Python Benchmark Performance Report
Generated on 2026-03-03 13:42:38
How to Generate This Report
cd benchmarks/python
./run.sh
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 Plots
All plots show throughput (ops/sec); higher is better.
Throughput
Mediacontent
Mediacontentlist
Sample
Samplelist
Struct
Structlist
Benchmark Results
Timing Results (nanoseconds)
| Datatype | Operation | fory (ns) | pickle (ns) | protobuf (ns) | Fastest |
|---|---|---|---|---|---|
| Struct | Serialize | 417.9 | 868.9 | 548.9 | fory |
| Struct | Deserialize | 516.1 | 910.6 | 742.4 | fory |
| Sample | Serialize | 828.1 | 1663.5 | 2383.7 | fory |
| Sample | Deserialize | 1282.4 | 2296.3 | 3992.7 | fory |
| MediaContent | Serialize | 1139.9 | 2859.7 | 2867.1 | fory |
| MediaContent | Deserialize | 1719.5 | 2854.3 | 3236.1 | fory |
| StructList | Serialize | 1009.1 | 2630.6 | 3281.6 | fory |
| StructList | Deserialize | 1387.2 | 2651.9 | 3547.9 | fory |
| SampleList | Serialize | 2828.3 | 5541.0 | 15256.6 | fory |
| SampleList | Deserialize | 5043.4 | 8144.7 | 18912.5 | fory |
| MediaContentList | Serialize | 3417.9 | 9341.9 | 15853.2 | fory |
| MediaContentList | Deserialize | 6138.7 | 8435.3 | 16442.6 | fory |
Throughput Results (ops/sec)
| Datatype | Operation | fory TPS | pickle TPS | protobuf TPS | Fastest |
|---|---|---|---|---|---|
| Struct | Serialize | 2,393,086 | 1,150,946 | 1,821,982 | fory |
| Struct | Deserialize | 1,937,707 | 1,098,170 | 1,346,915 | fory |
| Sample | Serialize | 1,207,542 | 601,144 | 419,511 | fory |
| Sample | Deserialize | 779,789 | 435,489 | 250,460 | fory |
| MediaContent | Serialize | 877,300 | 349,688 | 348,780 | fory |
| MediaContent | Deserialize | 581,563 | 350,354 | 309,018 | fory |
| StructList | Serialize | 991,017 | 380,145 | 304,732 | fory |
| StructList | Deserialize | 720,901 | 377,081 | 281,855 | fory |
| SampleList | Serialize | 353,574 | 180,473 | 65,545 | fory |
| SampleList | Deserialize | 198,280 | 122,780 | 52,875 | fory |
| MediaContentList | Serialize | 292,578 | 107,045 | 63,079 | fory |
| MediaContentList | Deserialize | 162,902 | 118,550 | 60,818 | fory |
Serialized Data Sizes (bytes)
| Datatype | fory | pickle | protobuf |
|---|---|---|---|
| Struct | 72 | 126 | 61 |
| Sample | 517 | 793 | 375 |
| MediaContent | 470 | 586 | 301 |
| StructList | 205 | 420 | 315 |
| SampleList | 1810 | 2539 | 1890 |
| MediaContentList | 1756 | 1377 | 1520 |