This commit is contained in:
RobinMeersman 2025-12-16 10:10:39 +01:00
parent 1abc2f5113
commit 5bf45e47a5
18 changed files with 833 additions and 1 deletions

1
.gitignore vendored
View file

@ -2,5 +2,4 @@ __pycache__
.idea/
data/
saved_models/
results/
output/

View file

@ -0,0 +1,101 @@
epoch,train_loss,validation_loss
0,0.01085386620735053,0.006341735845545435
1,0.005400850162054922,0.005839746445417404
2,0.00485425135649789,0.005176252243642247
3,0.004343160376179249,0.004764631774120089
4,0.003973618765875379,0.004521288118104785
5,0.0037353913164106414,0.004481842616601414
6,0.0034915975268732784,0.004085033499984113
7,0.0032940426047108826,0.0040647861355816136
8,0.0031321082655461152,0.0037558919103204747
9,0.003010743991601424,0.0037656369576415487
10,0.0029294860578208503,0.003578710466452682
11,0.0028546467275023914,0.0035189846665633997
12,0.0027932538977585197,0.0035751495403699746
13,0.0027470570230722327,0.003509308735463228
14,0.0027130976300849927,0.0034442961493236874
15,0.002682083621521715,0.003392344111406052
16,0.0026481835902293946,0.003387695018251832
17,0.0026277972960839667,0.0033847096146845065
18,0.0025976814844106224,0.0033270206172659085
19,0.0025774615515325983,0.0033331061731170833
20,0.002554088587199135,0.0031912977204707855
21,0.002529182493703719,0.003161894014809025
22,0.002509173103283311,0.003274783360565664
23,0.002493507948587249,0.00315583101544842
24,0.0024818113836908256,0.0031739519320726963
25,0.002465371198361378,0.0031647984757806166
26,0.0024576109824783806,0.0031128548478480175
27,0.0024322328375907367,0.0031788155468507806
28,0.0024184938447405786,0.0030075300200522403
29,0.0024033928370075547,0.003104134032659176
30,0.0023887938180895047,0.0030373098380252262
31,0.002377954244651284,0.0030804877380932903
32,0.0023671470654739925,0.003197283330480106
33,0.0023592046057319695,0.003121301071995599
34,0.002344898579147223,0.0031348077974900717
35,0.002339629502026091,0.002927345941945171
36,0.0023279483634690936,0.002894312355717118
37,0.0023208571785849315,0.002933271177368992
38,0.0023138481378253495,0.0028879965726598985
39,0.002306657297520043,0.002920459291741309
40,0.0022981759584876325,0.00299808147455786
41,0.002293835998485465,0.002979034007498497
42,0.0022814683779045154,0.003016964837247577
43,0.00228243507080922,0.0029129722491546555
44,0.0022703518956442327,0.00290401142218527
45,0.002264509716589931,0.002961287192132978
46,0.002261438686702453,0.0029293647910404296
47,0.002253969647064862,0.0029001163736426536
48,0.002254254681703017,0.002908032886925658
49,0.0022453528849246123,0.002944148815670655
50,0.0022425899143446856,0.00301588520350802
51,0.0022357832984817743,0.0030597917140170023
52,0.002237347252139686,0.0028887362407790567
53,0.0022286995899200644,0.002863695007350779
54,0.0022294600902968862,0.002846075340444293
55,0.002223826257742407,0.0028796627291101423
56,0.0022214871448749804,0.0029382862195102425
57,0.002218214040002535,0.0028495208214513444
58,0.002215856266065259,0.0030202539161359536
59,0.002211903883470915,0.002845815159131609
60,0.0022101723422568676,0.00287446059866005
61,0.0022062657899292503,0.0028590587970182186
62,0.002203832045341286,0.002986196565925222
63,0.0022021674725848056,0.0028632651564828655
64,0.0021999818296855214,0.0028097550592648276
65,0.0021991361646880683,0.003032991367584194
66,0.0021926820697759967,0.0029617570836509345
67,0.0021924606041614928,0.0028841386293238813
68,0.0021863565102057674,0.0027928410035749996
69,0.0021813936681379085,0.0027880940636093835
70,0.002179648388806323,0.0028063443236991423
71,0.0021775863633561755,0.0029397492814197683
72,0.002170139022948724,0.002737486573959921
73,0.002172832279302765,0.0028291837633978435
74,0.0021689082086217646,0.0027951504574832684
75,0.0021658048443009793,0.0028180658673327276
76,0.00216622280948087,0.0028333129414591855
77,0.002160428078080699,0.0028204590643805855
78,0.0021582582049526977,0.0027962563271484984
79,0.00215700428526894,0.002741300136576058
80,0.002151882248333067,0.002784353600573221
81,0.002152497883134437,0.0028792617943863034
82,0.0021529012368377717,0.0027290458869160586
83,0.0021525764450579287,0.0028022712823501184
84,0.0021505030475218122,0.002728834834646519
85,0.002143648629432904,0.0028376821016196075
86,0.0021454132775134494,0.002691453858989625
87,0.0021452548128708606,0.0027243838986765793
88,0.002141443245326642,0.0028064492961946334
89,0.0021420888263384945,0.0028304505225925044
90,0.002138309630508891,0.0029567666904545807
91,0.00213749550270173,0.0027819796561313268
92,0.002132035415243958,0.002714667086070048
93,0.0021305107222649856,0.0028131204459972622
94,0.00213028993139777,0.0030191744745261114
95,0.002128118297526861,0.002814624915681495
96,0.002128091526574239,0.0027268895299977247
97,0.0021282815642238054,0.0031471029206584316
98,0.0021278927277285768,0.0027661766021562216
99,0.0021256208950614615,0.0034058631785242387
1 epoch train_loss validation_loss
2 0 0.01085386620735053 0.006341735845545435
3 1 0.005400850162054922 0.005839746445417404
4 2 0.00485425135649789 0.005176252243642247
5 3 0.004343160376179249 0.004764631774120089
6 4 0.003973618765875379 0.004521288118104785
7 5 0.0037353913164106414 0.004481842616601414
8 6 0.0034915975268732784 0.004085033499984113
9 7 0.0032940426047108826 0.0040647861355816136
10 8 0.0031321082655461152 0.0037558919103204747
11 9 0.003010743991601424 0.0037656369576415487
12 10 0.0029294860578208503 0.003578710466452682
13 11 0.0028546467275023914 0.0035189846665633997
14 12 0.0027932538977585197 0.0035751495403699746
15 13 0.0027470570230722327 0.003509308735463228
16 14 0.0027130976300849927 0.0034442961493236874
17 15 0.002682083621521715 0.003392344111406052
18 16 0.0026481835902293946 0.003387695018251832
19 17 0.0026277972960839667 0.0033847096146845065
20 18 0.0025976814844106224 0.0033270206172659085
21 19 0.0025774615515325983 0.0033331061731170833
22 20 0.002554088587199135 0.0031912977204707855
23 21 0.002529182493703719 0.003161894014809025
24 22 0.002509173103283311 0.003274783360565664
25 23 0.002493507948587249 0.00315583101544842
26 24 0.0024818113836908256 0.0031739519320726963
27 25 0.002465371198361378 0.0031647984757806166
28 26 0.0024576109824783806 0.0031128548478480175
29 27 0.0024322328375907367 0.0031788155468507806
30 28 0.0024184938447405786 0.0030075300200522403
31 29 0.0024033928370075547 0.003104134032659176
32 30 0.0023887938180895047 0.0030373098380252262
33 31 0.002377954244651284 0.0030804877380932903
34 32 0.0023671470654739925 0.003197283330480106
35 33 0.0023592046057319695 0.003121301071995599
36 34 0.002344898579147223 0.0031348077974900717
37 35 0.002339629502026091 0.002927345941945171
38 36 0.0023279483634690936 0.002894312355717118
39 37 0.0023208571785849315 0.002933271177368992
40 38 0.0023138481378253495 0.0028879965726598985
41 39 0.002306657297520043 0.002920459291741309
42 40 0.0022981759584876325 0.00299808147455786
43 41 0.002293835998485465 0.002979034007498497
44 42 0.0022814683779045154 0.003016964837247577
45 43 0.00228243507080922 0.0029129722491546555
46 44 0.0022703518956442327 0.00290401142218527
47 45 0.002264509716589931 0.002961287192132978
48 46 0.002261438686702453 0.0029293647910404296
49 47 0.002253969647064862 0.0029001163736426536
50 48 0.002254254681703017 0.002908032886925658
51 49 0.0022453528849246123 0.002944148815670655
52 50 0.0022425899143446856 0.00301588520350802
53 51 0.0022357832984817743 0.0030597917140170023
54 52 0.002237347252139686 0.0028887362407790567
55 53 0.0022286995899200644 0.002863695007350779
56 54 0.0022294600902968862 0.002846075340444293
57 55 0.002223826257742407 0.0028796627291101423
58 56 0.0022214871448749804 0.0029382862195102425
59 57 0.002218214040002535 0.0028495208214513444
60 58 0.002215856266065259 0.0030202539161359536
61 59 0.002211903883470915 0.002845815159131609
62 60 0.0022101723422568676 0.00287446059866005
63 61 0.0022062657899292503 0.0028590587970182186
64 62 0.002203832045341286 0.002986196565925222
65 63 0.0022021674725848056 0.0028632651564828655
66 64 0.0021999818296855214 0.0028097550592648276
67 65 0.0021991361646880683 0.003032991367584194
68 66 0.0021926820697759967 0.0029617570836509345
69 67 0.0021924606041614928 0.0028841386293238813
70 68 0.0021863565102057674 0.0027928410035749996
71 69 0.0021813936681379085 0.0027880940636093835
72 70 0.002179648388806323 0.0028063443236991423
73 71 0.0021775863633561755 0.0029397492814197683
74 72 0.002170139022948724 0.002737486573959921
75 73 0.002172832279302765 0.0028291837633978435
76 74 0.0021689082086217646 0.0027951504574832684
77 75 0.0021658048443009793 0.0028180658673327276
78 76 0.00216622280948087 0.0028333129414591855
79 77 0.002160428078080699 0.0028204590643805855
80 78 0.0021582582049526977 0.0027962563271484984
81 79 0.00215700428526894 0.002741300136576058
82 80 0.002151882248333067 0.002784353600573221
83 81 0.002152497883134437 0.0028792617943863034
84 82 0.0021529012368377717 0.0027290458869160586
85 83 0.0021525764450579287 0.0028022712823501184
86 84 0.0021505030475218122 0.002728834834646519
87 85 0.002143648629432904 0.0028376821016196075
88 86 0.0021454132775134494 0.002691453858989625
89 87 0.0021452548128708606 0.0027243838986765793
90 88 0.002141443245326642 0.0028064492961946334
91 89 0.0021420888263384945 0.0028304505225925044
92 90 0.002138309630508891 0.0029567666904545807
93 91 0.00213749550270173 0.0027819796561313268
94 92 0.002132035415243958 0.002714667086070048
95 93 0.0021305107222649856 0.0028131204459972622
96 94 0.00213028993139777 0.0030191744745261114
97 95 0.002128118297526861 0.002814624915681495
98 96 0.002128091526574239 0.0027268895299977247
99 97 0.0021282815642238054 0.0031471029206584316
100 98 0.0021278927277285768 0.0027661766021562216
101 99 0.0021256208950614615 0.0034058631785242387

Binary file not shown.

