debug average vs max

This commit is contained in:
AgentLabCn 2025-12-01 20:05:31 +08:00
parent d86e16e3a3
commit 135b762a29
7 changed files with 212 additions and 227 deletions

2
app.py
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@ -219,7 +219,7 @@ def Page():
return solara.Markdown(f"**累计产量(机组):{model.cumulative_production:.2f}**")
def get_mean_abs_error(model):
return solara.Markdown(f"**工厂年产量均值绝对误差:{model.mean_abs_error:.2f}**")
return solara.Markdown(f"**工厂年产量均值绝对误差:{model.error:.2f}**")
with solara.Column() as main:
with solara.Card("产品筛选"):

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@ -1,113 +1,113 @@
区域名,工厂名,是否新工厂,产线ID,生产型号,开始月份,结束月份,磨合系数,系数最小值,系数最大值
西北东部,艾郎玉门,是,艾郎玉门1,GWBD-A2,1,12,0.8032053657286623,0.5,3
西北东部,艾郎玉门,是,艾郎玉门2,GWBD-A2,1,12,2.242946843455525,0.5,3
华北,艾郎张北,是,艾郎张北1,GWBD-A2,1,12,1.0739881298814442,0.5,3
华北,艾郎张北,是,艾郎张北2,GWBD-A2,1,12,0.9913016076339164,0.5,3
西北西部,时代巴里坤,是,时代巴里坤1,GWBD-A2,2,12,3.0,0.5,3
西北西部,时代巴里坤,是,时代巴里坤2,GWBD-A2,2,12,2.311832265915291,0.5,3
西北西部,时代巴里坤,是,时代巴里坤3,GW99A,1,4,2.9868087839892805,0.5,3
西北西部,时代巴里坤,是,时代巴里坤4,GW99A,1,9,2.0715004199346243,0.5,3
华南,时代百色,是,时代百色1,GWBD-A3,2,12,0.9813943031647696,0.5,3
华南,时代百色,是,时代百色2,GWBD-A3,2,12,2.4817092745783658,0.5,3
华东南北部,时代射阳,是,时代射阳1,GW130,6,12,2.958234128852966,0.5,3
华东南北部,时代射阳,是,时代射阳2,GW130,8,12,0.9790769771894252,0.5,3
东北,时代松原,是,时代松原1,GWBD-A3,4,12,2.359322651601647,0.5,3
东北,时代松原,是,时代松原2,GWBD-A3,4,12,0.970824759034235,0.5,3
华东南南部,时代株洲,是,时代株洲1,GW99A,2,12,1.06880969505422,0.5,3
华东南南部,时代株洲,是,时代株洲2,GW99A,2,12,1.0574518379243223,0.5,3
华东南北部,双瑞大丰,是,双瑞大丰1,GW110.5,2,11,0.6498736198951686,0.5,3
华东南北部,双瑞大丰,是,双瑞大丰2,GW110.5,2,11,0.6602103773366866,0.5,3
华东南北部,双瑞大丰,否,双瑞大丰3,GW93,1,1,1.7074438854550105,0.5,3
华东南北部,双瑞东营,是,双瑞东营1,GWBD-A2,6,12,2.658522392353532,0.5,3
华东南北部,双瑞东营,是,双瑞东营2,GWBD-A2,6,12,1.6326535653359566,0.5,3
华东南北部,双瑞东营,是,双瑞东营3,GWBD-A2,7,12,2.7884634092284912,0.5,3
华东南北部,双瑞东营,是,双瑞东营4,GWBD-A2,7,12,1.4990532841241448,0.5,3
华东南北部,天顺濮阳,否,天顺濮阳1,GW99A,8,12,1.0494581838329766,0.5,3
华东南北部,天顺濮阳,否,天顺濮阳2,GW99A,8,12,1.0687053812272254,0.5,3
华东南北部,天顺沙洋,否,天顺沙洋1,GW93,2,2,1.0145139485188388,0.5,3
华东南北部,天顺沙洋,是,天顺沙洋2,GW93,5,5,0.9187771973071808,0.5,3
华东南北部,天顺沙洋,否,天顺沙洋3,GW93,11,11,1.0227677050731363,0.5,3
