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Production operation plus equal checksum timed inside Rust. JNI entry/import/export and both perimeter transposes outside the small-operation timer; previous intrinsic JVM computation stays inside.", "previous": "Actual independently compiled main encoder from base, required to bind a JVM evaluator. Candidate requires empty descriptors and nonempty intended native-function route.", "signature": "Matching nullable/NOT NULL declarations on both Arrow and Java; NULL every seven rows where selected.", "order": "Serial paired processes, 16 warmups, nine measurements, 131072 processed rows per trial; matching checksums retained.", "pipeline": "One million nullable INT rows; rowwise source/blackhole; parallelism one; two warmups/five measurements. 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Timed counts disabled, wrapper check retained." }, "limits": [ "Tiny-batch fixed Calc/result costs remain; every slower cell is retained.", "Independent stock-control drift and full-job variability are not causal isolation.", "Bulk prepared qualification does not establish universal whole-job acceleration." ], "source_files_sha256": { "src/main/java/tech/streamfusion/planner/RexExpression.java": "6ca2ba5823be1a3de83d2550eda2755e33bac4cd9b049936a7da4813f1f627c0", "native/engine/src/expr.rs": "fa841096891162d8e0e75e37a276d073c380a22d64eccd0e2b7ded8235060e2e", "src/test/java/tech/streamfusion/planner/IntegralExpressionBenchmarkFunctions.java": "e3cca78fd0c6c1d5cc48e000ecc3436ab948ff0a8da702307a3a45e34010c2d5", "src/test/java/tech/streamfusion/FlinkIntegralArithmeticSqlHarnessTest.java": "bff7a514755c0ed408f5a8e11e317a6d1e592ecd94dcd5aec0f1b6636511540e", "native/engine/examples/integral_expression.rs": "39d9475e0e11347d9b1b58bd065fbc03a313642a08e69d0d3c2357150c176688" }, "statistics": { "118-16": { "stock_native_min": 0.07297280503285213, "stock_native_max": 0.3850117646575725, "previous_native_min": 10.847521387515446, "previous_native_max": 33.897204055632514, "losing": 8, "count": 8 }, "118-1024": { "stock_native_min": 1.5257023971053822, "stock_native_max": 11.035799522673031, "previous_native_min": 11.724766382990737, "previous_native_max": 85.88811811480163, "losing": 0, "count": 32 }, "22-16": { "stock_native_min": 0.07804258972464001, "stock_native_max": 0.3772417365495807, "previous_native_min": 11.284839889732156, "previous_native_max": 34.74896343741745, "losing": 8, "count": 8 }, "22-1024": { "stock_native_min": 1.567511561026969, "stock_native_max": 12.272038769773005, "previous_native_min": 10.652627502165188, "previous_native_max": 90.18943730653437, "losing": 0, "count": 32 }, "stock_control_drift": [ 0.5917770461250004, 1.6013597916720264 ], "118-add": { "candidate-native": [ 0.137397042, 0.151265417, 0.159724208 ], "candidate-stock": [ 0.122368792, 0.123599792, 0.129597583 ], "previous-previous": [ 0.157293042, 0.164820916, 0.189417333 ], "previous-stock": [ 0.118631292, 0.126828666, 0.138255125 ], "native_stock_ratio": 1.2238322941514337, "native_previous_ratio": 0.9177561966710585 }, "118-nested": { "candidate-native": [ 0.138623084, 0.140254083, 0.154077708 ], "candidate-stock": [ 0.118526, 0.125439959, 0.154963125 ], "previous-previous": [ 0.157303584, 0.163856583, 0.1799825 ], "previous-stock": [ 0.122851875, 0.127278, 0.136468541 ], "native_stock_ratio": 1.118097328140868, "native_previous_ratio": 0.8559563517811183 }, "22-add": { "candidate-native": [ 0.146697541, 0.149311084, 0.163414583 ], "candidate-stock": [ 0.125134625, 0.143825208, 0.170857125 ], "previous-previous": [ 0.162156708, 0.167961875, 0.21472575 ], "previous-stock": [ 0.129114458, 0.132832958, 0.141480125 ], "native_stock_ratio": 1.0381426599431722, "native_previous_ratio": 0.8889581876839611 }, "22-nested": { "candidate-native": [ 0.143623041, 0.145575291, 0.154209125 ], "candidate-stock": [ 0.12275775, 0.128320291, 0.130398333 ], "previous-previous": [ 0.160758917, 0.166431917, 0.177440917 ], "previous-stock": [ 0.122207125, 0.137147541, 0.14709625 ], "native_stock_ratio": 1.134468211266759, "native_previous_ratio": 0.8746837362932014 } } }