After

Width:  |  Height:  |  Size: 29 KiB

View file

@ -0,0 +1,101 @@
epoch,train_loss,validation_loss
0,0.0016317338547482635,0.0005189395742490888
1,0.0008496440436094399,0.0004003731301231174
2,0.00078892530505288,0.0002545613679280369
3,0.0007431132361293688,0.00020009481522720307
4,0.0007220528367595613,0.00018490757794072173
5,0.0007143378525131856,0.0001812617847418912
6,0.0007129818529800432,0.0002059813414234668
7,0.0007117391934521884,0.00016811335809039545
8,0.000710014798517202,0.00019054370932281017
9,0.0007090943415199699,0.0002147916384229936
10,0.0007082281331609502,0.00019023452477553266
11,0.0007079582489384191,0.00020110738114453852
12,0.0007079748088411335,0.00016286553000541997
13,0.0007077943609194561,0.000185559300011719
14,0.0007076388060025879,0.00018373678904026747
15,0.0007074252936717764,0.0001917077461257577
16,0.0007071732497967288,0.00019444715871941298
17,0.0007069667203872118,0.00020791811402887106
18,0.0007068218123800046,0.00017690645472612232
19,0.0007066696095312883,0.00018142795306630433
20,0.0007065391486054026,0.00020161780411424794
21,0.0007052102517226274,0.00018686159456125122
22,0.0007030029204850315,0.00018933348474534822
23,0.0007026981694315744,0.0001919458300152294
24,0.0007025618986314318,0.00016240146942878735
25,0.0007025164723614704,0.000188636739044214
26,0.00070239542815144,0.00017517642118920824
27,0.0007017578041942831,0.00016244620201177895
28,0.0006990336853099019,0.00018607807578518987
29,0.0006977215055364975,0.00019118591445450923
30,0.0006976184501989664,0.0001686436153294019
31,0.0006974492552574217,0.0001580346724949777
32,0.0006898546541256225,0.0001393578713803984
33,0.000686982434087649,0.0001551307796034962
34,0.0006869702403076312,0.0001542275567816071
35,0.0006869306005192366,0.00014725870278640312
36,0.0006869085630846696,0.00014545017620548606
37,0.0006868346610505706,0.00015423873265250248
38,0.000686799615865855,0.00016859086462785828
39,0.0006868195740386101,0.00016208968008868396
40,0.0006867205106821884,0.00016704799782019109
41,0.0006866944033262418,0.00015827480820449662
42,0.0006866769864341868,0.00015546759823779237
43,0.0006866351400414609,0.00014403127715922892
44,0.0006865338865068672,0.00015972196706570685
45,0.000686506776394886,0.0001561983663167305
46,0.0006863696144623309,0.00015592845738865435
47,0.0006860027496107737,0.00014630821533059108
48,0.0006858106813217283,0.00015218585030665028
49,0.0006857297134398679,0.00014691369142383337
50,0.0006856406120275615,0.00014704285422782076
51,0.0006855373980158053,0.00015400772099383175
52,0.0006856199850325155,0.00015727060963399708
53,0.0006855144002078778,0.0001530829758848995
54,0.0006854700482511816,0.00015010448987595737
55,0.0006854464186814909,0.00016005727229639888
56,0.0006854848615350745,0.00014779670163989067
57,0.0006855043219191669,0.00015181566414399666
58,0.0006838652671065536,0.00014625830226577818
59,0.0006833243676965415,0.0001447090762711562
60,0.000683152910436103,0.00014466560970036906
61,0.0006830842673368605,0.00015462178271263838
62,0.000683155783599487,0.00015642325161024928
63,0.0006831228000303971,0.00013928371482039464
64,0.0006830967477878402,0.00014395455946214497
65,0.0006830579737765163,0.00015382975107500923
66,0.0006830234546886242,0.00014971115160733461
67,0.0006829327707245939,0.0001509111316408962
68,0.0006829577951386791,0.00013496761675924063
69,0.0006828602211168522,0.0001466041139792651
70,0.0006829002857398364,0.00015445155440829694
71,0.0006827790380328529,0.00015357192024099302
72,0.0006826539840010297,0.00013844385102856904
73,0.0006824199141106169,0.00013771960220765322
74,0.000682289801475893,0.00013699501868826675
75,0.0006821673989692309,0.00014223624020372856
76,0.0006822052637775987,0.0001442450739021845
77,0.0006820842261627862,0.00014647388889430684
78,0.0006819823122753638,0.00015578664897917432
79,0.0006817295571423066,0.00014415979967452586
80,0.0006815895182625158,0.0001432664430511616
81,0.0006814716765347286,0.00015125438221730292
82,0.0006814509767093804,0.00016038316244235855
83,0.0006814127270797695,0.00016205597785743547
84,0.0006814693133956396,0.000133155306689205
85,0.0006813649025197986,0.00014045221905247646
86,0.0006813668374294407,0.00015927120693959296
87,0.0006813638503791964,0.00015178287867456675
88,0.00068136739759861,0.0001501517545010395
89,0.0006813628660473364,0.00013348668289836496
90,0.0006813786978061613,0.0001305036130361259
91,0.0006813303992568932,0.00012839952250942588
92,0.0006812402266963189,0.00012997286103200167
93,0.0006810938384251517,0.00014547529281117022
94,0.0006809445836565447,0.00014977136743697
95,0.0006808506560653057,0.00013510938151739538
96,0.0006807736936378952,0.00014708549133501947
97,0.0006807523268468187,0.00014344742521643639
98,0.0006807062639526679,0.00015414248628518206
99,0.0006807399869111128,0.00015340834216191095
1 epoch train_loss validation_loss
2 0 0.0016317338547482635 0.0005189395742490888
3 1 0.0008496440436094399 0.0004003731301231174
4 2 0.00078892530505288 0.0002545613679280369
5 3 0.0007431132361293688 0.00020009481522720307
6 4 0.0007220528367595613 0.00018490757794072173
7 5 0.0007143378525131856 0.0001812617847418912
8 6 0.0007129818529800432 0.0002059813414234668
9 7 0.0007117391934521884 0.00016811335809039545
10 8 0.000710014798517202 0.00019054370932281017
11 9 0.0007090943415199699 0.0002147916384229936
12 10 0.0007082281331609502 0.00019023452477553266
13 11 0.0007079582489384191 0.00020110738114453852
14 12 0.0007079748088411335 0.00016286553000541997
15 13 0.0007077943609194561 0.000185559300011719
16 14 0.0007076388060025879 0.00018373678904026747
17 15 0.0007074252936717764 0.0001917077461257577
18 16 0.0007071732497967288 0.00019444715871941298
19 17 0.0007069667203872118 0.00020791811402887106
20 18 0.0007068218123800046 0.00017690645472612232
21 19 0.0007066696095312883 0.00018142795306630433
22 20 0.0007065391486054026 0.00020161780411424794
23 21 0.0007052102517226274 0.00018686159456125122
24 22 0.0007030029204850315 0.00018933348474534822
25 23 0.0007026981694315744 0.0001919458300152294
26 24 0.0007025618986314318 0.00016240146942878735
27 25 0.0007025164723614704 0.000188636739044214
28 26 0.00070239542815144 0.00017517642118920824
29 27 0.0007017578041942831 0.00016244620201177895
30 28 0.0006990336853099019 0.00018607807578518987
31 29 0.0006977215055364975 0.00019118591445450923
32 30 0.0006976184501989664 0.0001686436153294019
33 31 0.0006974492552574217 0.0001580346724949777
34 32 0.0006898546541256225 0.0001393578713803984
35 33 0.000686982434087649 0.0001551307796034962
36 34 0.0006869702403076312 0.0001542275567816071
37 35 0.0006869306005192366 0.00014725870278640312
38 36 0.0006869085630846696 0.00014545017620548606
39 37 0.0006868346610505706 0.00015423873265250248
40 38 0.000686799615865855 0.00016859086462785828
41 39 0.0006868195740386101 0.00016208968008868396
42 40 0.0006867205106821884 0.00016704799782019109
43 41 0.0006866944033262418 0.00015827480820449662
44 42 0.0006866769864341868 0.00015546759823779237
45 43 0.0006866351400414609 0.00014403127715922892
46 44 0.0006865338865068672 0.00015972196706570685
47 45 0.000686506776394886 0.0001561983663167305
48 46 0.0006863696144623309 0.00015592845738865435
49 47 0.0006860027496107737 0.00014630821533059108
50 48 0.0006858106813217283 0.00015218585030665028
51 49 0.0006857297134398679 0.00014691369142383337
52 50 0.0006856406120275615 0.00014704285422782076
53 51 0.0006855373980158053 0.00015400772099383175
54 52 0.0006856199850325155 0.00015727060963399708
55 53 0.0006855144002078778 0.0001530829758848995
56 54 0.0006854700482511816 0.00015010448987595737
57 55 0.0006854464186814909 0.00016005727229639888
58 56 0.0006854848615350745 0.00014779670163989067
59 57 0.0006855043219191669 0.00015181566414399666
60 58 0.0006838652671065536 0.00014625830226577818
61 59 0.0006833243676965415 0.0001447090762711562
62 60 0.000683152910436103 0.00014466560970036906
63 61 0.0006830842673368605 0.00015462178271263838
64 62 0.000683155783599487 0.00015642325161024928
65 63 0.0006831228000303971 0.00013928371482039464
66 64 0.0006830967477878402 0.00014395455946214497
67 65 0.0006830579737765163 0.00015382975107500923
68 66 0.0006830234546886242 0.00014971115160733461
69 67 0.0006829327707245939 0.0001509111316408962
70 68 0.0006829577951386791 0.00013496761675924063
71 69 0.0006828602211168522 0.0001466041139792651
72 70 0.0006829002857398364 0.00015445155440829694
73 71 0.0006827790380328529 0.00015357192024099302
74 72 0.0006826539840010297 0.00013844385102856904
75 73 0.0006824199141106169 0.00013771960220765322
76 74 0.000682289801475893 0.00013699501868826675
77 75 0.0006821673989692309 0.00014223624020372856
78 76 0.0006822052637775987 0.0001442450739021845
79 77 0.0006820842261627862 0.00014647388889430684
80 78 0.0006819823122753638 0.00015578664897917432
81 79 0.0006817295571423066 0.00014415979967452586
82 80 0.0006815895182625158 0.0001432664430511616
83 81 0.0006814716765347286 0.00015125438221730292
84 82 0.0006814509767093804 0.00016038316244235855
85 83 0.0006814127270797695 0.00016205597785743547
86 84 0.0006814693133956396 0.000133155306689205
87 85 0.0006813649025197986 0.00014045221905247646
88 86 0.0006813668374294407 0.00015927120693959296
89 87 0.0006813638503791964 0.00015178287867456675
90 88 0.00068136739759861 0.0001501517545010395
91 89 0.0006813628660473364 0.00013348668289836496
92 90 0.0006813786978061613 0.0001305036130361259
93 91 0.0006813303992568932 0.00012839952250942588
94 92 0.0006812402266963189 0.00012997286103200167
95 93 0.0006810938384251517 0.00014547529281117022
96 94 0.0006809445836565447 0.00014977136743697
97 95 0.0006808506560653057 0.00013510938151739538
98 96 0.0006807736936378952 0.00014708549133501947
99 97 0.0006807523268468187 0.00014344742521643639
100 98 0.0006807062639526679 0.00015414248628518206
101 99 0.0006807399869111128 0.00015340834216191095

Binary file not shown.