华东南北部,天顺沙洋,否,天顺沙洋4,GW99,10,11,1.0906123896403612,0.5,3
华东南北部,天顺沙洋,否,天顺沙洋5,GW99A,5,12,1.0000157318056455,0.5,3
华东南北部,天顺沙洋,否,天顺沙洋6,GW99A,5,12,1.0792176556312845,0.5,3
东北,中材白城,否,中材白城1,GWBD-A3,8,8,1.84178390427543,0.5,3
华东南北部,中材阜宁,否,中材阜宁1,GW110.5,1,11,1.912016897604764,0.5,3
华东南北部,中材阜宁,否,中材阜宁2,GW110.5,1,11,0.8370206795410767,0.5,3
华东南北部,中材阜宁,否,中材阜宁3,GW110.5,1,11,1.1182849464210354,0.5,3
华东南北部,中材阜宁,否,中材阜宁4,GW83.4,1,11,1.4119792797149264,0.5,3
华东南北部,中材阜宁,否,中材阜宁5,GW93,6,8,1.2755620923409356,0.5,3
华东南北部,中材阜宁,否,中材阜宁6,GW99A,1,7,1.4570004301708643,0.5,3
华东南北部,中材阜宁,否,中材阜宁7,GW99A,1,7,2.2014135700869284,0.5,3
华东南北部,中材阜宁,否,中材阜宁8,SI90.2,1,12,2.1614685169948693,0.5,3
华东南北部,中材阜宁,否,中材阜宁9,SI90.2,1,12,1.275196649549683,0.5,3
华东南北部,中材阜宁,是,中材阜宁10,SI90.2,1,12,1.5271673397917631,0.5,3
华东南北部,中材阜宁,是,中材阜宁11,SI90.2,1,12,0.7423712157410889,0.5,3
华东南北部,中材阜宁,是,中材阜宁12,SI90.2,2,12,1.2646324802629867,0.5,3
华东南北部,中材阜宁,是,中材阜宁13,SI90.2,2,12,0.9554400175665158,0.5,3
西北西部,中材哈密,否,中材哈密1,GWBD-A3,7,11,0.998747932696368,0.5,3
西北西部,中材哈密,否,中材哈密2,GWBD-A3,7,11,2.9767751702801672,0.5,3
华北,中材邯郸,否,中材邯郸1,GW99A,1,12,1.4830831491291596,0.5,3
华北,中材邯郸,否,中材邯郸2,GW99A,1,12,1.0888969811545297,0.5,3
华北,中材邯郸,是,中材邯郸3,GWBD-A2,2,12,1.5023258418752827,0.5,3
华北,中材邯郸,是,中材邯郸4,GWBD-A2,3,12,1.102775747560624,0.5,3
西北东部,中材酒泉,否,中材酒泉1,GW99,1,12,0.5622969570539172,0.5,3
西北东部,中材酒泉,否,中材酒泉2,GW99,1,12,1.150024482747415,0.5,3
西北东部,中材酒泉,否,中材酒泉3,GWBD-A2,1,12,1.5459022834883542,0.5,3
西北东部,中材酒泉,是,中材酒泉4,GWBD-A2,1,12,2.9639734937057667,0.5,3
西北东部,中材酒泉,是,中材酒泉5,GWBD-A2,2,12,2.212176654543076,0.5,3
西北东部,中材酒泉,是,中材酒泉6,GWBD-A2,3,12,1.0356930471233745,0.5,3
西北东部,中材酒泉,否,中材酒泉7,SI90.2,1,1,2.4273446212774297,0.5,3
西北东部,中材酒泉,否,中材酒泉8,SI90.2,1,4,1.0649603727762178,0.5,3
西北东部,中材酒泉,否,中材酒泉9,SI90.2,3,4,0.6376416250041546,0.5,3
西北东部,中材酒泉,否,中材酒泉10,SI90.2,9,9,2.0072777075728943,0.5,3
西北东部,中材酒泉,否,中材酒泉11,SI90.2,4,12,1.3664189491081575,0.5,3
西北东部,中材酒泉,否,中材酒泉12,SI90.2,4,12,2.7585455100963725,0.5,3
华东南北部,中材连云港,否,中材连云港1,GW93,1,4,0.6380193777126062,0.5,3
华东南北部,中材连云港,否,中材连云港2,GW93,1,12,2.4506758131580946,0.5,3
华东南北部,中材连云港,否,中材连云港3,GW93,1,12,2.669431356239481,0.5,3
华东南南部,中材萍乡,否,中材萍乡1,GW83.4,1,3,1.9110812265524788,0.5,3
华东南南部,中材萍乡,否,中材萍乡2,GW93,1,10,2.6507295870466416,0.5,3
