.2 | 3433.2 | 4392.7 | fory |
| MediaContent | Deserialize | 1518.7 | 4381.2 | 4305.1 | fory |
| NumericStructList | Serialize | 1111.2 | 4707.9 | 3235.8 | fory |
| NumericStructList | Deserialize | 1891.7 | 6891.0 | 3974.9 | fory |
| SampleList | Serialize | 3447.2 | 18719.1 | 32125.7 | fory |
| SampleList | Deserialize | 13131.6 | 35264.2 | 24154.4 | fory |
| MediaContentList | Serialize | 2996.5 | 17597.4 | 11087.8 | fory |
| MediaContentList | Deserialize | 6228.7 | 21562.0 | 10459.3 | fory |
Throughput Results (ops/sec)
| Datatype | Operation | fory TPS | protobuf TPS | pickle TPS | Fastest |
|---|---|---|---|---|---|
| NumericStruct | Serialize | 2,035,025 | 1,246,379 | 893,009 | fory |
| NumericStruct | Deserialize | 1,915,112 | 825,344 | 559,055 | fory |
| Sample | Serialize | 912,072 | 301,590 | 98,182 | fory |
| Sample | Deserialize | 360,751 | 150,158 | 141,605 | fory |
| MediaContent | Serialize | 1,010,939 | 291,275 | 227,652 | fory |
| MediaContent | Deserialize | 658,462 | 228,247 | 232,281 | fory |
| NumericStructList | Serialize | 899,960 | 212,407 | 309,040 | fory |
| NumericStructList | Deserialize | 528,636 | 145,116 | 251,580 | fory |
| SampleList | Serialize | 290,092 | 53,421 | 31,128 | fory |
| SampleList | Deserialize | 76,152 | 28,357 | 41,400 | fory |
| MediaContentList | Serialize | 333,720 | 56,826 | 90,189 | fory |
| MediaContentList | Deserialize | 160,547 | 46,378 | 95,609 | fory |
Serialized Data Sizes (bytes)
| Datatype | fory | protobuf | pickle |
|---|---|---|---|
| NumericStruct | 78 | 93 | 169 |
| Sample | 445 | 375 | 1176 |
| MediaContent | 366 | 301 | 624 |
| NumericStructList | 219 | 475 | 582 |
| SampleList | 1914 | 1890 | 3546 |
| MediaContentList | 1614 | 1520 | 1415 |