After

Width:  |  Height:  |  Size: 29 KiB

View file

@ -0,0 +1,101 @@
epoch,train_loss,validation_loss
0,0.038203152874822226,0.01007468316769641
1,0.009196429502379571,0.009720077379471174
2,0.009038673793042106,0.009610504748450897
3,0.008964756633041698,0.009585858197172514
4,0.008931140641716318,0.009600867644226204
5,0.008908828266692703,0.009499007929758286
6,0.008892161440486582,0.009605455486842674
7,0.008881174305433287,0.009481449746976038
8,0.008872183699634115,0.00970931930587289
9,0.008862181415106961,0.009491446118867439
10,0.008857073408019583,0.00946729406493375
11,0.00884895800594745,0.009459692502756578
12,0.008843754392965792,0.009651625354576051
13,0.008834908272927497,0.009442398080368388
14,0.008829755305629884,0.009455852515019967
15,0.008822814867011307,0.00943187994177911
16,0.008816519091051472,0.009423514968925262
17,0.008811140550923729,0.009409872783279505
18,0.008807593761157645,0.009461800281135265
19,0.00880149622063676,0.009408896720496107
20,0.008796358785390547,0.009524200108775136
21,0.008792251497379177,0.009414833995683339
22,0.00878798051245826,0.009416807269261062
23,0.008784344805015812,0.009442471202739599
24,0.00878047104143189,0.009399646851426679
25,0.008776520166932707,0.009409920234378616
26,0.008774053946049307,0.009446325362838268
27,0.00877281400214814,0.009413417439428579
28,0.008770661085498658,0.00940495682060205
29,0.008768465087984649,0.009417549809683429
30,0.00876514934598888,0.00943658693556661
31,0.008765314949249287,0.009398975269441103
32,0.008762151269915164,0.009399307003547117
33,0.008760039011483393,0.009452845440224771
34,0.008756191631049225,0.009397475004686786
35,0.008754257956830283,0.009427362315964301
36,0.008751021439791612,0.009391860575037245
37,0.008747478588869761,0.009389143064190244
38,0.008744154916418868,0.00942032597852075
39,0.008739684433567926,0.00941007169552581
40,0.008735943676598969,0.009400519716751635
41,0.00873263615571909,0.009393544822708799
42,0.008729347126264919,0.009397757453929524
43,0.008725701429401813,0.009392059399927488
44,0.008723140297296256,0.00938395708178956
45,0.008720736896980929,0.009388783796523536
46,0.008719008777664392,0.009381196457695837
47,0.008716061240497753,0.009385784782018586
48,0.008715456250723834,0.009407760416390017
49,0.008714643922641175,0.009384493527871202
50,0.008712215287250583,0.00942497688686478
51,0.008710978749197138,0.009428878775819178
52,0.00870935251447381,0.009377935526544545
53,0.008708426419351333,0.009380641071393995
54,0.008707099710724387,0.009375174062762974
55,0.008705874277475635,0.00937601119625007
56,0.008703348096971781,0.009441648251954666
57,0.008702214614504884,0.009377026935086612
58,0.008701767129820012,0.009402419591984307
59,0.008701079916805939,0.009375535802071368
60,0.008698968395863677,0.009374463488597417
61,0.008698505843545031,0.00937548439178165
62,0.008697372851612595,0.00941963623039664
63,0.008697200583586116,0.009380990598681646
64,0.008695720268917283,0.009369216425056252
65,0.008696229264597795,0.009368591887340133
66,0.008694589159350867,0.009369973812443397
67,0.008693225543380341,0.009370337703206775
68,0.008692150223980318,0.00936367953300282
69,0.008693366872202868,0.00936330371474987
70,0.008691564555152347,0.00936036995664855
71,0.008690695162153298,0.009372037099488936
72,0.008691385982487776,0.00937000487804139
73,0.008689785334972742,0.009358567529062741
74,0.008687963777458745,0.009372979487758844
75,0.008689111697024536,0.009372391138627988
76,0.008686511684777638,0.009357767809641648
77,0.008686619475149883,0.009357165872542955
78,0.008683587471005436,0.009359398888492498
79,0.008681515429292595,0.00936776743438751
80,0.008677653344017615,0.009354117914041645
81,0.008677359347227067,0.009357148641292548
82,0.00867522060455387,0.009371761224413744
83,0.00867580243278663,0.009434228447432792
84,0.008673858540491526,0.009348402056517864
85,0.008673532580610724,0.00936041291515025
86,0.008671556020248645,0.009351397002726268
87,0.00866867286319788,0.009348211624227453
88,0.008667292430121359,0.00933890644379622
89,0.008661972987403378,0.009339850379516346
90,0.008662919929263156,0.009342687033333604
91,0.008659334642224892,0.009429922660065395
92,0.00865797477268686,0.009337762765055822
93,0.00865722008338017,0.009347385051553274
94,0.008655773483405798,0.009332227472866248
95,0.008655836221537077,0.009333810713042321
96,0.008654475470778142,0.00932610999282227
97,0.008654767870711136,0.009346529973705069
98,0.008652324996318687,0.009334174322840083
99,0.008652484059356542,0.009329616149550855
1 epoch train_loss validation_loss
2 0 0.038203152874822226 0.01007468316769641
3 1 0.009196429502379571 0.009720077379471174
4 2 0.009038673793042106 0.009610504748450897
5 3 0.008964756633041698 0.009585858197172514
6 4 0.008931140641716318 0.009600867644226204
7 5 0.008908828266692703 0.009499007929758286
8 6 0.008892161440486582 0.009605455486842674
9 7 0.008881174305433287 0.009481449746976038
10 8 0.008872183699634115 0.00970931930587289
11 9 0.008862181415106961 0.009491446118867439
12 10 0.008857073408019583 0.00946729406493375
13 11 0.00884895800594745 0.009459692502756578
14 12 0.008843754392965792 0.009651625354576051
15 13 0.008834908272927497 0.009442398080368388
16 14 0.008829755305629884 0.009455852515019967
17 15 0.008822814867011307 0.00943187994177911
18 16 0.008816519091051472 0.009423514968925262
19 17 0.008811140550923729 0.009409872783279505
20 18 0.008807593761157645 0.009461800281135265
21 19 0.00880149622063676 0.009408896720496107
22 20 0.008796358785390547 0.009524200108775136
23 21 0.008792251497379177 0.009414833995683339
24 22 0.00878798051245826 0.009416807269261062
25 23 0.008784344805015812 0.009442471202739599
26 24 0.00878047104143189 0.009399646851426679
27 25 0.008776520166932707 0.009409920234378616
28 26 0.008774053946049307 0.009446325362838268
29 27 0.00877281400214814 0.009413417439428579
30 28 0.008770661085498658 0.00940495682060205
31 29 0.008768465087984649 0.009417549809683429
32 30 0.00876514934598888 0.00943658693556661
33 31 0.008765314949249287 0.009398975269441103
34 32 0.008762151269915164 0.009399307003547117
35 33 0.008760039011483393 0.009452845440224771
36 34 0.008756191631049225 0.009397475004686786
37 35 0.008754257956830283 0.009427362315964301
38 36 0.008751021439791612 0.009391860575037245
39 37 0.008747478588869761 0.009389143064190244
40 38 0.008744154916418868 0.00942032597852075
41 39 0.008739684433567926 0.00941007169552581
42 40 0.008735943676598969 0.009400519716751635
43 41 0.00873263615571909 0.009393544822708799
44 42 0.008729347126264919 0.009397757453929524
45 43 0.008725701429401813 0.009392059399927488
46 44 0.008723140297296256 0.00938395708178956
47 45 0.008720736896980929 0.009388783796523536
48 46 0.008719008777664392 0.009381196457695837
49 47 0.008716061240497753 0.009385784782018586
50 48 0.008715456250723834 0.009407760416390017
51 49 0.008714643922641175 0.009384493527871202
52 50 0.008712215287250583 0.00942497688686478
53 51 0.008710978749197138 0.009428878775819178
54 52 0.00870935251447381 0.009377935526544545
55 53 0.008708426419351333 0.009380641071393995
56 54 0.008707099710724387 0.009375174062762974
57 55 0.008705874277475635 0.00937601119625007
58 56 0.008703348096971781 0.009441648251954666
59 57 0.008702214614504884 0.009377026935086612
60 58 0.008701767129820012 0.009402419591984307
61 59 0.008701079916805939 0.009375535802071368
62 60 0.008698968395863677 0.009374463488597417
63 61 0.008698505843545031 0.00937548439178165
64 62 0.008697372851612595 0.00941963623039664
65 63 0.008697200583586116 0.009380990598681646
66 64 0.008695720268917283 0.009369216425056252
67 65 0.008696229264597795 0.009368591887340133
68 66 0.008694589159350867 0.009369973812443397
69 67 0.008693225543380341 0.009370337703206775
70 68 0.008692150223980318 0.00936367953300282
71 69 0.008693366872202868 0.00936330371474987
72 70 0.008691564555152347 0.00936036995664855
73 71 0.008690695162153298 0.009372037099488936
74 72 0.008691385982487776 0.00937000487804139
75 73 0.008689785334972742 0.009358567529062741
76 74 0.008687963777458745 0.009372979487758844
77 75 0.008689111697024536 0.009372391138627988
78 76 0.008686511684777638 0.009357767809641648
79 77 0.008686619475149883 0.009357165872542955
80 78 0.008683587471005436 0.009359398888492498
81 79 0.008681515429292595 0.00936776743438751
82 80 0.008677653344017615 0.009354117914041645
83 81 0.008677359347227067 0.009357148641292548
84 82 0.00867522060455387 0.009371761224413744
85 83 0.00867580243278663 0.009434228447432792
86 84 0.008673858540491526 0.009348402056517864
87 85 0.008673532580610724 0.00936041291515025
88 86 0.008671556020248645 0.009351397002726268
89 87 0.00866867286319788 0.009348211624227453
90 88 0.008667292430121359 0.00933890644379622
91 89 0.008661972987403378 0.009339850379516346
92 90 0.008662919929263156 0.009342687033333604
93 91 0.008659334642224892 0.009429922660065395
94 92 0.00865797477268686 0.009337762765055822
95 93 0.00865722008338017 0.009347385051553274
96 94 0.008655773483405798 0.009332227472866248
97 95 0.008655836221537077 0.009333810713042321
98 96 0.008654475470778142 0.00932610999282227
99 97 0.008654767870711136 0.009346529973705069
100 98 0.008652324996318687 0.009334174322840083
101 99 0.008652484059356542 0.009329616149550855

Binary file not shown.

