atome-lm / superesp /RESULTS.json
TilelliLab's picture
Atome LM v2 — SuperESP signed on-device heads + held-out metrics
c34b7d1 verified
Raw
History Blame Contribute Delete
8.26 kB
[
{
"head": "agri",
"title": "SuperESP-Agri",
"source": "SYNTH",
"classes": [
"healthy",
"needs_irrigate",
"frost_risk",
"pest_favorable",
"sensor_fault"
],
"n_classes": 5,
"n_features": 30,
"params": 20512,
"test_acc": 0.9756,
"n_test": 450,
"abstain_aurc": 0.0015,
"oracle_aurc": 0.0003,
"random_aurc": 0.0244,
"coverage_at_5pct_risk": 1.0,
"blob_bytes": 6633,
"delta": {
"applicable": true,
"thr_0.02": {
"speedup": 7.08,
"max_err": 0.0046
},
"thr_0.05": {
"speedup": 8.41,
"max_err": 0.0179
},
"thr_0.1": {
"speedup": 10.92,
"max_err": 0.0376
}
},
"train_s": 42.4
},
{
"head": "voice",
"title": "SuperESP-Voice",
"source": "REAL",
"classes": [
"on",
"off",
"stop",
"go"
],
"n_classes": 4,
"n_features": 32,
"params": 20480,
"test_acc": 0.625,
"n_test": 120,
"abstain_aurc": 0.7297,
"oracle_aurc": 0.37,
"random_aurc": 0.725,
"coverage_at_5pct_risk": 0.0,
"blob_bytes": 6625,
"delta": {
"applicable": false,
"reason": "tabular head, no temporal stream"
},
"train_s": 11.5
},
{
"head": "motion",
"title": "SuperESP-Motion",
"source": "REAL",
"classes": [
"walking",
"upstairs",
"downstairs",
"sitting",
"standing",
"laying"
],
"n_classes": 6,
"n_features": 30,
"params": 20544,
"test_acc": 0.8109,
"n_test": 1544,
"abstain_aurc": 0.0644,
"oracle_aurc": 0.0191,
"random_aurc": 0.1891,
"coverage_at_5pct_risk": 0.532,
"blob_bytes": 6641,
"delta": {
"applicable": false,
"reason": "tabular head, no temporal stream"
},
"train_s": 142.1
},
{
"head": "sound_scene",
"title": "SuperESP-Sound-Scene",
"source": "SYNTH",
"classes": [
"quiet",
"alarm",
"glass_break",
"speech_like"
],
"n_classes": 4,
"n_features": 32,
"params": 20480,
"test_acc": 0.975,
"n_test": 240,
"abstain_aurc": 0.0064,
"oracle_aurc": 0.0003,
"random_aurc": 0.025,
"coverage_at_5pct_risk": 1.0,
"blob_bytes": 6625,
"delta": {
"applicable": false,
"reason": "tabular head, no temporal stream"
},
"train_s": 33.1
},
{
"head": "anomaly",
"title": "SuperESP-Anomaly",
"source": "SYNTH",
"classes": [
"normal",
"imbalance",
"bearing_fault",
"looseness"
],
"n_classes": 4,
"n_features": 32,
"params": 20480,
"test_acc": 0.9367,
"n_test": 300,
"abstain_aurc": 0.029,
"oracle_aurc": 0.002,
"random_aurc": 0.0633,
"coverage_at_5pct_risk": 0.963,
"blob_bytes": 6625,
"delta": {
"applicable": true,
"thr_0.02": {
"speedup": 4.04,
"max_err": 0.005
},
"thr_0.05": {
"speedup": 4.19,
"max_err": 0.0161
},
"thr_0.1": {
"speedup": 4.47,
"max_err": 0.04
}
},
"train_s": 28.3
},
{
"head": "air",
"title": "SuperESP-Air",
"source": "SYNTH",
"classes": [
"clean",
"co2_high",
"gas_leak",
"smoke"
],
"n_classes": 4,
"n_features": 30,
"params": 20480,
"test_acc": 0.978,
"n_test": 360,
"abstain_aurc": 0.0,
"oracle_aurc": 0.0,
"random_aurc": 0.0,
"coverage_at_5pct_risk": 1.0,
"blob_bytes": 6625,
"delta": {
"applicable": true,
"thr_0.02": {
"speedup": 6.51,
"max_err": 0.0041
},
"thr_0.05": {
"speedup": 6.77,
"max_err": 0.01
},
"thr_0.1": {
"speedup": 7.28,
"max_err": 0.0238
}
},
"train_s": 34.2
},
{
"head": "os_telem",
"title": "SuperESP-OS",
"source": "SYNTH",
