- Train 3 MLP networks (acid speed 14→1, tension 4→10, quality 6→2) on 12,000 synthetic samples generated from physics models + noise - Export pre-trained ONNX models to pt_models/ directory - Rewrite prediction.py: ONNX inference first, physics fallback if unavailable - Add onnxruntime + numpy to requirements.txt (Aliyun mirror for Docker) - Use Tsinghua mirror in Dockerfile for pip installs Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
118 lines
2.3 KiB
JSON
118 lines
2.3 KiB
JSON
{
|
|
"acid_speed": {
|
|
"X_mean": [
|
|
4.279637813568115,
|
|
11.041364669799805,
|
|
150.61114501953125,
|
|
149.8550262451172,
|
|
150.01771545410156,
|
|
150.00747680664062,
|
|
150.5503692626953,
|
|
149.680419921875,
|
|
69.46580505371094,
|
|
69.35639953613281,
|
|
69.35671997070312,
|
|
69.52980041503906,
|
|
69.55128479003906,
|
|
69.26476287841797
|
|
],
|
|
"X_std": [
|
|
2.1389975547790527,
|
|
4.052000999450684,
|
|
51.74678421020508,
|
|
52.34047317504883,
|
|
51.52565383911133,
|
|
52.03013610839844,
|
|
51.94683074951172,
|
|
51.77798080444336,
|
|
10.097525596618652,
|
|
10.071165084838867,
|
|
10.012657165527344,
|
|
10.097661018371582,
|
|
10.077392578125,
|
|
10.07375717163086
|
|
],
|
|
"y_mean": [
|
|
92.42212677001953
|
|
],
|
|
"y_std": [
|
|
30.15455436706543
|
|
]
|
|
},
|
|
"tension": {
|
|
"X_mean": [
|
|
4.211259365081787,
|
|
1104.45068359375,
|
|
376.4231262207031,
|
|
0.25053057074546814
|
|
],
|
|
"X_std": [
|
|
2.1753084659576416,
|
|
290.6602783203125,
|
|
129.755859375,
|
|
0.057579852640628815
|
|
],
|
|
"y_mean": [
|
|
439.6892395019531,
|
|
373.8921203613281,
|
|
342.94708251953125,
|
|
316.7646179199219,
|
|
298.9944763183594,
|
|
298.7807312011719,
|
|
307.93359375,
|
|
334.0721740722656,
|
|
387.0394592285156,
|
|
439.63824462890625
|
|
],
|
|
"y_std": [
|
|
341.6143798828125,
|
|
290.6787109375,
|
|
266.5653991699219,
|
|
246.12326049804688,
|
|
232.24676513671875,
|
|
231.9054412841797,
|
|
239.40611267089844,
|
|
259.3957214355469,
|
|
300.75,
|
|
341.000244140625
|
|
],
|
|
"zone_names": [
|
|
"inlet",
|
|
"s1_roller",
|
|
"acid_entry",
|
|
"acid1",
|
|
"acid2",
|
|
"acid3",
|
|
"rinse",
|
|
"leveler",
|
|
"s2_roller",
|
|
"outlet"
|
|
]
|
|
},
|
|
"quality": {
|
|
"X_mean": [
|
|
4.245825290679932,
|
|
99.6146011352539,
|
|
150.18072509765625,
|
|
70.02484893798828,
|
|
10.967876434326172,
|
|
74.14215850830078
|
|
],
|
|
"X_std": [
|
|
2.18487548828125,
|
|
46.58076858520508,
|
|
51.831016540527344,
|
|
11.553886413574219,
|
|
4.02312707901001,
|
|
31.69878578186035
|
|
],
|
|
"y_mean": [
|
|
92.10986328125,
|
|
89.79142761230469
|
|
],
|
|
"y_std": [
|
|
11.346452713012695,
|
|
8.92744255065918
|
|
]
|
|
}
|
|
} |