Upload flowmatic-astana-patchtst-density-forecaster from q1_astana_patchtst_density_forecaster
Browse files- metadata.json +99 -69
metadata.json
CHANGED
|
@@ -1,99 +1,99 @@
|
|
| 1 |
{
|
| 2 |
-
"name": "
|
| 3 |
"kind": "patchtst_forecast",
|
| 4 |
"dataset": "astana",
|
| 5 |
"source": "C:\\Users\\BG\\Desktop\\flowmatic\\data\\astana_synthetic_data.csv",
|
| 6 |
-
"rows":
|
| 7 |
"seqLen": 48,
|
| 8 |
"horizon": 1,
|
| 9 |
-
"createdAt": "2026-04-09T09:
|
| 10 |
"metrics": {
|
| 11 |
"history": [
|
| 12 |
{
|
| 13 |
"epoch": 1,
|
| 14 |
-
"train_loss": 0.
|
| 15 |
-
"val_loss": 0.
|
| 16 |
-
"seconds": 1.
|
| 17 |
-
"mae": 0.
|
| 18 |
-
"rmse": 0.
|
| 19 |
},
|
| 20 |
{
|
| 21 |
"epoch": 2,
|
| 22 |
-
"train_loss": 0.
|
| 23 |
-
"val_loss": 0.
|
| 24 |
-
"seconds":
|
| 25 |
-
"mae": 0.
|
| 26 |
-
"rmse": 0.
|
| 27 |
},
|
| 28 |
{
|
| 29 |
"epoch": 3,
|
| 30 |
-
"train_loss": 0.
|
| 31 |
-
"val_loss": 0.
|
| 32 |
-
"seconds":
|
| 33 |
-
"mae": 0.
|
| 34 |
-
"rmse": 0.
|
| 35 |
},
|
| 36 |
{
|
| 37 |
"epoch": 4,
|
| 38 |
-
"train_loss": 0.
|
| 39 |
-
"val_loss": 0.
|
| 40 |
-
"seconds":
|
| 41 |
-
"mae": 0.
|
| 42 |
-
"rmse": 0.
|
| 43 |
},
|
| 44 |
{
|
| 45 |
"epoch": 5,
|
| 46 |
-
"train_loss": 0.
|
| 47 |
-
"val_loss": 0.
|
| 48 |
-
"seconds":
|
| 49 |
-
"mae": 0.
|
| 50 |
-
"rmse": 0.
|
| 51 |
},
|
| 52 |
{
|
| 53 |
"epoch": 6,
|
| 54 |
-
"train_loss": 0.
|
| 55 |
-
"val_loss": 0.
|
| 56 |
-
"seconds":
|
| 57 |
-
"mae": 0.
|
| 58 |
-
"rmse": 0.
|
| 59 |
},
|
| 60 |
{
|
| 61 |
"epoch": 7,
|
| 62 |
-
"train_loss": 0.
|
| 63 |
-
"val_loss": 0.
|
| 64 |
-
"seconds":
|
| 65 |
-
"mae": 0.
|
| 66 |
-
"rmse": 0.
|
| 67 |
},
|
| 68 |
{
|
| 69 |
"epoch": 8,
|
| 70 |
-
"train_loss": 0.
|
| 71 |
-
"val_loss": 0.
|
| 72 |
-
"seconds":
|
| 73 |
-
"mae": 0.
|
| 74 |
-
"rmse": 0.
|
| 75 |
}
|
| 76 |
],
|
| 77 |
"final": {
|
| 78 |
"epoch": 8,
|
| 79 |
-
"train_loss": 0.
|
| 80 |
-
"val_loss": 0.
|
| 81 |
-
"seconds":
|
| 82 |
-
"mae": 0.
|
| 83 |
-
"rmse": 0.
|
| 84 |
},
|
| 85 |
"best": {
|
| 86 |
-
"epoch":
|
| 87 |
-
"train_loss": 0.
|
| 88 |
-
"val_loss": 0.
|
| 89 |
-
"seconds":
|
| 90 |
-
"mae": 0.
|
| 91 |
-
"rmse": 0.
|
| 92 |
},
|
| 93 |
"test": {
|
| 94 |
-
"test_loss": 0.
|
| 95 |
-
"test_mae": 0.
|
| 96 |
-
"test_rmse": 0.
|
| 97 |
}
|
| 98 |
},
|
| 99 |
"task": {
|
|
@@ -107,18 +107,18 @@
|
|
| 107 |
],
|
| 108 |
"scaler": {
|
| 109 |
"mean": [
|
| 110 |
-
|
| 111 |
-
59.
|
| 112 |
-
51.
|
| 113 |
-
71.
|
| 114 |
-
|
| 115 |
],
|
| 116 |
"std": [
|
| 117 |
-
|
| 118 |
-
34.
|
| 119 |
-
0.
|
| 120 |
-
0.
|
| 121 |
-
31.
|
| 122 |
]
|
| 123 |
},
|
| 124 |
"targetIndex": 4
|
|
@@ -129,8 +129,38 @@
|
|
| 129 |
"latency": {
|
| 130 |
"device": "cuda",
|
| 131 |
"batchSize": 1,
|
| 132 |
-
"meanLatencyMs": 0.
|
| 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 |
}
|