"classes": [
"normal",
"low_memory",
"overheating",
"wifi_degraded",
"power_fault"
],
"n_classes": 5,
"n_features": 32,
"params": 20512,
"test_acc": 0.9867,
"n_test": 450,
"abstain_aurc": 0.0007,
"oracle_aurc": 0.0001,
"random_aurc": 0.0133,
"coverage_at_5pct_risk": 1.0,
"blob_bytes": 6633,
"delta": {
"applicable": true,
"thr_0.02": {
"speedup": 4.16,
"max_err": 0.0044
},
"thr_0.05": {
"speedup": 4.27,
"max_err": 0.0106
},
"thr_0.1": {
"speedup": 4.47,
"max_err": 0.0301
}
},
"train_s": 42.0
},
{
"head": "power",
"title": "SuperESP-Power",
"source": "SYNTH",
"classes": [
"off",
"resistive",
"motor",
"electronic"
],
"n_classes": 4,
"n_features": 24,
"params": 20480,
"test_acc": 0.9806,
"n_test": 360,
"abstain_aurc": 0.0007,
"oracle_aurc": 0.0002,
"random_aurc": 0.0194,
"coverage_at_5pct_risk": 1.0,
"blob_bytes": 6625,
"delta": {
"applicable": true,
"thr_0.02": {
"speedup": 8.05,
"max_err": 0.0026
},
"thr_0.05": {
"speedup": 8.28,
"max_err": 0.0142
},
"thr_0.1": {
"speedup": 8.73,
"max_err": 0.0325
}
},
"train_s": 28.8
},
{
"head": "occupancy",
"title": "SuperESP-Occupancy",
"source": "SYNTH",
"classes": [
"empty",
"occupied",
"crowded"
],
"n_classes": 3,
"n_features": 24,
"params": 20448,
"test_acc": 0.9841,
"n_test": 315,
"abstain_aurc": 0.0008,
"oracle_aurc": 0.0001,
"random_aurc": 0.0159,
"coverage_at_5pct_risk": 1.0,
"blob_bytes": 6617,
"delta": {
"applicable": true,
"thr_0.02": {
"speedup": 8.01,
"max_err": 0.0041
},
"thr_0.05": {
"speedup": 8.15,
"max_err": 0.0127
},
"thr_0.1": {
"speedup": 8.55,
"max_err": 0.0221
}
},
"train_s": 25.4
},
{
"head": "wearable",
"title": "SuperESP-Wearable",
"source": "SYNTH",
"classes": [
"rest",
"active",
"exercise",
"irregular"
],
"n_classes": 4,
"n_features": 24,
"params": 20480,
"test_acc": 0.9833,
"n_test": 360,
"abstain_aurc": 0.0005,
"oracle_aurc": 0.0001,
"random_aurc": 0.0167,
"coverage_at_5pct_risk": 1.0,
"blob_bytes": 6625,
"delta": {
"applicable": true,
"thr_0.02": {
"speedup": 8.09,
"max_err": 0.0027
},
"thr_0.05": {
"speedup": 8.4,
"max_err": 0.0098
},
"thr_0.1": {
"speedup": 9.01,
"max_err": 0.0292
}
},
"train_s": 28.7
},
{
"head": "water",
"title": "SuperESP-Water",
"source": "SYNTH",
"classes": [
"no_flow",
"normal_use",
"leak",
"burst"
],
"n_classes": 4,
"n_features": 32,
"params": 20480,
"test_acc": 0.9889,
"n_test": 360,
"abstain_aurc": 0.0001,
"oracle_aurc": 0.0001,
"random_aurc": 0.0111,
"coverage_at_5pct_risk": 1.0,
"blob_bytes": 6625,
"delta": {
"applicable": true,
"thr_0.02": {
"speedup": 8.19,
"max_err": 0.0046
},
"thr_0.05": {
"speedup": 8.53,
"max_err": 0.0114
},
"thr_0.1": {
"speedup": 9.26,
"max_err": 0.0344
}
},
"train_s": 34.3
},
{
"head": "forecast",
"title": "SuperESP-Forecast",
"source": "SYNTH",
"classes": [
"safe",
"later",
"soon",
"imminent"
],
"n_classes": 4,
"n_features": 24,
"params": 20480,
"test_acc": 0.831,
"n_test": 420,
"abstain_aurc": 0.0554,
"oracle_aurc": 0.0152,
"random_aurc": 0.169,
"coverage_at_5pct_risk": 0.586,
"blob_bytes": 6625,
"delta": {
"applicable": true,
"thr_0.02": {
"speedup": 8.4,
"max_err": 0.0057
},
"thr_0.05": {
"speedup": 9.19,
"max_err": 0.0151
},
"thr_0.1": {
"speedup": 10.92,
"max_err": 0.0429
}
},
"train_s": 32.5
}
]