| # Python Benchmark Performance Report |
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| _Generated on 2026-03-03 13:42:38_ |
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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 | 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) |
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| | 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) |
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| | 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 | |
