* test: golden-pin the four de-duplicated indicators across all C-ABI bindings Extend gen_golden to emit reference fixtures for AdOscillator (ADOSC), IntradayIntensity, AwesomeOscillatorHistogram and AverageDrawdown, and replay them through the Go / C# / Java / R golden harnesses so their corrected definitions stay bit-identical to the Rust core in every binding. Go suite verified locally (gcc 13 + cgo): all 9 golden tests pass; C#/Java/R use the same fixtures and harness pattern (CI-verified). First step of extending the golden coverage beyond the seven archetype representatives. * test: golden-pin the scalar-output tranche (308 indicators) against Rust Extend gen_golden with a generated emit_scalar that writes reference fixtures for every single-f64-output indicator (scalar / candle / pairwise input) using valid constructor params, and add a manifest-driven generic Python golden replay that reconstructs each by its native name and checks it bit-for-bit against the Rust output. 308 indicators now value-tied to the Rust core in Python (pytest: 308/308). Takes golden coverage from the 7 archetype representatives to 308+ of the catalogue. 22 scalar indicators with non-default constructor constraints are skipped by gen_golden for now (logged), as are non-f64-output ones; multi-output, exotic inputs and the per-indicator arg arities of the C-ABI/Node replays follow. Generated + verified locally with the full toolchain. * test: golden-pin the multi-output tranche (70 indicators) in Python Add a generated emit_multi to gen_golden (per-indicator Output-field access, one CSV column per field) and a manifest-driven generic Python replay that checks every field of each multi-output indicator against the Rust reference. 70 multi-output indicators now value-tied to Rust in Python; combined with the scalar tranche, 378 indicators are golden-pinned. 8 multi with non-default param constraints and 5 with non-f64 Output fields (Option/Vec/i64) are deferred. pytest green. * test(golden): add 30 constraint-tuned indicators to scalar/multi golden suite Emit golden fixtures for 22 scalar-output and 8 multi-output indicators whose constructors need non-default parameters (Alma, Jma, Psar, T3, Mama, DoubleBollinger, ZigZag, ...). All 408 fixtures replay bit-for-bit through the Python binding. * test(golden): cover 36 missed scalar/multi indicators Add 26 single-output (LinearRegression family, HT cycle, Candle volatility estimators, DrawdownDuration) and 10 multi-output (BollingerBands, MACD/MACDEXT/MACDFIX, Camarilla, VWAP bands, ...) indicators to the golden suite. 444 fixtures replay bit-for-bit through the Python binding. * test(golden): cover 50 exotic-input indicators Add deterministic synthetic feeders for the DerivativesTick (17), CrossSection (15), Trade (8), TradeQuote (3) and OrderBook (7) families, derived from the shared OHLCV input series in both gen_golden and a new Python replay harness (test_golden_exotic). All 494 fixtures replay bit-for-bit through the Python binding. * test(golden): complete 514-indicator golden coverage Add the final tranches: 3 mixed multi-output indicators (Ichimoku, WilliamsFractals, LeadLagCrossCorrelation), 6 histogram profiles (time/volume seasonality + TPO/volume price profiles), 10 alt-chart bar builders and the footprint. Every one of the 514 distinct indicators now has a Rust-generated g_<Canonical>.csv fixture and a generic Python replay (scalar/multi/exotic/profile/bars), all passing bit-for-bit. * test(golden): add generic Node replay for all 514 indicators A manifest-driven node:test harness reconstructs every indicator by its native class, feeds the same synthetic stream derived from the shared golden input, and checks output bit-for-bit against the Rust reference fixtures (scalar/multi/exotic/profile/bars). node_manifest.json is generated from index.d.ts plus the Python-side manifests. 514/514 pass. * test(golden): add generated Go replay for all 514 indicators golden_all_test.go (generated by gen_golden_test.py) reconstructs every Go indicator, feeds the shared synthetic stream and checks output bit-for-bit against the Rust reference fixtures. A reflection-based comparator flattens multi-output structs, profiles and bar slices so one path covers all archetypes. This is the first C-ABI binding verified across the full catalogue. 