华东南南部,中材萍乡,否,中材萍乡3,GW93,1,10,1.687082980580373,0.5,3
华东南南部,中材萍乡,否,中材萍乡4,GWBD-A3,1,12,0.6783033734311962,0.5,3
华东南南部,中材萍乡,否,中材萍乡5,GWBD-A3,1,12,1.3047442992624676,0.5,3
东北,中材锡林,否,中材锡林1,GW99,1,12,1.0622480731614574,0.5,3
东北,中材锡林,否,中材锡林2,GW99,1,12,0.9848399267309024,0.5,3
东北,中材锡林,是,中材锡林3,GWBD-A2,1,12,2.254156012076419,0.5,3
东北,中材锡林,是,中材锡林4,GWBD-A2,1,12,1.7254468138843502,0.5,3
东北,中材锡林,是,中材锡林5,GWBD-A2,2,12,0.5705179617507162,0.5,3
东北,中材锡林,否,中材锡林6,SI90.2,1,1,0.8214144687810874,0.5,3
东北,中材锡林,否,中材锡林7,SI90.2,1,1,2.545528482349731,0.5,3
东北,中材兴安盟,否,中材兴安盟1,GW93,1,9,1.0695212200904811,0.5,3
东北,中材兴安盟,否,中材兴安盟2,GW93,1,9,1.0912804475566316,0.5,3
华南,中材阳江,是,中材阳江1,GW130,1,12,1.814520488259726,0.5,3
华南,中材阳江,是,中材阳江2,GW130,11,12,2.838458381081099,0.5,3
华南,中材阳江,否,中材阳江3,SI122,1,12,2.830586835154425,0.5,3
华南,中材阳江,否,中材阳江4,SI122,1,12,1.3363257879855754,0.5,3
西北西部,中材伊吾,否,中材伊吾1,GWBD-A2,1,12,2.4869571005924014,0.5,3
西北西部,中材伊吾,否,中材伊吾2,GWBD-A2,1,12,2.4698950834768234,0.5,3
西北西部,中材伊吾,是,中材伊吾3,GWBD-A3,7,9,2.927579772268298,0.5,3
华南,中材玉溪,否,中材玉溪1,GW93,3,3,1.7651093767774086,0.5,3
西北西部,重通昌吉,否,重通昌吉1,GW99,11,11,0.7831592691610867,0.5,3
西北西部,重通昌吉,是,重通昌吉2,GW99A,1,10,1.540926708239259,0.5,3
西北西部,重通昌吉,否,重通昌吉3,GWBD-A2,1,12,1.931780035552089,0.5,3
西北西部,重通昌吉,否,重通昌吉4,GWBD-A2,1,12,1.0164084233944286,0.5,3
西北西部,重通昌吉,是,重通昌吉5,GWBD-A2,1,12,0.840555078914054,0.5,3
东北,重通大安,是,重通大安1,GWBD-A2,1,12,2.087343566138866,0.5,3
东北,重通大安,是,重通大安2,GWBD-A2,2,12,1.0704526164218118,0.5,3
华东南北部,重通如东,否,重通如东1,GW110.5,6,10,1.3241403875683502,0.5,3
华东南北部,重通如东,否,重通如东2,GW110.5,6,10,1.0779044534267077,0.5,3
华东南北部,重通如东,否,重通如东3,GW76,1,6,1.2634384670468408,0.5,3
华东南北部,重通如东,否,重通如东4,GW76,11,12,1.086720532076798,0.5,3
华东南北部,重通如东,否,重通如东5,GW76,11,12,0.9580780681635088,0.5,3
华东南北部,重通如东,否,重通如东6,GW81,1,12,1.4244065199658889,0.5,3
华东南北部,重通如东,否,重通如东7,GW81,1,12,1.1125186832972436,0.5,3
华东南北部,重通如东,否,重通如东8,GW81,1,12,1.0880193045165334,0.5,3
华东南北部,重通如东,是,重通如东9,GW86,10,12,1.0228512727112231,0.5,3
华东南北部,重通如东,是,重通如东10,GWBD-D,4,10,1.0275145272690325,0.5,3
华东南北部,重通如东,是,重通如东11,GW83.3,7,9,2.7419468504868334,0.5,3
西北东部,重通武威,否,重通武威1,GW83.4,1,1,1.796533172065262,0.5,3
西北东部,重通武威,否,重通武威2,GW99A,1,1,1.0773042029829227,0.5,3
西北东部,重通武威,否,重通武威3,GWBD-A2,1,12,0.8633209522768549,0.5,3
西北东部,重通武威,否,重通武威4,GWBD-A2,1,12,0.8421534665300137,0.5,3
