.

compare.ts

@@ -0,0 +1,37 @@
+import path from 'node:path';
+import measure from './datas/measure.json';
+import predict from './result.json';
+import { writeFile, writeFileSync } from 'node:fs';
+
+const ob: any[] = [];
+
+let max = 0;
+let min = Infinity;
+predict.forEach((p) => {
+    const songno = path.basename(p.filename, '.tja')
+    const m = measure.find((m) => m.songno.toString() === songno && (
+        p.difficulty_type === "oni" ? m.diff === "oni" :
+        m.diff === "ura"
+    ));
+
+    if(m){
+        if(max < p.predicted_measure){
+            max = p.predicted_measure
+        }
+        if(min > p.predicted_measure){
+            min = p.predicted_measure;
+        }
+        ob.push({
+            songno,
+            diff: m.diff,
+            predicted: p.predicted_measure,
+            measure: m.상수,
+            error: p.predicted_measure - m.상수,
+            errorAbs: Math.abs(p.predicted_measure - m.상수)
+        })
+    }
+});
+
+ob.forEach((v) => v.calibrated = ((v.predicted - min) * 11 / (max - min) + 1))
+
+writeFileSync('./compare.json', JSON.stringify(ob, null, 2))

predict-all.ts

@@ -24,17 +24,18 @@ async function predictAll() {
 
     const finalResults: any[] = [];
 
+    let i = 0;
     for (const file of files) {
         const fullPath = join(tjaDir, file);
-        
+
         for (const diff of targetDifficulties) {
             try {
                 // 개별 예측 실행
                 const cmd = `bun script/predict.ts "${workingDir}" "${fullPath}" "${diff}"`;
                 const output = execSync(cmd, { stdio: ['pipe', 'pipe', 'ignore'] }).toString();
-                
+
                 const match = output.match(/(?:Prediction|Predicted Difficulty):\s*(\d+\.\d+)/);
-                
+
                 if (match) {
                     const value = parseFloat(match[1]);
                     console.log(`✅ [${file}] ${diff.toUpperCase()}: ${value}`);
@@ -48,6 +49,8 @@ async function predictAll() {
                 // 해당 난이도가 없는 경우 조용히 넘어감
             }
         }
+        i++;
+        console.log(`${i}/${files.length}`)
     }
 
     // 결과 저장 (확장자에 따라 분기)

t.sh

@@ -0,0 +1,6 @@
+for val in 0.5 0.45 0.4 0.35 0.3 0.25 0.2; do
+  echo "🚀 현재 학습 파라미터: $val (50회 반복 중)"
+  for i in {1..50}; do
+    ./train.sh script test datas 1000 200 $val 10
+  done
+done

test/scaler.json

@@ -0,0 +1 @@
+{"mean": [630.3327571305099, 5.390975807838123, 11.292999135695766, 173.114216056683, 2.808124459809853, 0.011057130071469854, 4.286084701815039], "std": [211.64659003608378, 1.4301422132137462, 3.1270522447781857, 42.402697977620676, 7.900275348859312, 0.002796230062876389, 15.234164907711529], "cols": ["note_count", "density_avg", "density_peak", "bpm_avg", "bpm_change", "complexity", "scroll_change"]}

