{ "date": "2026-10-19", "feature": "standalone MULTISET COUNT in windows and event-time OVER", "source_identity": { "prior": "a038f539ebfc1f23eb210ab2f5469dd17b1468f6", "dso_sha256": "b2057a28c67ca2ba1d1723a263485b3c1e04fff330ec0390f973db7a8f8c5096", "native_production_unchanged_from": "7513ed7b", "sources": { "src/test/java/tech/streamfusion/WindowComplexCountBenchmark.java": "3e5a26675f2ef13a3c9e118c618d0afd293641f559a043fd1dd2e97024d1e069", "src/test/java/tech/streamfusion/OverComplexCountBenchmark.java": "1da480fc899c575556abfac98c350d4a5ea2adcb3791ebfe5c0013344ef94dcb", "src/main/java/tech/streamfusion/arrow/MapListRepresentation.java": "33176f9f1ac9f4d88d52a9bdf164e112d20fcaeb14a851c9b07b2d2d581e10be", "src/main/java/tech/streamfusion/planner/WindowAggregateMatcher.java": "9f907adbc71884f36887208a0f198c87bc59f225594a1d58223b25a809a319c2", "src/main/java/tech/streamfusion/planner/OverAggregateMatcher.java": "f5098bdf03ef39111c4c8ce7c1e43dc8cc5d959898498892c50edd88ae224ebc", "native/engine/benches/over_complex_count.rs": "b39e8bbaf384a319fa4263312afb59488f4753f00626c07d68737fc4a7e0b4f8", "native/engine/benches/window_complex_counts.rs": "fcf694e3664b12af544b1e00aec249d6e3995ec997ab909893b201e3a803b436", "src/test/java/tech/streamfusion/FlinkOverMultisetCountSqlHarnessTest.java": "84af2bd0df463afbfc44b78e1bcb35746cc233911703db6b3e7fa80a584fdcd7", "src/test/java/tech/streamfusion/FlinkWindowComplexCountSqlHarnessTest.java": "79bca7acd2a451ba8a73ef8bbb8983c13122b65168ccc1fd5dab1e66af26e645", "src/test/java/tech/streamfusion/operator/NativeComplexWindowCountTest.java": "9d4bea327477fd399a1aa35036b85e90ea8710e3f68260620e22e66810d344e8" } }, "configuration": { "flink": [ "2.2.1", "1.18.1" ], "jdk": 17, "native": "same frozen release+mimalloc b205 library for current/actual-prior; production Rust unchanged7513", "parallelism": 2, "heap": "2 GiB", "time_zone": "UTC", "batch_rows": 1024, "window_mini_batch_rows": 1024, "source": "runtime nullable Map MULTISET, empty bags, NULL element, positive occurrence counts", "rows": { "windows": 1000000, "over_running": 500000, "over_bounded": 50000, "wide_window": 250000, "wide_over": 50000 }, "keys": [ 64, 4096 ], "widths": [ 4, 32 ], "warmups_per_engine": 2, "trials_per_engine": 3, "order": "alternating engines", "boundary": "complete jobs with startup, runtime row source, both transposes, production IPC, JNI/state, row blackhole sink", "native_proof": "Native operators and both transposes asserted per plan; window execution counters checked per profile; OVER execution counters checked per job. Actual-prior window/OVER fallback asserted.", "exclusive_local_heavy_work": true, "reproduce_window": "SF_BENCHMARK=true mvn -pl streamfusion-runtime test -Pbench -Dtest=WindowComplexCountBenchmark -Dwindow.cases=multiset -Dwindow.rows=1000000 -Dwindow.phases=ONE_PHASE,TWO_PHASE -Dwindow.shapes=TUMBLE,HOP,CUMULATE -Dwindow.warmup=2 -Dwindow.runs=3 -Dsf.extraJvmArgs=-Xmx2g", "reproduce_over": "Use OverComplexCountBenchmark -Dover.cases=multiset -Dover.frames=3,0 -Dover.rows=500000 -Dover.warmup=2 -Dover.runs=3. Bounded frames1,2 use50000rows; wide controls use4096keys/32elements." }, "qualification": { "22": [ "[INFO] Tests run: 128, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 46.67 s -- in tech.streamfusion.FlinkWindowComplexCountSqlHarnessTest", "[INFO] Tests run: 24, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 0.794 s -- in tech.streamfusion.operator.NativeComplexWindowCountTest", "[INFO] Tests run: 18, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 8.625 s -- in tech.streamfusion.FlinkWindowCountTypesSqlHarnessTest", "[INFO] Tests run: 11, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 4.465 s -- in tech.streamfusion.FlinkOverMultisetCountSqlHarnessTest", "[INFO] Tests run: 181, Failures: 0, Errors: 0, Skipped: 0" ], "118": [ "[WARNING] Tests run: 128, Failures: 0, Errors: 0, Skipped: 48, Time elapsed: 30.88 s -- in tech.streamfusion.FlinkWindowComplexCountSqlHarnessTest", "[INFO] Tests run: 24, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 0.675 s -- in tech.streamfusion.operator.NativeComplexWindowCountTest", "[WARNING] Tests run: 18, Failures: 0, Errors: 0, Skipped: 6, Time elapsed: 5.035 s -- in tech.streamfusion.FlinkWindowCountTypesSqlHarnessTest", "[INFO] Tests run: 11, Failures: 0, Errors: 0, Skipped: 0, Time elapsed: 4.365 s -- in tech.streamfusion.FlinkOverMultisetCountSqlHarnessTest", "[WARNING] Tests run: 181, Failures: 0, Errors: 0, Skipped: 54" ] }, "native_fixture_allocations": { "window_complex_counts": [ "NATIVE_ALLOCATION,\"window_complex_count/array/rows=128/keys=1/split=false\",71,9472,0,32", "NATIVE_ALLOCATION,\"window_complex_count/array/rows=128/keys=1/split=true\",132,15464,0,32", "NATIVE_ALLOCATION,\"window_complex_count/map/rows=128/keys=1/split=false\",72,9592,0,32", "NATIVE_ALLOCATION,\"window_complex_count/map/rows=128/keys=1/split=true\",133,15584,0,32", "NATIVE_ALLOCATION,\"window_complex_count/row/rows=128/keys=1/split=false\",73,9592,0,32", 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"[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 engine=Flink trial=3 warmup=false seconds=0.363535", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 engine=Flink trial=4 warmup=false seconds=0.364390", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 engine=StreamFusion trial=4 warmup=false seconds=0.306546" ], "summaries": [ "[over-complex] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 host_mean=0.394228s native_mean=0.340883s host_trials=[0.454759215, 0.363535157, 0.364389924] native_trials=[0.359088028, 0.357013831, 0.306546105]" ] }, { "run": "actual-prior-windows", "trials": [ "[complex-window-trial] case=multiset phase=ONE_PHASE shape=TUMBLE engine=Flink trial=0 warmup=true seconds=2.010946", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=TUMBLE engine=StreamFusion trial=0 warmup=true seconds=1.144101", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=TUMBLE engine=StreamFusion trial=1 warmup=true seconds=1.070643", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=TUMBLE engine=Flink trial=1 warmup=true seconds=1.033585", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=TUMBLE engine=Flink trial=2 warmup=false seconds=1.034889", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=TUMBLE engine=StreamFusion trial=2 warmup=false seconds=1.006222", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=TUMBLE engine=StreamFusion trial=3 warmup=false seconds=1.015408", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=TUMBLE engine=Flink trial=3 warmup=false seconds=0.981735", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=TUMBLE engine=Flink trial=4 warmup=false seconds=1.027608", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=TUMBLE engine=StreamFusion trial=4 warmup=false seconds=1.004706", "[complex-window-trial] case=multiset 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trial=4 warmup=false seconds=0.932404", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=HOP engine=StreamFusion trial=4 warmup=false seconds=0.961505", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=CUMULATE engine=Flink trial=0 warmup=true seconds=0.882318", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=CUMULATE engine=StreamFusion trial=0 warmup=true seconds=1.009722", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=CUMULATE engine=StreamFusion trial=1 warmup=true seconds=0.932351", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=CUMULATE engine=Flink trial=1 warmup=true seconds=0.878629", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=CUMULATE engine=Flink trial=2 warmup=false seconds=0.867344", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=CUMULATE engine=StreamFusion trial=2 warmup=false seconds=0.932567", "[complex-window-trial] case=multiset phase=ONE_PHASE shape=CUMULATE 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engine=Flink trial=2 warmup=false seconds=0.991939", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=StreamFusion trial=2 warmup=false seconds=0.984347", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=StreamFusion trial=3 warmup=false seconds=0.981147", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=Flink trial=3 warmup=false seconds=0.994761", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=Flink trial=4 warmup=false seconds=0.988475", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=StreamFusion trial=4 warmup=false seconds=0.985398", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=Flink trial=0 warmup=true seconds=0.986333", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=StreamFusion trial=0 warmup=true seconds=0.984199", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=StreamFusion trial=1 warmup=true seconds=1.007458", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=Flink trial=1 warmup=true seconds=0.983780", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=Flink trial=2 warmup=false seconds=0.920170", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=StreamFusion trial=2 warmup=false seconds=0.914797", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=StreamFusion trial=3 warmup=false seconds=0.985395", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=Flink