514/514 pass. * test(golden): add generated C# replay for all 514 indicators GoldenAllTests.g.cs (generated by gen_golden_test.py) reconstructs every C# indicator, feeds the shared synthetic stream and checks output bit-for-bit against the Rust reference fixtures via a reflection-based flatten covering scalar/multi/profile/bar archetypes. 514/514 pass. Also add the '#nullable enable' directive the compiler requires to the generated Indicators.g.cs, clearing the four CS8669 warnings on the nullable double[] profile return types. * fix(java): marshal C ABI bool params correctly; add 514 golden replay The Java FFM binding marshalled the cross-section state flags (newHigh, newLow, aboveMa, onBuySignal) as JAVA_DOUBLE arrays, but the C ABI takes them as const bool* (one byte each), so the native side read the low byte of each 8-byte double and saw every flag as false. Add WickraNative. boolSegment and use it across the 15 cross-section indicators. Also pass the MacdExt MaType arguments as byte to match the uint8_t downcall descriptor (was int, throwing WrongMethodTypeException). Add GoldenAllTest.java (generated by gen_golden_test.py): a reflection runner replaying all 514 indicators against the Rust reference fixtures. The bugs above were found by this test; 514/514 now pass. * fix(r): marshal C ABI bool flags correctly; add 514 golden replay The R wrapper passed the cross-section state flags as (bool *)REAL(x), reinterpreting the 8-byte doubles as 1-byte bools so the native side read every flag as false. Add wk_bool_vec to convert each flag vector into a real C bool buffer and use it for all 15 cross-section update wrappers. Add test-golden-all.R + generated golden_specs.R: a reflective runner replaying all 514 indicators against the Rust reference fixtures. The bug above was found by this test; verified 514/514 pass locally. * test(golden): add WASM replay for all 514 indicators A manifest-driven node:test harness loads the nodejs-target wasm-pack build, reconstructs every indicator by its JS class, feeds the shared synthetic stream and checks output bit-for-bit against the Rust reference fixtures. wasm_manifest.json is generated from the wasm .d.ts plus the shared manifests; a recursive flattener covers scalar, multi (Reflect objects), profile and bar shapes. 514/514 pass locally (wasm-pack build --target nodejs, then node --test). * test(golden): add C and C++ replay for all 514 indicators golden_test.c (generated by gen_golden_test.py) drives every indicator through the C ABI (wickra.h) and checks output bit-for-bit against the Rust reference fixtures. golden_test.cpp #includes the same source so the identical runner is compiled and run under both gcc (C) and g++ (C++) via the CMake targets golden_test / golden_test_cpp — proving the extern "C" header is consumable from each language. Both 514/514 (verified via ctest). * test(golden): gofmt the generated Go golden replay * test(golden): make the Node fixture reader CRLF-safe and pin fixtures to LF
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| 14 | nan | nan | nan | nan |
| 15 | 107.03252484838643 | 108.67272128360027 | 105.39232841317258 | 107.03252484838642 |
| 16 | 107.03252484838643 | 107.4453560245189 | 104.18629801900222 | 105.81582702176057 |
| 17 | 106.42417593507349 | 106.42417593507349 | 103.08655369987235 | 104.71390090745004 |
| 18 | 105.56903842126177 | 105.56903842126177 | 102.21484854616484 | 103.8335279769295 |
| 19 | 104.70128319909563 | 104.8789709047384 | 101.64390668942343 | 103.2614387970809 |
| 20 | 103.98136099808826 | 104.65514770543133 | 101.45879161094425 | 103.0569696581878 |
| 21 | 103.51916532813803 | 104.87780822621627 | 101.61873402187506 | 103.24827112404566 |
| 22 | 103.38371822609184 | 105.49946315937872 | 102.16430833098016 | 103.83188574517945 |
| 23 | 103.60780198563565 | 106.44174131791635 | 103.10843596541908 | 104.77508864166771 |
| 24 | 104.19144531365168 | 107.61843885066172 | 104.19144531365168 | 106.02017026093066 |
| 25 | 105.10580778729117 | 109.06603811757003 | 105.10580778729117 | 107.48984692807396 |
| 26 | 106.29782735768256 | 110.70796132259832 | 106.29782735768256 | 109.09316755888081 |
| 27 | 107.6954974582817 | 112.39594151564941 | 107.6954974582817 | 110.73155863478446 |
| 28 | 109.21352804653307 | 113.98152929555606 | 109.21352804653307 | 112.30491215854931 |
| 29 | 110.75922010254119 | 115.34720664979582 | 110.75922010254119 | 113.71778224098222 |
| 30 | 112.2385011717617 | 116.48584188194529 | 112.2385011717617 | 114.8857606717551 |
| 31 | 113.5621309217584 | 117.35186293375638 | 113.5621309217584 | 115.74194650674991 |