test/validate_result_1.csv

@@ -0,0 +1,201 @@
+songno,diff,상수,predicted_measure,error
+828,oni,4.1,4.206385,0.10638513565063512
+63,oni,6.1,4.832204,1.2677961349487301
+1216,oni,10.0,9.5192,0.48079967498779297
+243,oni,11.0,9.915412,1.0845880508422852
+999,oni,10.8,9.808392,0.9916084289550788
+32,oni,6.8,6.970789,0.17078895568847674
+1012,oni,9.7,9.215172,0.48482818603515554
+959,oni,7.0,7.0853252,0.08532524108886719
+224,oni,6.8,7.196848,0.39684791564941424
+349,oni,6.8,6.479022,0.3209779739379881
+397,oni,7.9,7.942276,0.042276000976562145
+539,oni,6.0,5.876666,0.12333393096923828
+1100,oni,3.9,3.809228,0.09077205657958975
+1269,oni,3.2,2.7388601,0.4611398696899416
+1214,oni,6.0,6.4056187,0.40561866760253906
+161,oni,3.0,2.962341,0.0376589298248291
+193,oni,4.4,4.2237315,0.1762684822082523
+1002,oni,4.9,4.9559927,0.05599269866943324
+117,oni,8.0,8.2179575,0.2179574966430664
+625,oni,5.5,5.444084,0.05591583251953125
+567,oni,7.1,7.0908155,0.009184455871581676
+122,oni,1.9,2.9562376,1.056237554550171
+519,oni,7.3,7.4535465,0.15354652404785174
+559,oni,5.4,5.4344945,0.03449449539184535
+417,oni,3.3,3.3136492,0.013649177551269709
+60,oni,7.9,7.9494324,0.049432373046874645
+629,oni,7.3,6.906698,0.3933017730712889
+990,oni,10.9,9.670632,1.2293676376342777
+91,oni,3.8,3.716854,0.08314590454101545
+604,oni,1.0,1.1668034,0.16680335998535156
+166,oni,6.0,5.829277,0.17072296142578125
+388,oni,9.0,9.137562,0.13756179809570312
+1073,oni,2.3,2.394328,0.09432811737060565
+1175,oni,4.5,4.54766,0.047659873962402344
+1208,oni,4.3,4.2226963,0.07730369567871076
+367,oni,5.8,6.021642,0.2216422080993654
+223,oni,8.1,7.3584685,0.7415314674377438
+308,oni,5.2,4.990783,0.20921678543090838
+613,oni,3.0,2.9797726,0.020227432250976562
+1402,oni,5.8,5.8168125,0.01681251525878924
+1335,oni,4.0,3.8683329,0.1316671371459961
+882,oni,1.9,1.8341815,0.06581845283508292
+933,oni,7.1,7.331907,0.23190679550170934
+1422,oni,5.6,5.7453094,0.14530935287475621
+430,oni,1.5,1.7298045,0.22980451583862305
+454,oni,7.7,7.780956,0.0809557914733885
+887,oni,7.2,7.051265,0.1487352371215822
+894,oni,1.7,1.6517099,0.04829008579254146
+719,oni,9.9,9.321081,0.5789188385009769
+660,oni,6.6,6.25142,0.34857997894287074
+560,oni,6.0,5.845188,0.15481185913085938
+1421,oni,8.1,8.032013,0.06798706054687464
+434,oni,4.1,4.1712093,0.07120933532714879
+1356,oni,9.4,9.225898,0.1741022109985355
+262,oni,6.8,6.8975925,0.09759254455566424
+918,oni,6.4,6.2478523,0.15214767456054723
+1240,oni,4.2,4.3363075,0.13630752563476545
+1164,oni,5.4,5.845188,0.44518814086914027
+962,oni,2.6,3.1786516,0.5786515712738036
+304,oni,5.6,5.4814534,0.11854658126831019
+1255,oni,10.4,9.691372,0.708628082275391
+126,oni,4.6,4.485203,0.11479721069335902
+842,oni,2.1,1.9751469,0.12485311031341562
+930,oni,7.1,7.913493,0.8134931564331058
+775,oni,10.6,9.802061,0.7979389190673825
+1359,oni,2.2,2.4671395,0.26713948249816877
+1219,oni,4.4,4.62963,0.229630088806152
+42,oni,1.1,2.9574435,1.8574434757232665
+993,oni,10.0,9.799214,0.20078563690185547
+1059,oni,5.6,5.5380435,0.06195650100707972
+504,oni,6.1,5.845188,0.254811859130859
+1282,oni,3.8,4.334233,0.534232807159424
+1285,oni,2.4,2.4647148,0.06471476554870614
+720,oni,9.6,9.387812,0.21218833923339808
+66,oni,5.9,5.845188,0.05481185913085973
+1377,oni,4.9,4.9466968,0.04669675827026332
+74,oni,4.5,4.536579,0.036579132080078125
+85,oni,7.4,7.427013,0.027012920379638317
+51,oni,3.2,2.998054,0.20194597244262713
+487,oni,3.5,3.6010914,0.10109138488769531
+137,oni,6.1,6.0426464,0.05735359191894496
+649,oni,7.6,7.212104,0.3878961563110348
+1295,oni,1.3,1.133282,0.16671805381774907
+257,oni,6.3,6.122114,0.17788581848144513
+1015,oni,8.7,8.804349,0.10434894561767649
+127,oni,5.9,5.9468956,0.04689559936523402
+927,oni,8.9,8.5859165,0.3140834808349613
+654,oni,4.5,4.328125,0.171875
+96,oni,8.8,8.476414,0.3235862731933601
+366,oni,1.5,2.3543668,0.8543667793273926
+98,oni,3.1,3.4718246,0.37182464599609366
+1319,oni,8.8,8.910327,0.11032695770263601
+1330,oni,1.6,2.3295865,0.7295865058898925
+1369,oni,11.8,11.984631,0.18463058471679616
+273,oni,3.3,3.53368,0.2336799621582033
+465,oni,6.9,6.837492,0.06250801086425817
+1107,oni,6.5,6.6370926,0.13709259033203125
+431,oni,7.6,7.6814866,0.08148660659790075
+568,oni,7.5,7.328082,0.17191791534423828
+738,oni,7.9,7.6613083,0.2386917114257816