After

Width:  |  Height:  |  Size: 24 KiB

View file

@ -0,0 +1,101 @@
epoch,train_loss,validation_loss
0,0.0013245733750529727,0.00024330416636075824
1,0.0006861705238442376,1.419698673998937e-05
2,0.000617737630332495,2.199462142016273e-05
3,0.0005825993902874485,2.2616921341978014e-05
4,0.0005679229430882682,2.153405330318492e-05
5,0.0005618845695838853,2.2875830836986795e-05
6,0.0005549775267714823,2.3260519810719416e-05
7,0.0005537745704557402,2.4769286028735012e-05
8,0.0005525701941966441,2.266964656910547e-05
9,0.0005494124339142348,2.204647535108961e-05
10,0.0005428660783471066,2.2658747184323147e-05
11,0.0005392442464149945,2.218070403614547e-05
12,0.0005369441275200753,2.3151251298259012e-05
13,0.0005336223419347325,2.716350536502432e-05
14,0.0005302606236042423,2.372039671172388e-05
15,0.0005275141128188509,2.42870046349708e-05
16,0.0005264491593613168,2.4505900001356654e-05
17,0.0005219814347550299,2.6312860427700587e-05
18,0.0005201354948950539,2.4631162887089886e-05
19,0.0005192527830109404,2.5437198928557336e-05
20,0.000518713513702759,2.4649711122314118e-05
21,0.0005182921362716596,2.5460210963501595e-05
22,0.0005181411037470224,2.3843189410399646e-05
23,0.0005178257327129043,2.4268925699288957e-05
24,0.0005173902427265591,2.6371690182990067e-05
25,0.0005171160209989193,2.5360644940519705e-05
26,0.0005165229451531482,2.5287030439910755e-05
27,0.0005142618301739002,2.6100689865415916e-05
28,0.0005117230935393264,2.520598536648322e-05
29,0.0005088204691089441,2.5229657694580965e-05
30,0.0005069778313888446,2.6032754249172285e-05
31,0.0005064596766797994,2.8766877221642062e-05
32,0.0005058381393610034,2.6496272766962647e-05
33,0.0005054335205113492,2.5706867745611817e-05
34,0.000505112928509082,2.532980579417199e-05
35,0.0005045802303454298,2.6691945095080882e-05
36,0.0005042011412264432,2.6852660084841773e-05
37,0.000503904252344692,2.5773431843845174e-05
38,0.0005036009765115331,2.702419806155376e-05
39,0.0005033599670196219,2.7993457479169592e-05
40,0.0005028652873391046,2.8092797947465442e-05
41,0.0005022415691956763,2.7058755222242326e-05
42,0.0005006139802313702,2.7921067157876678e-05
43,0.0004982152570239967,2.9247104976093397e-05
44,0.0004969072002564039,2.364950705668889e-05
45,0.0004959977717499318,2.4260581994894892e-05
46,0.000495190211256102,2.512033279344905e-05
47,0.0004941086412530097,2.215526001181612e-05
48,0.0004940012877120341,2.9185903258621693e-05
49,0.0004935319959428961,2.170501284126658e-05
50,0.0004932561314711177,3.0377601433428936e-05
51,0.0004926791366365544,2.350860995592708e-05
52,0.0004923098687828549,3.084007039433345e-05
53,0.0004922554583231016,2.1840820409400992e-05
54,0.0004915104044318346,2.2015774447936565e-05
55,0.0004917172020129924,2.6616889954311773e-05
56,0.0004913963178673237,2.308900366188027e-05
57,0.0004910665013078605,2.2896485461387783e-05
58,0.0004909408931274355,2.2251771952418283e-05
59,0.0004906440855145063,2.379445322731044e-05
60,0.0004905595033161723,2.7535985282156616e-05
61,0.0004901379863113416,2.1478346752148777e-05
62,0.000490284422671903,2.238295746820201e-05
63,0.0004901377763296803,2.217049586761277e-05
64,0.0004896444453889171,2.168149694625754e-05
65,0.0004896786143025624,2.3407819753629155e-05
66,0.0004892837987758431,2.1673091396223754e-05
67,0.0004891100222884436,2.557409243308939e-05
68,0.000489190901492913,2.0846684492425993e-05
69,0.0004890354657850516,2.2616532078245655e-05
70,0.0004891368563560741,7.275088864844292e-05
71,0.0004888169686364452,2.377996861441373e-05
72,0.0004885421288590839,2.460308314766735e-05
73,0.0004886950071739333,2.3952430637466445e-05
74,0.0004885770094197329,2.699995820876211e-05
75,0.0004886169851973513,2.1517587811104022e-05
76,0.0004881263377588315,0.000753403059206903
77,0.000488271488874083,2.3061078536557034e-05
78,0.0004880536916407724,0.00013908091932535172
79,0.0004879780441725158,2.469737592036836e-05
80,0.0004877674070517275,0.0004531638405751437
81,0.0004878095048981892,2.1524294425034896e-05
82,0.0004874590108495951,2.0313145796535537e-05
83,0.0004879242100517089,2.575590406222888e-05
84,0.00048771590445097874,2.0813562514376827e-05
85,0.00048712027714877584,2.1670892238034867e-05
86,0.00048744786167783944,2.2402778995456174e-05
87,0.00048720746367579505,3.2755197026388064e-05
88,0.0004871392640695972,2.3788803446223028e-05
89,0.0004870896558921625,2.392910209891852e-05
90,0.00048711392450399437,2.1183608623963453e-05
91,0.00048713407548520583,2.08941401069751e-05
92,0.0004867508776426793,2.3627490009224646e-05
93,0.00048697746920130323,2.158445204231269e-05
94,0.00048661418569012984,2.2516176613862626e-05
95,0.0004865923152312754,0.0010169226443395019
96,0.0004865863777139127,2.171332016614885e-05
97,0.0004866208221105194,2.2467029338891946e-05
98,0.000486172626878815,2.4634389774291776e-05
99,0.0004865828592800617,2.1144502170500346e-05
1 epoch train_loss validation_loss
2 0 0.0013245733750529727 0.00024330416636075824
3 1 0.0006861705238442376 1.419698673998937e-05
4 2 0.000617737630332495 2.199462142016273e-05
5 3 0.0005825993902874485 2.2616921341978014e-05
6 4 0.0005679229430882682 2.153405330318492e-05
7 5 0.0005618845695838853 2.2875830836986795e-05
8 6 0.0005549775267714823 2.3260519810719416e-05
9 7 0.0005537745704557402 2.4769286028735012e-05
10 8 0.0005525701941966441 2.266964656910547e-05
11 9 0.0005494124339142348 2.204647535108961e-05
12 10 0.0005428660783471066 2.2658747184323147e-05
13 11 0.0005392442464149945 2.218070403614547e-05
14 12 0.0005369441275200753 2.3151251298259012e-05
15 13 0.0005336223419347325 2.716350536502432e-05
16 14 0.0005302606236042423 2.372039671172388e-05
17 15 0.0005275141128188509 2.42870046349708e-05
18 16 0.0005264491593613168 2.4505900001356654e-05
19 17 0.0005219814347550299 2.6312860427700587e-05
20 18 0.0005201354948950539 2.4631162887089886e-05
21 19 0.0005192527830109404 2.5437198928557336e-05
22 20 0.000518713513702759 2.4649711122314118e-05
23 21 0.0005182921362716596 2.5460210963501595e-05
24 22 0.0005181411037470224 2.3843189410399646e-05
25 23 0.0005178257327129043 2.4268925699288957e-05
26 24 0.0005173902427265591 2.6371690182990067e-05
27 25 0.0005171160209989193 2.5360644940519705e-05
28 26 0.0005165229451531482 2.5287030439910755e-05
29 27 0.0005142618301739002 2.6100689865415916e-05
30 28 0.0005117230935393264 2.520598536648322e-05
31 29 0.0005088204691089441 2.5229657694580965e-05
32 30 0.0005069778313888446 2.6032754249172285e-05
33 31 0.0005064596766797994 2.8766877221642062e-05
34 32 0.0005058381393610034 2.6496272766962647e-05
35 33 0.0005054335205113492 2.5706867745611817e-05
36 34 0.000505112928509082 2.532980579417199e-05
37 35 0.0005045802303454298 2.6691945095080882e-05
38 36 0.0005042011412264432 2.6852660084841773e-05
39 37 0.000503904252344692 2.5773431843845174e-05
40 38 0.0005036009765115331 2.702419806155376e-05
41 39 0.0005033599670196219 2.7993457479169592e-05
42 40 0.0005028652873391046 2.8092797947465442e-05
43 41 0.0005022415691956763 2.7058755222242326e-05
44 42 0.0005006139802313702 2.7921067157876678e-05
45 43 0.0004982152570239967 2.9247104976093397e-05
46 44 0.0004969072002564039 2.364950705668889e-05
47 45 0.0004959977717499318 2.4260581994894892e-05
48 46 0.000495190211256102 2.512033279344905e-05
49 47 0.0004941086412530097 2.215526001181612e-05
50 48 0.0004940012877120341 2.9185903258621693e-05
51 49 0.0004935319959428961 2.170501284126658e-05
52 50 0.0004932561314711177 3.0377601433428936e-05
53 51 0.0004926791366365544 2.350860995592708e-05
54 52 0.0004923098687828549 3.084007039433345e-05
55 53 0.0004922554583231016 2.1840820409400992e-05
56 54 0.0004915104044318346 2.2015774447936565e-05
57 55 0.0004917172020129924 2.6616889954311773e-05
58 56 0.0004913963178673237 2.308900366188027e-05
59 57 0.0004910665013078605 2.2896485461387783e-05
60 58 0.0004909408931274355 2.2251771952418283e-05
61 59 0.0004906440855145063 2.379445322731044e-05
62 60 0.0004905595033161723 2.7535985282156616e-05
63 61 0.0004901379863113416 2.1478346752148777e-05
64 62 0.000490284422671903 2.238295746820201e-05
65 63 0.0004901377763296803 2.217049586761277e-05
66 64 0.0004896444453889171 2.168149694625754e-05
67 65 0.0004896786143025624 2.3407819753629155e-05
68 66 0.0004892837987758431 2.1673091396223754e-05
69 67 0.0004891100222884436 2.557409243308939e-05
70 68 0.000489190901492913 2.0846684492425993e-05
71 69 0.0004890354657850516 2.2616532078245655e-05
72 70 0.0004891368563560741 7.275088864844292e-05
73 71 0.0004888169686364452 2.377996861441373e-05
74 72 0.0004885421288590839 2.460308314766735e-05
75 73 0.0004886950071739333 2.3952430637466445e-05
76 74 0.0004885770094197329 2.699995820876211e-05
77 75 0.0004886169851973513 2.1517587811104022e-05
78 76 0.0004881263377588315 0.000753403059206903
79 77 0.000488271488874083 2.3061078536557034e-05
80 78 0.0004880536916407724 0.00013908091932535172
81 79 0.0004879780441725158 2.469737592036836e-05
82 80 0.0004877674070517275 0.0004531638405751437
83 81 0.0004878095048981892 2.1524294425034896e-05
84 82 0.0004874590108495951 2.0313145796535537e-05
85 83 0.0004879242100517089 2.575590406222888e-05
86 84 0.00048771590445097874 2.0813562514376827e-05
87 85 0.00048712027714877584 2.1670892238034867e-05
88 86 0.00048744786167783944 2.2402778995456174e-05
89 87 0.00048720746367579505 3.2755197026388064e-05
90 88 0.0004871392640695972 2.3788803446223028e-05
91 89 0.0004870896558921625 2.392910209891852e-05
92 90 0.00048711392450399437 2.1183608623963453e-05
93 91 0.00048713407548520583 2.08941401069751e-05
94 92 0.0004867508776426793 2.3627490009224646e-05
95 93 0.00048697746920130323 2.158445204231269e-05
96 94 0.00048661418569012984 2.2516176613862626e-05
97 95 0.0004865923152312754 0.0010169226443395019
98 96 0.0004865863777139127 2.171332016614885e-05
99 97 0.0004866208221105194 2.2467029338891946e-05
100 98 0.000486172626878815 2.4634389774291776e-05
101 99 0.0004865828592800617 2.1144502170500346e-05

Binary file not shown.

