pushthetempo commited on
Commit
e6d1ffa
·
verified ·
1 Parent(s): 83f8a9f

Upload flowmatic-astana-patchtst-density-forecaster from q1_astana_patchtst_density_forecaster

Browse files
Files changed (1) hide show
  1. metadata.json +99 -69
metadata.json CHANGED
@@ -1,99 +1,99 @@
1
  {
2
- "name": "q1_astana_patchtst_density_forecaster_seed7",
3
  "kind": "patchtst_forecast",
4
  "dataset": "astana",
5
  "source": "C:\\Users\\BG\\Desktop\\flowmatic\\data\\astana_synthetic_data.csv",
6
- "rows": 30000,
7
  "seqLen": 48,
8
  "horizon": 1,
9
- "createdAt": "2026-04-09T09:25:57.622793+00:00",
10
  "metrics": {
11
  "history": [
12
  {
13
  "epoch": 1,
14
- "train_loss": 0.45161976537824555,
15
- "val_loss": 0.48983405926777845,
16
- "seconds": 1.6069116592407227,
17
- "mae": 0.5795387029647827,
18
- "rmse": 0.6998814940452576
19
  },
20
  {
21
  "epoch": 2,
22
- "train_loss": 0.3546630740705865,
23
- "val_loss": 0.3596597337200259,
24
- "seconds": 1.4358766078948975,
25
- "mae": 0.3632383942604065,
26
- "rmse": 0.5997163653373718
27
  },
28
  {
29
  "epoch": 3,
30
- "train_loss": 0.33671960930020073,
31
- "val_loss": 0.34251233722600855,
32
- "seconds": 1.4138731956481934,
33
- "mae": 0.36442387104034424,
34
- "rmse": 0.5852455496788025
35
  },
36
  {
37
  "epoch": 4,
38
- "train_loss": 0.33052794297414917,
39
- "val_loss": 0.3505913880068105,
40
- "seconds": 1.4051239490509033,
41
- "mae": 0.4026276767253876,
42
- "rmse": 0.5921075344085693
43
  },
44
  {
45
  "epoch": 5,
46
- "train_loss": 0.32501089906665215,
47
- "val_loss": 0.3426091170915577,
48
- "seconds": 1.402059555053711,
49
- "mae": 0.3386300802230835,
50
- "rmse": 0.585328221321106
51
  },
52
  {
53
  "epoch": 6,
54
- "train_loss": 0.32076791326280746,
55
- "val_loss": 0.33268585744950874,
56
- "seconds": 1.399773359298706,
57
- "mae": 0.3404056131839752,
58
- "rmse": 0.5767892599105835
59
  },
60
  {
61
  "epoch": 7,
62
- "train_loss": 0.31645974182541287,
63
- "val_loss": 0.3447697598507038,
64
- "seconds": 1.4223158359527588,
65
- "mae": 0.3364046812057495,
66
- "rmse": 0.5871710181236267
67
  },
68
  {
69
  "epoch": 8,
70
- "train_loss": 0.31574145552482724,
71
- "val_loss": 0.3411339830044195,
72
- "seconds": 1.415454626083374,
73
- "mae": 0.3999331593513489,
74
- "rmse": 0.5840667486190796
75
  }
76
  ],
77
  "final": {
78
  "epoch": 8,
79
- "train_loss": 0.31574145552482724,
80
- "val_loss": 0.3411339830044195,
81
- "seconds": 1.415454626083374,
82
- "mae": 0.3999331593513489,
83
- "rmse": 0.5840667486190796
84
  },
85
  "best": {
86
- "epoch": 6,
87
- "train_loss": 0.32076791326280746,
88
- "val_loss": 0.33268585744950874,
89
- "seconds": 1.399773359298706,
90
- "mae": 0.3404056131839752,
91
- "rmse": 0.5767892599105835
92
  },
93
  "test": {
94
- "test_loss": 0.31196684305237526,
95
- "test_mae": 0.33073514699935913,
96
- "test_rmse": 0.5585399270057678
97
  }
98
  },
99
  "task": {
@@ -107,18 +107,18 @@
107
  ],
108
  "scaler": {
109
  "mean": [
110
- 15000.5,
111
- 59.836265563964844,
112
- 51.14726638793945,
113
- 71.44590759277344,
114
- 50.076263427734375
115
  ],
116
  "std": [
117
- 8660.25390625,
118
- 34.94526290893555,
119
- 0.029572464525699615,
120
- 0.05213543027639389,
121
- 31.61014747619629
122
  ]
123
  },
124
  "targetIndex": 4
@@ -129,8 +129,38 @@
129
  "latency": {
130
  "device": "cuda",
131
  "batchSize": 1,
132
- "meanLatencyMs": 0.7408046722412109
133
  },
134
- "torchscriptExported": true
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
135
  }
136
  }
 