trial=3 warmup=false seconds=0.932643", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=Flink trial=4 warmup=false seconds=0.907767", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=StreamFusion trial=4 warmup=false seconds=0.908519", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=CUMULATE engine=Flink trial=0 warmup=true seconds=0.921285", 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"[complex-window-trial] case=multiset phase=TWO_PHASE shape=CUMULATE engine=StreamFusion trial=4 warmup=false seconds=0.918627" ], "summaries": [ "[complex-window] case=multiset phase=ONE_PHASE shape=TUMBLE backend=memory native_expected=false rows=1000000 keys=64 host_mean=1.014744s native_mean=1.008779s host_trials=[1.034889465, 0.981734682, 1.027608096] native_trials=[1.00622235, 1.015408444, 1.004706068]", "[complex-window] case=multiset phase=ONE_PHASE shape=HOP backend=memory native_expected=false rows=1000000 keys=64 host_mean=0.912685s native_mean=0.958587s host_trials=[0.937798128, 0.867851388, 0.932404211] native_trials=[0.974291372, 0.939965353, 0.961504572]", "[complex-window] case=multiset phase=ONE_PHASE shape=CUMULATE backend=memory native_expected=false rows=1000000 keys=64 host_mean=0.869673s native_mean=0.900010s host_trials=[0.867343861, 0.867898361, 0.873777153] native_trials=[0.932567291, 0.875031364, 0.892430603]", "[complex-window] case=multiset phase=TWO_PHASE shape=TUMBLE backend=memory native_expected=false rows=1000000 keys=64 host_mean=0.991725s native_mean=0.983631s host_trials=[0.991938665, 0.994761415, 0.988474905] native_trials=[0.984346681, 0.98114674, 0.985398294]", "[complex-window] case=multiset phase=TWO_PHASE shape=HOP backend=memory native_expected=false rows=1000000 keys=64 host_mean=0.920193s native_mean=0.936237s host_trials=[0.920169854, 0.932643347, 0.907767008] native_trials=[0.91479717, 0.985394696, 0.908518826]", "[complex-window] case=multiset phase=TWO_PHASE shape=CUMULATE backend=memory native_expected=false rows=1000000 keys=64 host_mean=0.918563s native_mean=0.942391s host_trials=[0.930865456, 0.911060133, 0.913763583] native_trials=[0.912118916, 0.996428035, 0.918626769]" ] }, { "run": "actual-prior-over-running", "trials": [ "[over-complex-trial] type=multiset frame=3 proctime=false rows=500000 keys=64 width=4 engine=Flink trial=0 warmup=true seconds=2.104318", "[over-complex-trial] type=multiset frame=3 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frame=3 proctime=false rows=500000 keys=64 width=4 engine=Flink trial=4 warmup=false seconds=1.124811", "[over-complex-trial] type=multiset frame=3 proctime=false rows=500000 keys=64 width=4 engine=StreamFusion trial=4 warmup=false seconds=1.128107", "[over-complex-trial] type=multiset frame=0 proctime=false rows=500000 keys=64 width=4 engine=Flink trial=0 warmup=true seconds=1.140425", "[over-complex-trial] type=multiset frame=0 proctime=false rows=500000 keys=64 width=4 engine=StreamFusion trial=0 warmup=true seconds=1.133620", "[over-complex-trial] type=multiset frame=0 proctime=false rows=500000 keys=64 width=4 engine=StreamFusion trial=1 warmup=true seconds=1.149249", "[over-complex-trial] type=multiset frame=0 proctime=false rows=500000 keys=64 width=4 engine=Flink trial=1 warmup=true seconds=1.185429", "[over-complex-trial] type=multiset frame=0 proctime=false rows=500000 keys=64 width=4 engine=Flink trial=2 warmup=false seconds=1.093976", "[over-complex-trial] type=multiset frame=0 proctime=false rows=500000 keys=64 width=4 engine=StreamFusion trial=2 warmup=false seconds=1.081691", "[over-complex-trial] type=multiset frame=0 proctime=false rows=500000 keys=64 width=4 engine=StreamFusion trial=3 warmup=false seconds=1.044169", "[over-complex-trial] type=multiset frame=0 proctime=false rows=500000 keys=64 width=4 engine=Flink trial=3 warmup=false seconds=1.003969", "[over-complex-trial] type=multiset frame=0 proctime=false rows=500000 keys=64 width=4 engine=Flink trial=4 warmup=false seconds=1.064411", "[over-complex-trial] type=multiset frame=0 proctime=false rows=500000 keys=64 width=4 engine=StreamFusion trial=4 warmup=false seconds=0.978697" ], "summaries": [ "[over-complex] type=multiset frame=3 proctime=false rows=500000 keys=64 width=4 host_mean=1.103414s native_mean=1.131808s host_trials=[1.049800611, 1.135631126, 1.124811021] native_trials=[1.162843261, 1.104473315, 1.128107307]", "[over-complex] type=multiset frame=0 proctime=false rows=500000 keys=64 width=4 host_mean=1.054119s native_mean=1.034852s host_trials=[1.093976343, 1.003968762, 1.064410973] native_trials=[1.081690832, 