+307,oni,4.1,3.9636607,0.1363392829895016
+1280,oni,3.9,4.2937455,0.393745517730713
+1457,oni,5.4,5.485291,0.08529100418090785
+1314,oni,4.4,4.248893,0.151107215881348
+1109,oni,6.8,6.6508837,0.1491163253784178
+1233,oni,4.1,3.903399,0.19660100936889613
+1234,oni,6.6,6.50439,0.09561023712158168
+1366,oni,4.7,4.8216677,0.1216676712036131
+115,oni,2.3,2.2282612,0.07173876762390119
+947,oni,5.2,5.7635384,0.563538360595703
+261,oni,7.4,7.6588984,0.2588983535766598
+458,oni,6.3,6.2306204,0.06937961578369123
+319,oni,4.4,4.567095,0.16709480285644496
+1349,oni,6.3,5.845188,0.4548118591308592
+730,oni,5.1,4.697263,0.40273723602294886
+226,oni,6.7,6.548712,0.15128822326660174
+998,oni,5.0,5.098602,0.0986018180847168
+816,oni,8.2,8.676427,0.47642688751220774
+1034,oni,5.9,5.8499846,0.050015354156494496
+1049,oni,9.5,9.412386,0.08761405944824219
+12,oni,7.5,7.4275417,0.07245826721191406
+1407,oni,2.8,2.7094536,0.09054641723632795
+432,oni,6.6,6.7569847,0.15698471069335973
+406,oni,7.7,7.693886,0.006114196777343928
+68,oni,9.2,8.833591,0.36640853881835866
+1000,oni,8.0,8.003995,0.003994941711425781
+757,oni,10.5,10.120777,0.3792228698730469
+274,oni,4.3,4.3155355,0.015535545349121271
+1077,oni,3.9,3.902987,0.0029870033264161044
+447,oni,4.0,4.0462713,0.046271324157714844
+577,oni,9.8,9.342824,0.4571760177612312
+518,oni,11.4,11.650173,0.250173187255859
+1147,oni,9.1,8.942031,0.15796909332275355
+614,oni,6.4,5.970553,0.42944707870483434
+148,oni,9.7,9.349513,0.3504869461059563
+739,oni,7.1,7.3886776,0.2886775970458988
+335,oni,9.4,9.030155,0.36984481811523473
+220,oni,9.3,9.154587,0.1454132080078132
+566,oni,7.6,7.663207,0.06320705413818395
+110,oni,10.9,10.075016,0.8249839782714847
+694,oni,3.5,4.001005,0.5010051727294922
+1351,oni,9.3,9.762559,0.4625589370727532
+256,oni,4.9,4.7010565,0.1989435195922855
+822,oni,7.2,7.1134377,0.08656234741210955
+1136,oni,2.7,3.2574682,0.5574682235717772
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+167,oni,7.1,7.137214,0.0372141838073734
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+675,oni,5.2,5.875123,0.6751230239868162
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+626,oni,6.3,6.4142413,0.11424131393432635
+1036,oni,6.5,6.2653823,0.2346177101135254
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+1252,oni,4.9,5.0239687,0.12396869659423793
+639,oni,7.0,6.931817,0.06818294525146484
+610,oni,6.0,5.80618,0.19381999969482422
+350,oni,5.5,5.536312,0.036312103271484375
+906,oni,9.1,9.289001,0.18900146484375036
+1048,oni,9.4,9.316141,0.08385887145996129
+310,oni,6.2,6.251908,0.051907825469970525
+415,oni,1.8,2.84784,1.0478400707244873
+1354,oni,7.0,7.4809437,0.4809436798095703
+831,oni,1.2,1.2000558,5.5837631225630346e-05
+322,oni,7.0,7.011821,0.011820793151855469
+1196,oni,6.6,6.2691593,0.3308406829833981
+482,oni,1.8,1.6762199,0.12378005981445317
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+1080,oni,8.0,8.098514,0.09851360321044922
+391,oni,7.4,6.5624576,0.8375424385070804
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+1110,oni,1.7,2.0302389,0.3302388668060303
+1304,oni,4.7,4.2533813,0.4466187477111818
+340,oni,5.2,5.115123,0.08487720489501971
+1124,oni,2.8,2.4958134,0.30418663024902326
+1451,oni,5.1,5.1919827,0.09198274612426793
+1322,oni,7.9,7.850716,0.0492838859558109
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+819,oni,8.6,8.7340145,0.1340145111083988
+1174,oni,6.2,6.517852,0.3178518295288084
+1256,oni,6.2,6.084713,0.1152870178222658
+321,oni,6.3,6.2436576,0.05634241104125959
+1424,oni,6.4,6.2954216,0.10457839965820348
+26,oni,4.1,5.500279,1.4002789497375492
+43,oni,8.1,8.08124,0.018760299682616832
+480,oni,3.2,3.3859277,0.18592767715454084
+13,oni,7.2,7.3293734,0.1293733596801756
+968,oni,7.0,6.966305,0.033695220947265625
+558,oni,8.5,8.246681,0.25331878662109375
+795,oni,2.6,2.3113527,0.2886472702026368
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+593,oni,10.6,9.9727,0.627299880981445
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+797,oni,8.8,7.9628973,0.8371026992797859
+1133,oni,5.7,5.578541,0.12145919799804705
+929,oni,8.3,8.203068,0.09693222045898509
+1232,oni,7.2,6.9321103,0.2678896903991701
+686,oni,8.7,8.237562,0.4624378204345696
+732,oni,2.4,2.3426375,0.0573624610900878
+651,oni,7.1,6.437669,0.6623311996459957

