Python Benchmark Performance Report
Generated on 2026-04-14 14:53:18
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 | 431.3 | 963.9 | 604.3 | fory |
| Struct | Deserialize | 476.6 | 925.1 | 804.8 | fory |
| Sample | Serialize | 4966.3 | 12725.1 | 4396.0 | protobuf |
| Sample | Deserialize | 4362.9 | 6409.2 | 6620.1 | fory |
| MediaContent | Serialize | 1213.1 | 4263.1 | 3173.7 | fory |
| MediaContent | Deserialize | 1620.7 | 4625.8 | 4306.3 | fory |
| StructList | Serialize | 1072.0 | 2798.6 | 3759.0 | fory |
| StructList | Deserialize | 1334.7 | 2756.7 | 3963.5 | fory |
| SampleList | Serialize | 23866.8 | 33484.5 | 18711.7 | protobuf |
| SampleList | Deserialize | 17347.5 | 22999.0 | 36077.1 | fory |
| MediaContentList | Serialize | 3526.9 | 11258.1 | 17670.6 | fory |
| MediaContentList | Deserialize | 6241.1 | 10209.5 | 21440.7 | fory |
Throughput Results (ops/sec)
| Datatype | Operation | fory TPS | pickle TPS | protobuf TPS | Fastest |
|---|---|---|---|---|---|
| Struct | Serialize | 2,318,598 | 1,037,429 | 1,654,700 | fory |
| Struct | Deserialize | 2,098,391 | 1,081,003 | 1,242,545 | fory |
| Sample | Serialize | 201,358 | 78,585 | 227,479 | protobuf |
| Sample | Deserialize | 229,204 | 156,026 | 151,056 | fory |
| MediaContent | Serialize | 824,338 | 234,569 | 315,087 | fory |
| MediaContent | Deserialize | 616,999 | 216,177 | 232,216 | fory |
| StructList | Serialize | 932,803 | 357,322 | 266,029 | fory |
| StructList | Deserialize | 749,212 | 362,753 | 252,301 | fory |
| SampleList | Serialize | 41,899 | 29,865 | 53,442 | protobuf |
| SampleList | Deserialize | 57,645 | 43,480 | 27,718 | fory |
| MediaContentList | Serialize | 283,535 | 88,825 | 56,591 | fory |
| MediaContentList | Deserialize | 160,227 | 97,948 | 46,640 | fory |
Serialized Data Sizes (bytes)
| Datatype | fory | pickle | protobuf |
|---|---|---|---|
| Struct | 58 | 126 | 61 |
| Sample | 446 | 1176 | 375 |
| MediaContent | 391 | 624 | 301 |
| StructList | 184 | 420 | 315 |
| SampleList | 1980 | 3546 | 1890 |
| MediaContentList | 1665 | 1415 | 1520 |