1
  {
2
+ "name": "q1_astana_patchtst_density_forecaster",
3
  "kind": "patchtst_forecast",
4
  "dataset": "astana",
5
  "source": "C:\\Users\\BG\\Desktop\\flowmatic\\data\\astana_synthetic_data.csv",
6
+ "rows": 18000,
7
  "seqLen": 48,
8
  "horizon": 1,
9
+ "createdAt": "2026-04-09T09:17:20.766468+00:00",
10
  "metrics": {
11
  "history": [
12
  {
13
  "epoch": 1,
14
+ "train_loss": 0.5251505578065134,
15
+ "val_loss": 0.4091065216697462,
16
+ "seconds": 1.0419645309448242,
17
+ "mae": 0.4776931405067444,
18
+ "rmse": 0.6396143436431885
19
  },
20
  {
21
  "epoch": 2,
22
+ "train_loss": 0.3783109924813355,
23
+ "val_loss": 0.3040742382373989,
24
+ "seconds": 0.9244167804718018,
25
+ "mae": 0.36851415038108826,
26
+ "rmse": 0.551429271697998
27
  },
28
  {
29
  "epoch": 3,
30
+ "train_loss": 0.3569650700303678,
31
+ "val_loss": 0.29812985622540883,
32
+ "seconds": 0.92006516456604,
33
+ "mae": 0.32199540734291077,
34
+ "rmse": 0.5460126996040344
35
  },
36
  {
37
  "epoch": 4,
38
+ "train_loss": 0.3471423252437518,
39
+ "val_loss": 0.29805478728917556,
40
+ "seconds": 0.9634335041046143,
41
+ "mae": 0.32211852073669434,
42
+ "rmse": 0.5459439158439636
43
  },
44
  {
45
  "epoch": 5,
46
+ "train_loss": 0.33970784119752945,
47
+ "val_loss": 0.2915220021803141,
48
+ "seconds": 0.9492475986480713,
49
+ "mae": 0.34728115797042847,
50
+ "rmse": 0.5399277806282043
51
  },
52
  {
53
  "epoch": 6,
54
+ "train_loss": 0.33387938503027154,
55
+ "val_loss": 0.2973053490509951,
56
+ "seconds": 0.8520047664642334,
57
+ "mae": 0.2955838441848755,
58
+ "rmse": 0.5452571511268616
59
  },
60
  {
61
  "epoch": 7,
62
+ "train_loss": 0.32770455491195605,
63
+ "val_loss": 0.2873026752105066,
64
+ "seconds": 0.8529078960418701,
65
+ "mae": 0.3114582896232605,
66
+ "rmse": 0.5360062122344971
67
  },
68
  {
69
  "epoch": 8,
70
+ "train_loss": 0.32530119915534483,
71
+ "val_loss": 0.2914434742615474,
72
+ "seconds": 0.8530936241149902,
73
+ "mae": 0.3521425426006317,
74
+ "rmse": 0.5398550629615784
75
  }
76
  ],
77
  "final": {
78
  "epoch": 8,
79
+ "train_loss": 0.32530119915534483,
80
+ "val_loss": 0.2914434742615474,
81
+ "seconds": 0.8530936241149902,
82
+ "mae": 0.3521425426006317,
83
+ "rmse": 0.5398550629615784
84
  },
85
  "best": {
86
+ "epoch": 7,
87
+ "train_loss": 0.32770455491195605,
88
+ "val_loss": 0.2873026752105066,
89
+ "seconds": 0.8529078960418701,
90
+ "mae": 0.3114582896232605,
91
+ "rmse": 0.5360062122344971
92
  },
93
  "test": {
94
+ "test_loss": 0.3425562016270305,
95
+ "test_mae": 0.3431200683116913,
96
+ "test_rmse": 0.5852830410003662
97
  }
98
  },
99
  "task": {
 
107
  ],
108
  "scaler": {
109
  "mean": [
110
+ 9000.5,
111
+ 59.570167541503906,
112
+ 51.14714431762695,
113
+ 71.4462890625,
114
+ 49.75082778930664
115
  ],
116
  "std": [
117
+ 5196.15283203125,
118
+ 34.899532318115234,
119
+ 0.029676832258701324,
120
+ 0.05214216187596321,
121
+ 31.37724494934082
122
  ]
123
  },
124
  "targetIndex": 4
 
129
  "latency": {
130
  "device": "cuda",
131
  "batchSize": 1,
132
+ "meanLatencyMs": 0.6591653823852539
133
  },
134
+ "torchscriptExported": true,
135
+ "official": true,
136
+ "slot": "traffic_forecast",
137
+ "priority": 1,
138
+ "portfolioVersion": "phase2"
139
+ },
140
+ "capabilities": {
141
+ "modality": "traffic",
142
+ "tasks": [
143
+ "forecast"
144
+ ],
145
+ "sensorKinds": [
146
+ "traffic",
147
+ "generic"
148
+ ],
149
+ "requiresGeo": false,
150
+ "seqLen": 48,
151
+ "horizon": 1,
152
+ "inputContract": {
153
+ "featureColumns": [
154
+ "Event_ID",
155
+ "Speed_kmh",
156
+ "Latitude",
157
+ "Longitude",
158
+ "Traffic_Density"
159
+ ],
160
+ "target": "Traffic_Density",
161
+ "labelColumn": null,
162
+ "timestampField": null
163
+ },
164
+ "updatedAt": "2026-05-26T17:40:24.475974+00:00"
165
  }
166
  }