1.044168542, 0.978696822]" ] }, { "run": "actual-prior-over-bounded", "trials": [ "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=0 warmup=true seconds=1.298484", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=0 warmup=true seconds=0.608297", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=1 warmup=true seconds=0.570612", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=1 warmup=true seconds=0.396361", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=2 warmup=false seconds=0.340319", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=2 warmup=false seconds=0.345901", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=3 warmup=false seconds=0.358152", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=3 warmup=false seconds=0.330092", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=4 warmup=false seconds=0.318521", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=4 warmup=false seconds=0.335626", "[over-complex-trial] type=multiset frame=2 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=0 warmup=true seconds=0.614527", "[over-complex-trial] type=multiset frame=2 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=0 warmup=true seconds=0.741368", "[over-complex-trial] type=multiset frame=2 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=1 warmup=true seconds=0.536115", "[over-complex-trial] type=multiset frame=2 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=1 warmup=true seconds=0.298044", "[over-complex-trial] type=multiset frame=2 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=2 warmup=false seconds=0.333869", "[over-complex-trial] type=multiset frame=2 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=2 warmup=false seconds=0.248368", "[over-complex-trial] type=multiset frame=2 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=3 warmup=false seconds=0.248298", "[over-complex-trial] type=multiset frame=2 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=3 warmup=false seconds=0.260490", "[over-complex-trial] type=multiset frame=2 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=4 warmup=false seconds=0.287636", "[over-complex-trial] type=multiset frame=2 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=4 warmup=false seconds=0.273860" ], "summaries": [ "[over-complex] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 host_mean=0.329644s native_mean=0.346560s host_trials=[0.34031861, 0.330091962, 0.318521081] native_trials=[0.345901075, 0.358152072, 0.33562632]", "[over-complex] type=multiset frame=2 proctime=false rows=50000 keys=64 width=4 host_mean=0.293999s native_mean=0.256842s host_trials=[0.333869135, 0.260490475, 0.287636244] native_trials=[0.248367607, 0.248298485, 0.273859696]" ] }, { "run": "actual-prior-wide-window", "trials": [ "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=Flink trial=0 warmup=true seconds=2.069375", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=StreamFusion trial=0 warmup=true seconds=1.173967", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=StreamFusion trial=1 warmup=true seconds=1.060564", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=Flink trial=1 warmup=true seconds=1.005754", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=Flink trial=2 warmup=false seconds=0.966499", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=StreamFusion trial=2 warmup=false seconds=0.981871", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=StreamFusion trial=3 warmup=false seconds=0.998960", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=Flink trial=3 warmup=false seconds=0.963917", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=Flink trial=4 warmup=false seconds=0.929372", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=HOP engine=StreamFusion trial=4 warmup=false seconds=0.954017" ], "summaries": [ "[complex-window] case=multiset phase=TWO_PHASE shape=HOP backend=memory native_expected=false rows=250000 keys=4096 host_mean=0.953263s native_mean=0.978283s host_trials=[0.966498798, 0.963917448, 0.929372456] native_trials=[0.981871023, 0.99895967, 0.954016808]" ] }, { "run": "actual-prior-wide-over", "trials": [ "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 engine=Flink trial=0 warmup=true seconds=1.175183", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 engine=StreamFusion trial=0 warmup=true seconds=0.513128", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 engine=StreamFusion trial=1 warmup=true seconds=0.562081", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 engine=Flink trial=1 warmup=true seconds=0.372402", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 