| # Python Benchmark Performance Report |
| |
| _Generated on 2026-04-14 14:53:18_ |
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| ## How to Generate This Report |
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| ```bash |
| cd benchmarks/python |
| ./run.sh |
| ``` |
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| ## Hardware & OS Info |
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| | 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 |
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| All plots show throughput (ops/sec); higher is better. |
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| ### Throughput |
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|  |
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| ### Mediacontent |
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|  |
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| ### Mediacontentlist |
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|  |
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| ### Sample |
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|  |
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| ### Samplelist |
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|  |
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| ### Struct |
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|  |
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| ### Structlist |
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|  |
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| ## Benchmark Results |
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| ### Timing Results (nanoseconds) |
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| | 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) |
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| | 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 | |