| 32 | 114.65203871425416 | 117.87817462052813 | 114.60814034019758 | 116.24315748036287 |
| 33 | 115.44759809730851 | 118.0099545409315 | 114.74052401609214 | 116.37523927851183 |
| 34 | 115.91141868791017 | 117.79704987009454 | 114.51618139344112 | 116.15661563176783 |
| 35 | 116.03401715983901 | 117.30072746123652 | 113.97763019142724 | 115.63917882633189 |
| 36 | 115.83659799308545 | 116.56227255773673 | 113.24932668606262 | 114.90579962189969 |
| 37 | 115.37119880749256 | 115.68713237206728 | 112.44113961753952 | 114.06413599480342 |
| 38 | 114.71766740114799 | 114.82541362053801 | 111.64854992917803 | 113.23698177485804 |
| 39 | 113.97732458800301 | 114.16889933141113 | 110.93112552396573 | 112.55001242768843 |
| 40 | 113.26366850784572 | 113.78691770459527 | 110.44973381920065 | 112.11832576189798 |
| 41 | 112.69099713487185 | 113.72117242546355 | 110.3458606754003 | 112.03351655043193 |
| 42 | 112.36225684265189 | 113.99431259728836 | 110.71184403388405 | 112.3530783155862 |
| 43 | 112.35766757911904 | 114.68223217474868 | 111.50509393759573 | 113.0936630561722 |
| 44 | 112.72566531764562 | 115.83596615632096 | 112.6224085016638 | 114.2291873289924 |
| 45 | 113.47742632331901 | 117.3432218934762 | 113.47742632331901 | 115.69404771914641 |
| 46 | 114.58573702123272 | 119.05873277377134 | 114.58573702123272 | 117.39093676462952 |
| 47 | 115.98833689293112 | 120.84465322172925 | 115.98833689293112 | 119.20207807408731 |
| 48 | 117.59520748350921 | 122.64174938461397 | 117.59520748350921 | 121.00225075815672 |
| 49 | 119.29872912083297 | 124.29659881944558 | 119.29872912083297 | 122.67182352833268 |
| 50 | 120.98527632458283 | 125.73244709588697 | 120.98527632458283 | 124.10817882613155 |
| 51 | 122.54672757535718 | 126.84609541348222 | 122.54672757535718 | 125.23432345791045 |
| 52 | 123.89052551663382 | 127.62887865652716 | 123.89052551663382 | 126.00405059627431 |
| 53 | 124.94728805645406 | 128.06799337795326 | 124.73922716899533 | 126.4036102734743 |
| 54 | 125.67544916496418 | 128.13348714559035 | 124.76719115825314 | 126.45033915192175 |
| 55 | 126.06289415844296 | 127.83213803256274 | 124.54587559771883 | 126.18900681514079 |
| 56 | 126.12595048679188 | 127.27028996065377 | 124.10314839635888 | 125.68671917850631 |
| 57 | 125.9063348326491 | 126.62838741142984 | 123.42581651416742 | 125.02710196279864 |
| 58 | 125.46671839772387 | 125.95603098856618 | 122.65244777290924 | 124.30423938073771 |
| 59 | 124.8854788892308 | 125.30029111365572 | 121.93283650283469 | 123.6165638082452 |
| 60 | 124.25102134873799 | 124.7190065866159 | 121.40235333704597 | 123.06067996183094 |
| 61 | 123.65585065528447 | 124.34769278553169 | 121.1023751769949 | 122.72503398126331 |
| 62 | 123.19044231827388 | 124.29445218829295 | 121.07240719452062 | 122.6834296914068 |
| 63 | 122.93693600484033 | 124.62269190768171 | 121.35455585493793 | 122.98862388130983 |
| 64 | 122.96277994307508 | 125.31369770231268 | 122.01935494628607 | 123.66652632429938 |
| 65 | 123.31465313368723 | 126.34693034326854 | 123.07664673199426 | 124.71178853763142 |
| 66 | 124.01322083565933 | 127.74039798508545 | 124.01322083565933 | 126.08568841367331 |
| 67 | 125.04945462466631 | 129.3823041381943 | 125.04945462466631 | 127.71713432879321 |
| 68 | 126.38329447672976 | 131.13786227718913 | 126.38329447672976 | 129.5072998514451 |
| 69 | 127.94529716408744 | 132.931919609098 | 127.94529716408744 | 131.3378949243783 |
| 70 | 129.64159604423287 | 134.68441859501257 | 129.64159604423287 | 133.08247081963708 |
| 71 | 131.36203343193498 | 136.26935373189997 | 131.36203343193498 | 134.6195680915182 |
| 72 | 132.99080076172658 | 137.53305655655757 | 132.99080076172658 | 135.84607934436997 |
| 73 | 134.41844005304827 | 138.35930506780716 | 134.41844005304827 | 136.68901774755832 |
| 74 | 135.5537289003033 | 138.71240102143284 | 135.51562621069843 | 137.11401361606562 |
| 75 | 136.33387125818444 | 138.72150894756172 | 135.53708304236287 | 137.1292959949623 |
| 76 | 136.73158362657335 | 138.41548199354992 | 135.15367873584066 | 136.78458036469527 |
| 77 | 136.7580819956343 | 137.82969872626154 | 134.50040952054093 | 136.16505412340123 |
| 78 | 136.4615680595178 | 137.03478578006118 | 133.72797886517665 | 135.38138232261892 |
| 79 | 135.92147519106834 | 136.20144482542983 | 132.91297564494198 | 134.5572102351859 |
| 80 | 135.23934271312712 | 135.4539949084435 | 132.1778422865757 | 133.81591859750958 |
| 81 | 134.52763065531835 | 134.89979473030047 | 131.63691170758818 | 133.2683532189443 |