engine=Flink trial=2 warmup=false seconds=0.379459", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 engine=StreamFusion trial=2 warmup=false seconds=0.372619", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 engine=StreamFusion trial=3 warmup=false seconds=0.370001", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 engine=Flink trial=3 warmup=false seconds=0.371480", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 engine=Flink trial=4 warmup=false seconds=0.346559", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 engine=StreamFusion trial=4 warmup=false seconds=0.348661" ], "summaries": [ "[over-complex] type=multiset frame=1 proctime=false rows=50000 keys=4096 width=32 host_mean=0.365833s native_mean=0.363760s host_trials=[0.379459312, 0.37147976, 0.346558627] native_trials=[0.372618548, 0.370001297, 0.348661127]" ] }, { "run": "released118-window", "trials": [ "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=Flink trial=0 warmup=true seconds=1.895178", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=StreamFusion trial=0 warmup=true seconds=1.215466", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=StreamFusion trial=1 warmup=true seconds=0.884415", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=Flink trial=1 warmup=true seconds=1.085676", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=Flink trial=2 warmup=false seconds=1.047983", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=StreamFusion trial=2 warmup=false seconds=0.805860", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=StreamFusion trial=3 warmup=false seconds=0.810540", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=Flink trial=3 warmup=false seconds=1.067331", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=Flink trial=4 warmup=false seconds=1.018738", "[complex-window-trial] case=multiset phase=TWO_PHASE shape=TUMBLE engine=StreamFusion trial=4 warmup=false seconds=0.820979" ], "summaries": [ "[complex-window] case=multiset phase=TWO_PHASE shape=TUMBLE backend=memory native_expected=true rows=1000000 keys=64 host_mean=1.044684s native_mean=0.812460s host_trials=[1.047983355, 1.067330696, 1.018738333] native_trials=[0.805859991, 0.810540281, 0.820978912]" ] }, { "run": "released118-over", "trials": [ "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=0 warmup=true seconds=1.252050", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=0 warmup=true seconds=0.436432", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=1 warmup=true seconds=0.328040", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=1 warmup=true seconds=0.787365", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=2 warmup=false seconds=0.536314", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=2 warmup=false seconds=0.227254", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=3 warmup=false seconds=0.221820", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=3 warmup=false seconds=0.410988", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=Flink trial=4 warmup=false seconds=0.350440", "[over-complex-trial] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 engine=StreamFusion trial=4 warmup=false seconds=0.152037" ], "summaries": [ "[over-complex] type=multiset frame=1 proctime=false rows=50000 keys=64 width=4 host_mean=0.432580s native_mean=0.200370s host_trials=[0.536313863, 0.41098774, 0.350439618] native_trials=[0.227253716, 0.221819963, 0.152036938]" ] } ], "remaining_gap": { "description": "Proctime MAP/MULTISET storage retains prior performance fallback. DISTINCT unchanged.", "issue": "https://github.com/datafusion-contrib/StreamFusion/issues/419" }, "limits": [ "These complete jobs include startup/source allocation, especially material for the short bounded profiles. No sustained-throughput or universal improvement claim.", "Wide MULTISET gains can be modest and trial ranges overlap actual-prior execution. Paired prior stock controls are retained to expose process drift.", "Native fixtures use default release codegen1 and allocation instrumentation; whole-job timings use the same frozen release+mimalloc DSO for both revisions. Allocation requests/buffer sharing are not copied bytes.", "No new JNI, native operator or snapshot implementation; the new logical type uses existing validity-only counts and nullable-key list transport." ], "summary": { "window": { "stock": [ 1.0617567825796905, 1.3379114019478546 ], "actual_prior": [ 1.032888250274852, 1.330798364468915 ] }, "over": { "stock": [ 1.0206605244937974, 2.495456666479882 ], "actual_prior": [ 1.0363780472135267, 1.9593683270773812 ] } } }