test/validate_result_10.csv

@@ -0,0 +1,201 @@
+songno,diff,상수,predicted_measure,error
+897,oni,4.5,4.108138,0.3918619155883789
+1338,oni,10.0,9.66922,0.330780029296875
+116,oni,2.8,2.8755562,0.07555623054504412
+1357,oni,8.1,8.198347,0.09834709167480504
+927,oni,8.9,8.5859165,0.3140834808349613
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+1150,oni,4.1,3.2386503,0.8613496780395504
+1354,oni,7.0,7.4809437,0.4809436798095703
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+1309,oni,6.5,6.507756,0.007756233215332031
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+542,oni,4.2,4.0955725,0.10442752838134783
+360,oni,9.2,9.504893,0.3048933029174812
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+1205,oni,6.1,6.03403,0.06597003936767543
+797,oni,8.8,7.9628973,0.8371026992797859
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+938,oni,5.3,5.209937,0.09006290435790998
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+1097,oni,5.1,5.135783,0.035783195495605824
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+1426,oni,6.2,5.8172493,0.38275070190429705
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+107,oni,4.6,4.2985578,0.3014422416687008
+1327,oni,3.7,4.1225753,0.42257528305053693
+1342,oni,2.2,2.297284,0.097283887863159
+1,oni,9.0,9.170969,0.17096900939941406
+1023,oni,3.4,3.542378,0.14237794876098642
+438,oni,7.7,7.6389027,0.061097335815429865
+343,oni,6.4,5.75634,0.6436599731445316
+1363,oni,4.4,4.349381,0.05061902999877965
+1425,oni,7.9,7.9018764,0.0018764495849605822
+1037,oni,9.2,8.873722,0.32627792358398366
+990,oni,10.9,9.670632,1.2293676376342777
+774,oni,9.0,9.228863,0.22886276245117188
+1279,oni,8.4,8.668176,0.2681756973266598
+1208,oni,4.3,4.2226963,0.07730369567871076
+924,oni,2.8,2.7967556,0.003244447708129705
+864,oni,8.1,8.247111,0.14711132049560582
+1412,oni,6.2,6.3555965,0.15559654235839826
+608,oni,3.5,3.7859712,0.28597116470336914
+587,oni,5.2,5.1716547,0.02834529876709002
+852,oni,6.6,6.5446224,0.05537757873535121
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test/validate_result_6.csv

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test/validate_result_7.csv

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test/validate_result_9.csv

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tsconfig.json

@@ -0,0 +1,5 @@
+{
+    "compilerOptions": {
+        "lib": []
+    }
+}