After

Width:  |  Height:  |  Size: 32 KiB

View file

@ -0,0 +1,101 @@
epoch,train_loss,validation_loss
0,3.1381261278734924,3.3272192429040226
1,2.860616795215905,3.0675745370733827
2,2.6909276224755168,3.0464813378021005
3,2.5598564242025934,2.958831517932979
4,2.4550912977401147,2.8984643775088186
5,2.3709789702240585,2.890791373307468
6,2.302352300682824,2.895090455362815
7,2.2445191478983757,2.8948601793241866
8,2.189527681025666,2.864555041071113
9,2.1419534693680506,2.8746763790381773
10,2.0977600128015306,2.862779030954565
11,2.0573378881333757,2.9129101631523087
12,2.0159929865787287,2.884003519488655
13,1.9820568488383175,2.9046964929531547
14,1.945560182136204,2.902893723649833
15,1.9137051449538276,2.958887049009782
16,1.8805732166226292,2.9257591307163238
17,1.8514438693049842,2.999063152052064
18,1.8234090050622065,2.9282872613149746
19,1.7938630785416703,2.9785023876387653
20,1.7673162920439558,2.9558313713273927
21,1.7432540668770415,3.1035619319509005
22,1.7162441343830326,3.0641257697161826
23,1.6925994648171707,3.093339180730226
24,1.6686674947735012,3.139996455473299
25,1.6468397401190877,3.139259220454984
26,1.6237888620684178,3.152896907857356
27,1.602691029347948,3.2093827276113833
28,1.5814236638385104,3.240926361726668
29,1.5628273629342333,3.167489208900974
30,1.5434561510645974,3.2354564069222858
31,1.5239672169310874,3.2714766347795043
32,1.5051545111723088,3.3003558849389774
33,1.488571691663039,3.373568356406825
34,1.4716716688005604,3.4128289706038153
35,1.4525098214611223,3.3281995911520856
36,1.4365635661964329,3.4013161963975156
37,1.4197077666399727,3.3603574004792076
38,1.40327647672643,3.412169110752244
39,1.388229299945955,3.4293850958404195
40,1.372435061976149,3.4579776666660345
41,1.3564940065406816,3.512549748544702
42,1.3439845871570861,3.4895800608089407
43,1.3301724897192673,3.5493398761078145
44,1.316723367797933,3.5523617929345326
45,1.3002231402611668,3.577064535459717
46,1.2885125162398774,3.7352045015638113
47,1.2736748645790106,3.726656326941634
48,1.2607195500285853,3.727953076382516
49,1.250196203674654,3.723837193835328
50,1.237527189525629,3.744397036702806
51,1.2264198909222148,3.7941101733111697
52,1.2129901911618826,3.773705187627605
53,1.203472823756731,3.8249815607059547
54,1.192447135092146,3.913135637618772
55,1.1808011400486011,3.9041022979064297
56,1.1699484703289023,3.945641097113604
57,1.1585199861775544,4.006254653078113
58,1.1499636143252816,3.9213195861011516
59,1.1394872469071256,3.9607809073881795
60,1.1292967489326542,4.048352793069514
61,1.11982989995206,4.087150705221841
62,1.1111501378954889,4.145057931585052
63,1.1018449903852467,4.259600842897673
64,1.0899086987931357,4.193842839671455
65,1.0797066068858352,4.18229452743842
66,1.0751083741149874,4.136479770687928
67,1.0625925474934028,4.226005541792011
68,1.0518362455998855,4.260536437129019
69,1.0475006994744815,4.268426319481876
70,1.0385963677950956,4.2794609187384145
71,1.0274236832826682,4.28783394906613
72,1.0200680039831578,4.38531553104008
73,1.0131953846531154,4.464987728330982
74,1.006589379035195,4.333444586760216
75,0.9979009742369599,4.457950662628157
76,0.990900581477482,4.467232358467033
77,0.980371278294888,4.467493682505406
78,0.974781455154688,4.521686384983304
79,0.9714279674615652,4.641007035620909
80,0.9604798838513251,4.590097775543464
81,0.9523596597499535,4.659357740863703
82,0.9440414592867992,4.552158743026489
83,0.9405201873932001,4.675108373713971
84,0.9267319415390969,4.718296610299526
85,0.9225272690799915,4.68298023518118
86,0.9156164539210269,4.715988509126634
87,0.9122840512857789,4.828137621826684
88,0.9033879105412137,4.767900537924116
89,0.8995236180185863,4.852878928896865
90,0.888063265958725,4.6910625345265595
91,0.8847001213132994,4.793519036668061
92,0.8797375496407297,4.7220443244340995
93,0.876282835172598,4.955914109986532
94,0.8646267499012026,4.850893020713773
95,0.8589538218317894,4.957480732139683
96,0.8573569503850351,4.915218362280431
97,0.8467450594338487,5.0084756270506
98,0.8441276362253154,5.068585309475831
99,0.838628846261504,5.018300194999928
1 epoch train_loss validation_loss
2 0 3.1381261278734924 3.3272192429040226
3 1 2.860616795215905 3.0675745370733827
4 2 2.6909276224755168 3.0464813378021005
5 3 2.5598564242025934 2.958831517932979
6 4 2.4550912977401147 2.8984643775088186
7 5 2.3709789702240585 2.890791373307468
8 6 2.302352300682824 2.895090455362815
9 7 2.2445191478983757 2.8948601793241866
10 8 2.189527681025666 2.864555041071113
11 9 2.1419534693680506 2.8746763790381773
12 10 2.0977600128015306 2.862779030954565
13 11 2.0573378881333757 2.9129101631523087
14 12 2.0159929865787287 2.884003519488655
15 13 1.9820568488383175 2.9046964929531547
16 14 1.945560182136204 2.902893723649833
17 15 1.9137051449538276 2.958887049009782
18 16 1.8805732166226292 2.9257591307163238
19 17 1.8514438693049842 2.999063152052064
20 18 1.8234090050622065 2.9282872613149746
21 19 1.7938630785416703 2.9785023876387653
22 20 1.7673162920439558 2.9558313713273927
23 21 1.7432540668770415 3.1035619319509005
24 22 1.7162441343830326 3.0641257697161826
25 23 1.6925994648171707 3.093339180730226
26 24 1.6686674947735012 3.139996455473299
27 25 1.6468397401190877 3.139259220454984
28 26 1.6237888620684178 3.152896907857356
29 27 1.602691029347948 3.2093827276113833
30 28 1.5814236638385104 3.240926361726668
31 29 1.5628273629342333 3.167489208900974
32 30 1.5434561510645974 3.2354564069222858
33 31 1.5239672169310874 3.2714766347795043
34 32 1.5051545111723088 3.3003558849389774
35 33 1.488571691663039 3.373568356406825
36 34 1.4716716688005604 3.4128289706038153
37 35 1.4525098214611223 3.3281995911520856
38 36 1.4365635661964329 3.4013161963975156
39 37 1.4197077666399727 3.3603574004792076
40 38 1.40327647672643 3.412169110752244
41 39 1.388229299945955 3.4293850958404195
42 40 1.372435061976149 3.4579776666660345
43 41 1.3564940065406816 3.512549748544702
44 42 1.3439845871570861 3.4895800608089407
45 43 1.3301724897192673 3.5493398761078145
46 44 1.316723367797933 3.5523617929345326
47 45 1.3002231402611668 3.577064535459717
48 46 1.2885125162398774 3.7352045015638113
49 47 1.2736748645790106 3.726656326941634
50 48 1.2607195500285853 3.727953076382516
51 49 1.250196203674654 3.723837193835328
52 50 1.237527189525629 3.744397036702806
53 51 1.2264198909222148 3.7941101733111697
54 52 1.2129901911618826 3.773705187627605
55 53 1.203472823756731 3.8249815607059547
56 54 1.192447135092146 3.913135637618772
57 55 1.1808011400486011 3.9041022979064297
58 56 1.1699484703289023 3.945641097113604
59 57 1.1585199861775544 4.006254653078113
60 58 1.1499636143252816 3.9213195861011516
61 59 1.1394872469071256 3.9607809073881795
62 60 1.1292967489326542 4.048352793069514
63 61 1.11982989995206 4.087150705221841
64 62 1.1111501378954889 4.145057931585052
65 63 1.1018449903852467 4.259600842897673
66 64 1.0899086987931357 4.193842839671455
67 65 1.0797066068858352 4.18229452743842
68 66 1.0751083741149874 4.136479770687928
69 67 1.0625925474934028 4.226005541792011
70 68 1.0518362455998855 4.260536437129019
71 69 1.0475006994744815 4.268426319481876
72 70 1.0385963677950956 4.2794609187384145
73 71 1.0274236832826682 4.28783394906613
74 72 1.0200680039831578 4.38531553104008
75 73 1.0131953846531154 4.464987728330982
76 74 1.006589379035195 4.333444586760216
77 75 0.9979009742369599 4.457950662628157
78 76 0.990900581477482 4.467232358467033
79 77 0.980371278294888 4.467493682505406
80 78 0.974781455154688 4.521686384983304
81 79 0.9714279674615652 4.641007035620909
82 80 0.9604798838513251 4.590097775543464
83 81 0.9523596597499535 4.659357740863703
84 82 0.9440414592867992 4.552158743026489
85 83 0.9405201873932001 4.675108373713971
86 84 0.9267319415390969 4.718296610299526
87 85 0.9225272690799915 4.68298023518118
88 86 0.9156164539210269 4.715988509126634
89 87 0.9122840512857789 4.828137621826684
90 88 0.9033879105412137 4.767900537924116
91 89 0.8995236180185863 4.852878928896865
92 90 0.888063265958725 4.6910625345265595
93 91 0.8847001213132994 4.793519036668061
94 92 0.8797375496407297 4.7220443244340995
95 93 0.876282835172598 4.955914109986532
96 94 0.8646267499012026 4.850893020713773
97 95 0.8589538218317894 4.957480732139683
98 96 0.8573569503850351 4.915218362280431
99 97 0.8467450594338487 5.0084756270506
100 98 0.8441276362253154 5.068585309475831
101 99 0.838628846261504 5.018300194999928

Binary file not shown.