西北东部,重通武威,是,重通武威5,GWBD-A3,2,12,0.9182717456417385,0.5,3
西北东部,重通武威,是,重通武威6,GWBD-A3,2,12,0.9284823666140081,0.5,3
区域名,工厂名,是否新工厂,产线ID,生产型号,开始月份,结束月份,磨合系数,系数最小值,系数最大值
西北东部,艾郎玉门,是,艾郎玉门1,GWBD-A2,1,12,2.573832299130555,0.5,3
西北东部,艾郎玉门,是,艾郎玉门2,GWBD-A2,1,12,0.7551349273834977,0.5,3
华北,艾郎张北,是,艾郎张北1,GWBD-A2,1,12,2.115080130961469,0.5,3
华北,艾郎张北,是,艾郎张北2,GWBD-A2,1,12,0.6797069684688172,0.5,3
西北西部,时代巴里坤,是,时代巴里坤1,GWBD-A2,2,12,1.8810616541608631,0.5,3
西北西部,时代巴里坤,是,时代巴里坤2,GWBD-A2,2,12,2.987097262834335,0.5,3
西北西部,时代巴里坤,是,时代巴里坤3,GW99A,1,4,2.488871403042081,0.5,3
西北西部,时代巴里坤,是,时代巴里坤4,GW99A,1,9,2.953943233688721,0.5,3
华南,时代百色,是,时代百色1,GWBD-A3,2,12,1.6690292523195245,0.5,3
华南,时代百色,是,时代百色2,GWBD-A3,2,12,2.4659503577446857,0.5,3
华东南北部,时代射阳,是,时代射阳1,GW130,6,12,2.2076058205327764,0.5,3
华东南北部,时代射阳,是,时代射阳2,GW130,8,12,1.430132739097293,0.5,3
东北,时代松原,是,时代松原1,GWBD-A3,4,12,1.0363142371846124,0.5,3
东北,时代松原,是,时代松原2,GWBD-A3,4,12,2.1701304430049246,0.5,3
华东南南部,时代株洲,是,时代株洲1,GW99A,2,12,1.081678858112704,0.5,3
华东南南部,时代株洲,是,时代株洲2,GW99A,2,12,1.0913646502654977,0.5,3
华东南北部,双瑞大丰,是,双瑞大丰1,GW110.5,2,11,0.7663884592433219,0.5,3
华东南北部,双瑞大丰,是,双瑞大丰2,GW110.5,2,11,0.5106326560706359,0.5,3
华东南北部,双瑞大丰,否,双瑞大丰3,GW93,1,1,1.3145870292666928,0.5,3
华东南北部,双瑞东营,是,双瑞东营1,GWBD-A2,6,12,2.543085429687747,0.5,3
华东南北部,双瑞东营,是,双瑞东营2,GWBD-A2,6,12,2.79268044357321,0.5,3
华东南北部,双瑞东营,是,双瑞东营3,GWBD-A2,7,12,2.927074556394514,0.5,3
华东南北部,双瑞东营,是,双瑞东营4,GWBD-A2,7,12,2.892880738588988,0.5,3
华东南北部,天顺濮阳,否,天顺濮阳1,GW99A,8,12,1.0527500393509173,0.5,3
华东南北部,天顺濮阳,否,天顺濮阳2,GW99A,8,12,1.069042487726414,0.5,3
华东南北部,天顺沙洋,否,天顺沙洋1,GW93,2,2,2.32043479739694,0.5,3
华东南北部,天顺沙洋,是,天顺沙洋2,GW93,5,5,0.6973591106929395,0.5,3
华东南北部,天顺沙洋,否,天顺沙洋3,GW93,11,11,1.1607811390472684,0.5,3
华东南北部,天顺沙洋,否,天顺沙洋4,GW99,10,11,2.9663458837234176,0.5,3
华东南北部,天顺沙洋,否,天顺沙洋5,GW99A,5,12,0.913690176263654,0.5,3
华东南北部,天顺沙洋,否,天顺沙洋6,GW99A,5,12,0.8787050723740802,0.5,3
东北,中材白城,否,中材白城1,GWBD-A3,8,8,2.1402649111425927,0.5,3
华东南北部,中材阜宁,否,中材阜宁1,GW110.5,1,11,1.5459138854823482,0.5,3
华东南北部,中材阜宁,否,中材阜宁2,GW110.5,1,11,0.5729502079816026,0.5,3
华东南北部,中材阜宁,否,中材阜宁3,GW110.5,1,11,1.5694540282848988,0.5,3
华东南北部,中材阜宁,否,中材阜宁4,GW83.4,1,11,1.382119991468305,0.5,3
华东南北部,中材阜宁,否,中材阜宁5,GW93,6,8,0.8827086544315473,0.5,3