After

Width:  |  Height:  |  Size: 28 KiB

View file

@ -0,0 +1,101 @@
epoch,train_loss,validation_loss
0,1.3008462118204425,0.00012694983161054552
1,1.278875395854797,0.0002944036095868796
2,1.2637835219592979,0.000777180888707736
3,1.2485720509819387,0.000348268891684711
4,1.2445116649638694,0.00014256415306590497
5,1.24072905589135,0.0003305127320345491
6,1.2368948349179214,0.000276765669696033
7,1.2317854372800339,8.546940807939804e-05
8,1.2265331535843425,3.480850500636734e-05
9,1.220266598470301,0.00014184899919200689
10,1.2133589929030848,0.000647692708298564
11,1.206323366698199,7.4741430580616e-05
12,1.1989336771888257,0.0007788485381752253
13,1.1909439955019865,0.00012635385792236775
14,1.183320804706176,6.460934673668817e-05
15,1.175793779957338,0.00015984688070602715
16,1.1673613940054417,0.000770510348957032
17,1.1593267067560737,2.884823152271565e-05
18,1.1515271536743366,9.131014667218551e-05
19,1.1438489762538837,0.00022968991834204644
20,1.1357697710883718,0.0001419681793777272
21,1.1276302573747508,5.531158240046352e-05
22,1.12038625103228,0.00021073981770756316
23,1.113010641744186,0.00017271934484597296
24,1.1052182410206568,9.190614218823612e-05
25,1.097748130795298,8.535020606359467e-05
26,1.090857285757256,7.30726242181845e-05
27,1.0831628294066409,0.0001174142598756589
28,1.0751717907907317,5.304672595229931e-05
29,1.0677702084708764,4.5298504118168175e-05
30,1.0615244865743387,6.615896563744172e-05
31,1.0535806236044025,5.2569914259947836e-05
32,1.0485135314313927,8.475421054975426e-05
33,1.0401961297919364,0.00010477947944088542
34,1.0338240650053592,7.533743337262422e-05
35,1.0265253115431796,9.560128091834486e-05
36,1.0197651891415782,8.594620157964528e-05
37,1.012462328607952,0.0001867835089797154
38,1.0068401736484553,0.00028939827461726964
39,0.9993310785815029,5.4596363041841805e-05
40,0.9925554566003862,8.67805938491348e-05
41,0.9854729586571709,0.00018463814922142774
42,0.9787851119570136,0.00023398046323563904
43,0.9724273038880938,0.00010585224663152063
44,0.9658460563109827,9.965400385915005e-05
45,0.9601066274022998,0.00024637524620629847
46,0.9530447179571536,0.0001479277852922678
47,0.9459996780749514,4.160317621537167e-05
48,0.9407738565239843,0.00015293381875380874
49,0.9337613469992344,5.495397272170521e-05
50,0.9280414893625718,0.00010764019680209458
51,0.9220988445192178,7.86750388215296e-05
52,0.9160809988746667,0.00014995403762441128
53,0.9087126130285703,0.0009984752396121621
54,0.9031443375356287,0.00035982808913104236
55,0.8968625019235426,0.00016211149340961128
56,0.8918004359864378,5.94836674292447e-05
57,0.8854870705130903,0.00024303820101054978
58,0.8791367293019776,0.00011681827890931332
59,0.8730338418795156,5.066266385256313e-05
60,0.8676761537971358,0.00011944057769142091
61,0.8618904450503183,0.0001333863037871197
62,0.8567484970117397,8.248942322097719e-05
63,0.8508518092144158,0.00018130090029444546
64,0.8450126993953095,5.721882189280671e-05
65,0.839274046433363,4.303362584323622e-05
66,0.8339587246879193,3.6477376852417365e-05
67,0.8287040137324849,0.0002960720448754728
68,0.8225621967457624,9.214453893946484e-05
69,0.8179262089265797,7.223821739898995e-05
70,0.812066860469839,0.00021550717065110803
71,0.8074294861546408,0.00019047829846385866
72,0.8008211916663377,0.00014232576359063387
73,0.7953338505177423,0.00022933237778488547
74,0.790885759949829,0.00010239553375868127
75,0.7870034160112842,0.00012265883560758084
76,0.7813700245442107,0.00017855956684798002
77,0.7768839978831362,5.94836674292447e-05
78,0.7709709095744867,0.00024589852546341717
79,0.7661296197938601,0.00015198028995655477
80,0.7622464081840555,7.581423415103927e-05
81,0.7547654686801198,6.031808152329177e-05
82,0.751563960724801,6.01988795085935e-05
83,0.7469585620201807,9.369411418447271e-05
84,0.7411735335032241,8.237022848113143e-05
85,0.7362355278807161,5.066266385256313e-05
86,0.7323145877438646,4.60137271147687e-05
87,0.7278921023771656,0.00014649749209638685
88,0.7228542691411254,0.00015686711412854493
89,0.7174067072579376,6.627816765103489e-05
90,0.7142256062980266,0.00010549465514486656
91,0.7091809612758829,5.8410845667822286e-05
92,0.7057563062680303,4.5060096454108134e-05
93,0.7001655136358405,3.302042750874534e-05
94,0.6968557855175448,6.282132380874828e-05
95,0.6922718690185472,0.00012051333033235109
96,0.6871262191549251,3.135155202471651e-05
97,0.6843740016602224,7.879423355916515e-05
98,0.680943680952053,7.497983460780233e-05
99,0.6746273020673927,4.935142715112306e-05
1 epoch train_loss validation_loss
2 0 1.3008462118204425 0.00012694983161054552
3 1 1.278875395854797 0.0002944036095868796
4 2 1.2637835219592979 0.000777180888707736
5 3 1.2485720509819387 0.000348268891684711
6 4 1.2445116649638694 0.00014256415306590497
7 5 1.24072905589135 0.0003305127320345491
8 6 1.2368948349179214 0.000276765669696033
9 7 1.2317854372800339 8.546940807939804e-05
10 8 1.2265331535843425 3.480850500636734e-05
11 9 1.220266598470301 0.00014184899919200689
12 10 1.2133589929030848 0.000647692708298564
13 11 1.206323366698199 7.4741430580616e-05
14 12 1.1989336771888257 0.0007788485381752253
15 13 1.1909439955019865 0.00012635385792236775
16 14 1.183320804706176 6.460934673668817e-05
17 15 1.175793779957338 0.00015984688070602715
18 16 1.1673613940054417 0.000770510348957032
19 17 1.1593267067560737 2.884823152271565e-05
20 18 1.1515271536743366 9.131014667218551e-05
21 19 1.1438489762538837 0.00022968991834204644
22 20 1.1357697710883718 0.0001419681793777272
23 21 1.1276302573747508 5.531158240046352e-05
24 22 1.12038625103228 0.00021073981770756316
25 23 1.113010641744186 0.00017271934484597296
26 24 1.1052182410206568 9.190614218823612e-05
27 25 1.097748130795298 8.535020606359467e-05
28 26 1.090857285757256 7.30726242181845e-05
29 27 1.0831628294066409 0.0001174142598756589
30 28 1.0751717907907317 5.304672595229931e-05
31 29 1.0677702084708764 4.5298504118168175e-05
32 30 1.0615244865743387 6.615896563744172e-05
33 31 1.0535806236044025 5.2569914259947836e-05
34 32 1.0485135314313927 8.475421054975426e-05
35 33 1.0401961297919364 0.00010477947944088542
36 34 1.0338240650053592 7.533743337262422e-05
37 35 1.0265253115431796 9.560128091834486e-05
38 36 1.0197651891415782 8.594620157964528e-05
39 37 1.012462328607952 0.0001867835089797154
40 38 1.0068401736484553 0.00028939827461726964
41 39 0.9993310785815029 5.4596363041841805e-05
42 40 0.9925554566003862 8.67805938491348e-05
43 41 0.9854729586571709 0.00018463814922142774
44 42 0.9787851119570136 0.00023398046323563904
45 43 0.9724273038880938 0.00010585224663152063
46 44 0.9658460563109827 9.965400385915005e-05
47 45 0.9601066274022998 0.00024637524620629847
48 46 0.9530447179571536 0.0001479277852922678
49 47 0.9459996780749514 4.160317621537167e-05
50 48 0.9407738565239843 0.00015293381875380874
51 49 0.9337613469992344 5.495397272170521e-05
52 50 0.9280414893625718 0.00010764019680209458
53 51 0.9220988445192178 7.86750388215296e-05
54 52 0.9160809988746667 0.00014995403762441128
55 53 0.9087126130285703 0.0009984752396121621
56 54 0.9031443375356287 0.00035982808913104236
57 55 0.8968625019235426 0.00016211149340961128
58 56 0.8918004359864378 5.94836674292447e-05
59 57 0.8854870705130903 0.00024303820101054978
60 58 0.8791367293019776 0.00011681827890931332
61 59 0.8730338418795156 5.066266385256313e-05
62 60 0.8676761537971358 0.00011944057769142091
63 61 0.8618904450503183 0.0001333863037871197
64 62 0.8567484970117397 8.248942322097719e-05
65 63 0.8508518092144158 0.00018130090029444546
66 64 0.8450126993953095 5.721882189280671e-05
67 65 0.839274046433363 4.303362584323622e-05
68 66 0.8339587246879193 3.6477376852417365e-05
69 67 0.8287040137324849 0.0002960720448754728
70 68 0.8225621967457624 9.214453893946484e-05
71 69 0.8179262089265797 7.223821739898995e-05
72 70 0.812066860469839 0.00021550717065110803
73 71 0.8074294861546408 0.00019047829846385866
74 72 0.8008211916663377 0.00014232576359063387
75 73 0.7953338505177423 0.00022933237778488547
76 74 0.790885759949829 0.00010239553375868127
77 75 0.7870034160112842 0.00012265883560758084
78 76 0.7813700245442107 0.00017855956684798002
79 77 0.7768839978831362 5.94836674292447e-05
80 78 0.7709709095744867 0.00024589852546341717
81 79 0.7661296197938601 0.00015198028995655477
82 80 0.7622464081840555 7.581423415103927e-05
83 81 0.7547654686801198 6.031808152329177e-05
84 82 0.751563960724801 6.01988795085935e-05
85 83 0.7469585620201807 9.369411418447271e-05
86 84 0.7411735335032241 8.237022848113143e-05
87 85 0.7362355278807161 5.066266385256313e-05
88 86 0.7323145877438646 4.60137271147687e-05
89 87 0.7278921023771656 0.00014649749209638685
90 88 0.7228542691411254 0.00015686711412854493
91 89 0.7174067072579376 6.627816765103489e-05
92 90 0.7142256062980266 0.00010549465514486656
93 91 0.7091809612758829 5.8410845667822286e-05
94 92 0.7057563062680303 4.5060096454108134e-05
95 93 0.7001655136358405 3.302042750874534e-05
96 94 0.6968557855175448 6.282132380874828e-05
97 95 0.6922718690185472 0.00012051333033235109
98 96 0.6871262191549251 3.135155202471651e-05
99 97 0.6843740016602224 7.879423355916515e-05
100 98 0.680943680952053 7.497983460780233e-05
101 99 0.6746273020673927 4.935142715112306e-05

Binary file not shown.

After

Width:  |  Height:  |  Size: 24 KiB

View file

@ -0,0 +1,101 @@
epoch,train_loss,validation_loss
0,3.213395456647382,3.278733861391614
1,2.9382776316228325,3.1314968009455098
2,2.7473621065495624,3.0784104332259385
3,2.5821902970237978,2.9325353077870964
4,2.4479922342282223,2.981836676506317
5,2.3442380930894386,2.870507538683747
6,2.26031099435529,2.8582590088636186
7,2.1877312685232586,2.794553084085035
8,2.120575787228785,2.8174405436147043
9,2.060947958134095,2.8288931842967524
10,2.009865147791851,2.8145982672162297
11,1.9599501930634877,2.883283968313182
12,1.9125528994383407,2.8468139648528776
13,1.8671184201724471,2.824251820354695
14,1.8269838806510381,2.8585286599571087
15,1.784557280445863,2.9219789688588103
16,1.7461370650887809,2.842629952187925
17,1.70766114620069,2.918248648984874
18,1.6743004121929577,2.9165130223833584
19,1.6374739051229033,2.9848630141814856
20,1.6042767383814858,2.967400696579293
21,1.571884690191581,3.084077715828079
22,1.5414260865986142,3.0277961801515056
23,1.5089397638956585,2.973220486598942
24,1.4807627009372137,3.055586655303311
25,1.4539070555791742,3.268901330280541
26,1.4206910613200812,3.120618279835075
27,1.3955757618632676,3.143340784320422
28,1.3686769404105674,3.1981612579643177
29,1.3447875221782584,3.2614744550920736
30,1.3186072701945737,3.1479915535764893
31,1.2936728923250727,3.4012894364356265
32,1.269445849620218,3.166510320207244
33,1.2450251825571697,3.383407777161045
34,1.2215110254351396,3.4122109675685808
35,1.2003461568012623,3.454750567971291
36,1.1767123588984452,3.4347290189717117
37,1.153444117464577,3.4830494979667446
38,1.1325977585644087,3.5507732015873263
39,1.1111707269622368,3.585882107620263
40,1.0918500346566193,3.5720009683512983
41,1.074686219814123,3.5065424506300076
42,1.0561745211123874,3.656464426756864
43,1.033109637536606,3.7681445467070454
44,1.0144632838919434,3.709278677235062
45,0.9949327300450858,3.826588455199693
46,0.9783343296613187,3.82948062218623
47,0.959473454761214,3.9466249789489263
48,0.9431447554344169,3.8859305017517958
49,0.924606971195389,3.9334294085161243
50,0.9061983120505112,3.8446422640924522
51,0.8922384406082142,3.9180894840885223
52,0.8749619527588087,3.995317841664664
53,0.859144783085969,3.995635696936393
54,0.8448129950907793,4.169226770849748
55,0.830098174094517,3.9879691635998706
56,0.8149832571589823,4.13969024718036
57,0.8005325731454301,4.2306091637360606
58,0.7851742383679648,4.283015726119919
59,0.7702616409735114,4.301532249672375
60,0.7616926551501927,4.265290108756098
61,0.7430519907245287,4.285442110028398
62,0.7291248373997116,4.222800928913912
63,0.7185011608302252,4.413420475662827
64,0.7047406553835507,4.458638997454693
65,0.6926358721152557,4.3994500635371505
66,0.6793301837992822,4.507223714533822
67,0.6686486211477095,4.791428972027089
68,0.6533996181058683,4.761048040083206
69,0.6453514259105327,4.764215407128607
70,0.631625405537268,4.4268657049766045
71,0.6244814918383257,4.746370380008408
72,0.6084074781783343,4.7018738821787815
73,0.5995306468382904,4.818186595736451
74,0.588825058386736,4.8379360759833325
75,0.5775090807132801,4.945437624394483
76,0.5672246982854816,4.881775684104191
77,0.5557402798928,5.024748310814704
78,0.543156561006439,4.952581936017158
79,0.5405538672711366,5.125619347665065
80,0.5282360294912662,5.064975083601671
81,0.5167981023917622,5.173156258607338
82,0.5083836333777149,5.211300230035944
83,0.5013791854965555,4.810265410132421
84,0.49411906044431336,5.2090915348124085
85,0.47967027881044505,5.2893119859202535
86,0.47451298801851655,5.2218254092242145
87,0.4652339431369455,5.238343167328383
88,0.45908069386026507,5.441670997444809
89,0.4482817472232657,5.517415157289659
90,0.4412265363732443,5.339430411396174
91,0.4336172044788868,5.448002123641874
92,0.42514864490351484,5.555763979576483
93,0.41958750105004233,5.603278133503317
94,0.4129359439635086,5.629248433816282
95,0.4045245233199743,5.463490078288485
96,0.39704128233406755,5.760393978470928
97,0.3916562733356619,5.62542407946721
98,0.3836944499619814,5.678070352575349
99,0.3769370323997197,5.752096676766861
1 epoch train_loss validation_loss
2 0 3.213395456647382 3.278733861391614
3 1 2.9382776316228325 3.1314968009455098
4 2 2.7473621065495624 3.0784104332259385
5 3 2.5821902970237978 2.9325353077870964
6 4 2.4479922342282223 2.981836676506317
7 5 2.3442380930894386 2.870507538683747
8 6 2.26031099435529 2.8582590088636186
9 7 2.1877312685232586 2.794553084085035
10 8 2.120575787228785 2.8174405436147043
11 9 2.060947958134095 2.8288931842967524
12 10 2.009865147791851 2.8145982672162297
13 11 1.9599501930634877 2.883283968313182
14 12 1.9125528994383407 2.8468139648528776
15 13 1.8671184201724471 2.824251820354695
16 14 1.8269838806510381 2.8585286599571087
17 15 1.784557280445863 2.9219789688588103
18 16 1.7461370650887809 2.842629952187925
19 17 1.70766114620069 2.918248648984874
20 18 1.6743004121929577 2.9165130223833584
21 19 1.6374739051229033 2.9848630141814856
22 20 1.6042767383814858 2.967400696579293
23 21 1.571884690191581 3.084077715828079
24 22 1.5414260865986142 3.0277961801515056
25 23 1.5089397638956585 2.973220486598942
26 24 1.4807627009372137 3.055586655303311
27 25 1.4539070555791742 3.268901330280541
28 26 1.4206910613200812 3.120618279835075
29 27 1.3955757618632676 3.143340784320422
30 28 1.3686769404105674 3.1981612579643177
31 29 1.3447875221782584 3.2614744550920736
32 30 1.3186072701945737 3.1479915535764893
33 31 1.2936728923250727 3.4012894364356265
34 32 1.269445849620218 3.166510320207244
35 33 1.2450251825571697 3.383407777161045
36 34 1.2215110254351396 3.4122109675685808
37 35 1.2003461568012623 3.454750567971291
38 36 1.1767123588984452 3.4347290189717117
39 37 1.153444117464577 3.4830494979667446
40 38 1.1325977585644087 3.5507732015873263
41 39 1.1111707269622368 3.585882107620263
42 40 1.0918500346566193 3.5720009683512983
43 41 1.074686219814123 3.5065424506300076
44 42 1.0561745211123874 3.656464426756864
45 43 1.033109637536606 3.7681445467070454
46 44 1.0144632838919434 3.709278677235062
47 45 0.9949327300450858 3.826588455199693
48 46 0.9783343296613187 3.82948062218623
49 47 0.959473454761214 3.9466249789489263
50 48 0.9431447554344169 3.8859305017517958
51 49 0.924606971195389 3.9334294085161243
52 50 0.9061983120505112 3.8446422640924522
53 51 0.8922384406082142 3.9180894840885223
54 52 0.8749619527588087 3.995317841664664
55 53 0.859144783085969 3.995635696936393
56 54 0.8448129950907793 4.169226770849748
57 55 0.830098174094517 3.9879691635998706
58 56 0.8149832571589823 4.13969024718036
59 57 0.8005325731454301 4.2306091637360606
60 58 0.7851742383679648 4.283015726119919
61 59 0.7702616409735114 4.301532249672375
62 60 0.7616926551501927 4.265290108756098
63 61 0.7430519907245287 4.285442110028398
64 62 0.7291248373997116 4.222800928913912
65 63 0.7185011608302252 4.413420475662827
66 64 0.7047406553835507 4.458638997454693
67 65 0.6926358721152557 4.3994500635371505
68 66 0.6793301837992822 4.507223714533822
69 67 0.6686486211477095 4.791428972027089
70 68 0.6533996181058683 4.761048040083206
71 69 0.6453514259105327 4.764215407128607
72 70 0.631625405537268 4.4268657049766045
73 71 0.6244814918383257 4.746370380008408
74 72 0.6084074781783343 4.7018738821787815
75 73 0.5995306468382904 4.818186595736451
76 74 0.588825058386736 4.8379360759833325
77 75 0.5775090807132801 4.945437624394483
78 76 0.5672246982854816 4.881775684104191
79 77 0.5557402798928 5.024748310814704
80 78 0.543156561006439 4.952581936017158
81 79 0.5405538672711366 5.125619347665065
82 80 0.5282360294912662 5.064975083601671
83 81 0.5167981023917622 5.173156258607338
84 82 0.5083836333777149 5.211300230035944
85 83 0.5013791854965555 4.810265410132421
86 84 0.49411906044431336 5.2090915348124085
87 85 0.47967027881044505 5.2893119859202535
88 86 0.47451298801851655 5.2218254092242145
89 87 0.4652339431369455 5.238343167328383
90 88 0.45908069386026507 5.441670997444809
91 89 0.4482817472232657 5.517415157289659
92 90 0.4412265363732443 5.339430411396174
93 91 0.4336172044788868 5.448002123641874
94 92 0.42514864490351484 5.555763979576483
95 93 0.41958750105004233 5.603278133503317
96 94 0.4129359439635086 5.629248433816282
97 95 0.4045245233199743 5.463490078288485
98 96 0.39704128233406755 5.760393978470928
99 97 0.3916562733356619 5.62542407946721
100 98 0.3836944499619814 5.678070352575349
101 99 0.3769370323997197 5.752096676766861

Binary file not shown.

After

Width:  |  Height:  |  Size: 29 KiB

View file

@ -0,0 +1,101 @@
epoch,train_loss,validation_loss
0,1.2999931491254673,0.006316815037280321
1,1.2838174114473684,0.0008273277780972421
2,1.272457465393565,0.000542612629942596
3,1.2531376944486856,0.00019774865359067917
4,1.2482067630283737,0.000248401309363544
5,1.2448134375922948,0.0001280225842492655
6,1.240739969569499,0.0017231153324246407
7,1.2368257911371967,0.0004228651523590088
8,1.2320516222153755,0.0006139777251519263
9,1.2265204288314542,0.000259365770034492
10,1.2201322848311311,0.00014661667228210717
11,1.2143308318132324,0.00022230061585572618
12,1.2076654285826582,0.00018857131363334996
13,1.2007539286258373,0.0006798578542657197
14,1.1936901803618145,0.0002367216220635448
15,1.1866281561938463,0.00011634149995876977
16,1.1790566006873517,0.00013124081306159496
17,1.1718051842280797,0.0001486429391661659
18,1.1641737207272131,4.815939246327616e-05
19,1.1565314973922487,0.00013243274588603526
20,1.1486829623081765,0.00010513706365600228
21,1.1417931234764112,0.00015364897262770683
22,1.1337797194085222,0.00015817821258679032
23,1.1259584812226628,0.0001736728590913117
24,1.1179984258844498,0.0001401803019689396
25,1.109480663508992,0.00012718822108581662
26,1.1011873347599819,0.00010775939154194167
27,1.0926581060813916,0.0002215855201939121
28,1.0846761363799087,0.00016175392374861985
29,1.0758383977920452,0.00023338454775512218
30,1.0670862209833138,0.00012861855793744326
31,1.0579246665569062,0.00010358751023886725
32,1.0484012720613856,0.0001081169830285944
33,1.0398159591984966,0.0001958416833120857
34,1.0309065503189991,0.00019274283840786666
35,1.0212756109092735,9.226373367710039e-05
36,1.0112958130865475,0.00011598391574807465
37,1.0020924094418986,0.00013863079948350787
38,0.9925608696546235,0.00024530262453481555
39,0.9813490412880223,0.00019798702851403505
40,0.9726243584714037,9.905801561905572e-05
41,0.962754870837945,0.00018010901112575084
42,0.9529811759306667,0.00010132275928987691
43,0.9420897864462032,0.00013016807497479022
44,0.9324673226901463,6.4490144723095e-05
45,0.9216377169709076,0.00013493580627255142
46,0.9119024629650869,0.0001902399235405028
47,0.9003210698761114,7.331102824537084e-05
48,0.8902475576632654,0.00014602071314584464
49,0.8807044888158699,6.890059739816934e-05
50,0.87023206826039,0.00011896379146492109
51,0.859883293464191,9.333651541965082e-05
52,0.8499638094728116,9.202533692808321e-05
53,0.8389119844668542,6.425174069590867e-05
54,0.8289982539542178,0.0001357701694360003
55,0.8171883081592687,6.615896563744172e-05
56,0.8073071493385048,0.00012396997772157192
57,0.7970766374677148,5.078186950302933e-05
58,0.7856715145444435,6.270212179515511e-05
59,0.7761905933767104,0.00018523407925385982
60,0.7649939218100081,0.0001045410826918669
61,0.7553510867987723,5.924526339984749e-05
62,0.7441895230744022,0.0001481661747675389
63,0.7331175035075214,0.0002213471452705562
64,0.7235226063652241,8.463501580990851e-05
65,0.7129701361286604,6.544376083184034e-05
66,0.7010195568068049,0.00016807096835691482
67,0.6914780441660286,0.00022885564249008894
68,0.6815003439467004,0.00014602071314584464
69,0.6703228943072553,0.00011550712952157483
70,0.6621692317506825,8.701899787411094e-05
71,0.6489275439894308,0.00010084597306558862
72,0.6398550804443998,0.00011622230522334576
73,0.6303443161640486,8.546940807939938e-05
74,0.6203325070599293,0.00023946279543009656
75,0.60903626669504,4.005352093372494e-05
76,0.5995034185314613,0.00011467275908216834
77,0.5890613411788158,0.00018916724366578204
78,0.5807701123974606,0.00011193125828867778
79,0.5702054390519585,5.507317473529838e-05
80,0.5610199176341205,7.724463648628443e-05
81,0.5500614953258479,2.407998726994265e-05
82,0.540985094966497,0.00011312322021694854
83,0.5307432216260933,7.092700980138034e-05
84,0.5243927860060724,6.97350042173639e-05
85,0.5120537099233152,0.00014983485743869096
86,0.5036018744971614,7.497983460780233e-05
87,0.4961598126812184,0.00018225439998786896
88,0.48590449592987456,7.712543447269127e-05
89,0.47810866688703696,8.570780482841656e-05
90,0.4699531478088315,5.602679812000133e-05
91,0.45855954356016,0.00030417583184316754
92,0.45120479237163685,9.870042413240299e-05
93,0.4439571063161621,9.095255518332124e-05
94,0.43643272990151377,8.40390202938579e-05
95,0.4275530857382212,7.283422019099817e-05
96,0.4180333036646292,7.10462118149735e-05
97,0.4104223961208729,0.00010251473577006289
98,0.4025050872002692,0.00011503035057103261
99,0.39565552314545244,0.00016306500765052694
1 epoch train_loss validation_loss
2 0 1.2999931491254673 0.006316815037280321
3 1 1.2838174114473684 0.0008273277780972421
4 2 1.272457465393565 0.000542612629942596
5 3 1.2531376944486856 0.00019774865359067917
6 4 1.2482067630283737 0.000248401309363544
7 5 1.2448134375922948 0.0001280225842492655
8 6 1.240739969569499 0.0017231153324246407
9 7 1.2368257911371967 0.0004228651523590088
10 8 1.2320516222153755 0.0006139777251519263
11 9 1.2265204288314542 0.000259365770034492
12 10 1.2201322848311311 0.00014661667228210717
13 11 1.2143308318132324 0.00022230061585572618
14 12 1.2076654285826582 0.00018857131363334996
15 13 1.2007539286258373 0.0006798578542657197
16 14 1.1936901803618145 0.0002367216220635448
17 15 1.1866281561938463 0.00011634149995876977
18 16 1.1790566006873517 0.00013124081306159496
19 17 1.1718051842280797 0.0001486429391661659
20 18 1.1641737207272131 4.815939246327616e-05
21 19 1.1565314973922487 0.00013243274588603526
22 20 1.1486829623081765 0.00010513706365600228
23 21 1.1417931234764112 0.00015364897262770683
24 22 1.1337797194085222 0.00015817821258679032
25 23 1.1259584812226628 0.0001736728590913117
26 24 1.1179984258844498 0.0001401803019689396
27 25 1.109480663508992 0.00012718822108581662
28 26 1.1011873347599819 0.00010775939154194167
29 27 1.0926581060813916 0.0002215855201939121
30 28 1.0846761363799087 0.00016175392374861985
31 29 1.0758383977920452 0.00023338454775512218
32 30 1.0670862209833138 0.00012861855793744326
33 31 1.0579246665569062 0.00010358751023886725
34 32 1.0484012720613856 0.0001081169830285944
35 33 1.0398159591984966 0.0001958416833120857
36 34 1.0309065503189991 0.00019274283840786666
37 35 1.0212756109092735 9.226373367710039e-05
38 36 1.0112958130865475 0.00011598391574807465
39 37 1.0020924094418986 0.00013863079948350787
40 38 0.9925608696546235 0.00024530262453481555
41 39 0.9813490412880223 0.00019798702851403505
42 40 0.9726243584714037 9.905801561905572e-05
43 41 0.962754870837945 0.00018010901112575084
44 42 0.9529811759306667 0.00010132275928987691
45 43 0.9420897864462032 0.00013016807497479022
46 44 0.9324673226901463 6.4490144723095e-05
47 45 0.9216377169709076 0.00013493580627255142
48 46 0.9119024629650869 0.0001902399235405028
49 47 0.9003210698761114 7.331102824537084e-05
50 48 0.8902475576632654 0.00014602071314584464
51 49 0.8807044888158699 6.890059739816934e-05
52 50 0.87023206826039 0.00011896379146492109
53 51 0.859883293464191 9.333651541965082e-05
54 52 0.8499638094728116 9.202533692808321e-05
55 53 0.8389119844668542 6.425174069590867e-05
56 54 0.8289982539542178 0.0001357701694360003
57 55 0.8171883081592687 6.615896563744172e-05
58 56 0.8073071493385048 0.00012396997772157192
59 57 0.7970766374677148 5.078186950302933e-05
60 58 0.7856715145444435 6.270212179515511e-05
61 59 0.7761905933767104 0.00018523407925385982
62 60 0.7649939218100081 0.0001045410826918669
63 61 0.7553510867987723 5.924526339984749e-05
64 62 0.7441895230744022 0.0001481661747675389
65 63 0.7331175035075214 0.0002213471452705562
66 64 0.7235226063652241 8.463501580990851e-05
67 65 0.7129701361286604 6.544376083184034e-05
68 66 0.7010195568068049 0.00016807096835691482
69 67 0.6914780441660286 0.00022885564249008894
70 68 0.6815003439467004 0.00014602071314584464
71 69 0.6703228943072553 0.00011550712952157483
72 70 0.6621692317506825 8.701899787411094e-05
73 71 0.6489275439894308 0.00010084597306558862
74 72 0.6398550804443998 0.00011622230522334576
75 73 0.6303443161640486 8.546940807939938e-05
76 74 0.6203325070599293 0.00023946279543009656
77 75 0.60903626669504 4.005352093372494e-05
78 76 0.5995034185314613 0.00011467275908216834
79 77 0.5890613411788158 0.00018916724366578204
80 78 0.5807701123974606 0.00011193125828867778
81 79 0.5702054390519585 5.507317473529838e-05
82 80 0.5610199176341205 7.724463648628443e-05
83 81 0.5500614953258479 2.407998726994265e-05
84 82 0.540985094966497 0.00011312322021694854
85 83 0.5307432216260933 7.092700980138034e-05
86 84 0.5243927860060724 6.97350042173639e-05
87 85 0.5120537099233152 0.00014983485743869096
88 86 0.5036018744971614 7.497983460780233e-05
89 87 0.4961598126812184 0.00018225439998786896
90 88 0.48590449592987456 7.712543447269127e-05
91 89 0.47810866688703696 8.570780482841656e-05
92 90 0.4699531478088315 5.602679812000133e-05
93 91 0.45855954356016 0.00030417583184316754
94 92 0.45120479237163685 9.870042413240299e-05
95 93 0.4439571063161621 9.095255518332124e-05
96 94 0.43643272990151377 8.40390202938579e-05
97 95 0.4275530857382212 7.283422019099817e-05
98 96 0.4180333036646292 7.10462118149735e-05
99 97 0.4104223961208729 0.00010251473577006289
100 98 0.4025050872002692 0.00011503035057103261
101 99 0.39565552314545244 0.00016306500765052694

Binary file not shown.

After

Width:  |  Height:  |  Size: 25 KiB

View file

@ -0,0 +1,25 @@
model_type,model_name,context_length,dataset_type,input_file_name,original_file_size,compressed_file_size,match_percentage,compression_time,decompression_time
autoencoder,auto-genome-full-256.pt,256,genome,genome.fna,4699745,4259288,0.045625027269124985,644452283,28897895
autoencoder,auto-genome-full-256.pt,256,genome,genome_large.fna,23498433,21295512,0.04565964266657829,1963998714,8635843
autoencoder,auto-genome-full-256.pt,256,genome,genome_xlarge.fna,46996793,42591024,0.04573816433548927,3876085182,11520930
autoencoder,auto-genome-full-128.pt,128,genome,genome.fna,4699745,9399552,0.06625784933567047,390820600,5763825
autoencoder,auto-genome-full-128.pt,128,genome,genome_large.fna,23498433,46996992,0.06624297052621841,1958507860,11799390
autoencoder,auto-genome-full-128.pt,128,genome,genome_xlarge.fna,46996793,93993728,0.06629720330238342,3870420958,18796104
cnn,cnn-genome-full-256.pt,256,genome,genome_small.fna,1367,1743,1.0,994341526,890558285
cnn,cnn-genome-full-256.pt,256,genome,genome_xsmall.fna,1043,1343,1.0,677182893,679331692
cnn,cnn-genome-full-256.pt,256,genome,genome_xxsmall.fna,800,1038,1.0,523037713,526992909
cnn,cnn-genome-full-128.pt,128,genome,genome_small.fna,1367,1682,1.0,825656141,822958302
cnn,cnn-genome-full-128.pt,128,genome,genome_xsmall.fna,1043,1300,1.0,634440381,636023619
cnn,cnn-genome-full-128.pt,128,genome,genome_xxsmall.fna,800,1006,1.0,484945375,488047643
autoencoder,auto-enwik9-full-256.pt,256,enwik9,text.txt,6488666,6184668,0.01631845347583294,539742390,7300344
autoencoder,auto-enwik9-full-256.pt,256,enwik9,text_large.txt,12977332,12369092,0.01635659858584404,1061523776,5894565
autoencoder,auto-enwik9-full-256.pt,256,enwik9,text_xlarge.txt,25954664,24738184,0.01636260747909546,2125073233,8342673
autoencoder,auto-enwik9-full-128.pt,128,enwik9,text.txt,6488666,12774636,0.03268468379974365,546880556,20773102
autoencoder,auto-enwik9-full-128.pt,128,enwik9,text_large.txt,12977332,25549272,0.032631129026412964,1068791093,63009268
autoencoder,auto-enwik9-full-128.pt,128,enwik9,text_xlarge.txt,25954664,51098292,0.03263767808675766,2136859999,59107591
cnn,cnn-enwik9-full-256.pt,256,enwik9,text_small.txt,1022,1561,1.0,675420011,669676566
cnn,cnn-enwik9-full-256.pt,256,enwik9,text_xsmall.txt,825,1268,1.0,538098125,541272812
cnn,cnn-enwik9-full-256.pt,256,enwik9,text_xxsmall.txt,492,790,1.0,324025733,328011609
cnn,cnn-enwik9-full-128.pt,128,enwik9,text_small.txt,1022,1129,1.0,619907688,627584572
cnn,cnn-enwik9-full-128.pt,128,enwik9,text_xsmall.txt,825,882,1.0,503575405,505329493
cnn,cnn-enwik9-full-128.pt,128,enwik9,text_xxsmall.txt,492,571,1.0,307748207,311888322
1 model_type model_name context_length dataset_type input_file_name original_file_size compressed_file_size match_percentage compression_time decompression_time
2 autoencoder auto-genome-full-256.pt 256 genome genome.fna 4699745 4259288 0.045625027269124985 644452283 28897895
3 autoencoder auto-genome-full-256.pt 256 genome genome_large.fna 23498433 21295512 0.04565964266657829 1963998714 8635843
4 autoencoder auto-genome-full-256.pt 256 genome genome_xlarge.fna 46996793 42591024 0.04573816433548927 3876085182 11520930
5 autoencoder auto-genome-full-128.pt 128 genome genome.fna 4699745 9399552 0.06625784933567047 390820600 5763825
6 autoencoder auto-genome-full-128.pt 128 genome genome_large.fna 23498433 46996992 0.06624297052621841 1958507860 11799390
7 autoencoder auto-genome-full-128.pt 128 genome genome_xlarge.fna 46996793 93993728 0.06629720330238342 3870420958 18796104
8 cnn cnn-genome-full-256.pt 256 genome genome_small.fna 1367 1743 1.0 994341526 890558285
9 cnn cnn-genome-full-256.pt 256 genome genome_xsmall.fna 1043 1343 1.0 677182893 679331692
10 cnn cnn-genome-full-256.pt 256 genome genome_xxsmall.fna 800 1038 1.0 523037713 526992909
11 cnn cnn-genome-full-128.pt 128 genome genome_small.fna 1367 1682 1.0 825656141 822958302
12 cnn cnn-genome-full-128.pt 128 genome genome_xsmall.fna 1043 1300 1.0 634440381 636023619
13 cnn cnn-genome-full-128.pt 128 genome genome_xxsmall.fna 800 1006 1.0 484945375 488047643
14 autoencoder auto-enwik9-full-256.pt 256 enwik9 text.txt 6488666 6184668 0.01631845347583294 539742390 7300344
15 autoencoder auto-enwik9-full-256.pt 256 enwik9 text_large.txt 12977332 12369092 0.01635659858584404 1061523776 5894565
16 autoencoder auto-enwik9-full-256.pt 256 enwik9 text_xlarge.txt 25954664 24738184 0.01636260747909546 2125073233 8342673
17 autoencoder auto-enwik9-full-128.pt 128 enwik9 text.txt 6488666 12774636 0.03268468379974365 546880556 20773102
18 autoencoder auto-enwik9-full-128.pt 128 enwik9 text_large.txt 12977332 25549272 0.032631129026412964 1068791093 63009268
19 autoencoder auto-enwik9-full-128.pt 128 enwik9 text_xlarge.txt 25954664 51098292 0.03263767808675766 2136859999 59107591
20 cnn cnn-enwik9-full-256.pt 256 enwik9 text_small.txt 1022 1561 1.0 675420011 669676566
21 cnn cnn-enwik9-full-256.pt 256 enwik9 text_xsmall.txt 825 1268 1.0 538098125 541272812
22 cnn cnn-enwik9-full-256.pt 256 enwik9 text_xxsmall.txt 492 790 1.0 324025733 328011609
23 cnn cnn-enwik9-full-128.pt 128 enwik9 text_small.txt 1022 1129 1.0 619907688 627584572
24 cnn cnn-enwik9-full-128.pt 128 enwik9 text_xsmall.txt 825 882 1.0 503575405 505329493
25 cnn cnn-enwik9-full-128.pt 128 enwik9 text_xxsmall.txt 492 571 1.0 307748207 311888322