华东南北部,中材阜宁,否,中材阜宁6,GW99A,1,7,2.830733081902044,0.5,3
华东南北部,中材阜宁,否,中材阜宁7,GW99A,1,7,2.0523054358827126,0.5,3
华东南北部,中材阜宁,否,中材阜宁8,SI90.2,1,12,1.6546434532678769,0.5,3
华东南北部,中材阜宁,否,中材阜宁9,SI90.2,1,12,2.736515935954447,0.5,3
华东南北部,中材阜宁,是,中材阜宁10,SI90.2,1,12,1.056360739447041,0.5,3
华东南北部,中材阜宁,是,中材阜宁11,SI90.2,1,12,2.938099080422176,0.5,3
华东南北部,中材阜宁,是,中材阜宁12,SI90.2,2,12,0.7522973434359188,0.5,3
华东南北部,中材阜宁,是,中材阜宁13,SI90.2,2,12,1.455419784069309,0.5,3
西北西部,中材哈密,否,中材哈密1,GWBD-A3,7,11,1.0178664652883072,0.5,3
西北西部,中材哈密,否,中材哈密2,GWBD-A3,7,11,2.6355971342265194,0.5,3
华北,中材邯郸,否,中材邯郸1,GW99A,1,12,1.1728678581197811,0.5,3
华北,中材邯郸,否,中材邯郸2,GW99A,1,12,1.0447043893191337,0.5,3
华北,中材邯郸,是,中材邯郸3,GWBD-A2,2,12,1.443120583655738,0.5,3
华北,中材邯郸,是,中材邯郸4,GWBD-A2,3,12,1.9378786142508244,0.5,3
西北东部,中材酒泉,否,中材酒泉1,GW99,1,12,1.126932621978494,0.5,3
西北东部,中材酒泉,否,中材酒泉2,GW99,1,12,1.144783324686626,0.5,3
西北东部,中材酒泉,否,中材酒泉3,GWBD-A2,1,12,0.8063768405900967,0.5,3
西北东部,中材酒泉,是,中材酒泉4,GWBD-A2,1,12,0.990324308056816,0.5,3
西北东部,中材酒泉,是,中材酒泉5,GWBD-A2,2,12,2.265886526545412,0.5,3
西北东部,中材酒泉,是,中材酒泉6,GWBD-A2,3,12,1.839298288914216,0.5,3
西北东部,中材酒泉,否,中材酒泉7,SI90.2,1,1,1.2621204611288224,0.5,3
西北东部,中材酒泉,否,中材酒泉8,SI90.2,1,4,0.8199844980580712,0.5,3
西北东部,中材酒泉,否,中材酒泉9,SI90.2,3,4,2.762280541648126,0.5,3
西北东部,中材酒泉,否,中材酒泉10,SI90.2,9,9,0.593157493625113,0.5,3
西北东部,中材酒泉,否,中材酒泉11,SI90.2,4,12,1.1027785967994126,0.5,3
西北东部,中材酒泉,否,中材酒泉12,SI90.2,4,12,0.6872334261934359,0.5,3
华东南北部,中材连云港,否,中材连云港1,GW93,1,4,0.947630481798518,0.5,3
华东南北部,中材连云港,否,中材连云港2,GW93,1,12,1.3688662392144466,0.5,3
华东南北部,中材连云港,否,中材连云港3,GW93,1,12,2.797094312017575,0.5,3
华东南南部,中材萍乡,否,中材萍乡1,GW83.4,1,3,2.0773221443454304,0.5,3
华东南南部,中材萍乡,否,中材萍乡2,GW93,1,10,1.3802802554963542,0.5,3
华东南南部,中材萍乡,否,中材萍乡3,GW93,1,10,1.4002226284151378,0.5,3
华东南南部,中材萍乡,否,中材萍乡4,GWBD-A3,1,12,0.7708097434812091,0.5,3
华东南南部,中材萍乡,否,中材萍乡5,GWBD-A3,1,12,2.592994930030489,0.5,3
东北,中材锡林,否,中材锡林1,GW99,1,12,1.149507908747532,0.5,3
东北,中材锡林,否,中材锡林2,GW99,1,12,2.559150953717717,0.5,3
东北,中材锡林,是,中材锡林3,GWBD-A2,1,12,0.7655680581592179,0.5,3
东北,中材锡林,是,中材锡林4,GWBD-A2,1,12,1.2703315998965434,0.5,3
东北,中材锡林,是,中材锡林5,GWBD-A2,2,12,0.8143637605841937,0.5,3
东北,中材锡林,否,中材锡林6,SI90.2,1,1,2.306341573772662,0.5,3
东北,中材锡林,否,中材锡林7,SI90.2,1,1,1.78433681769329,0.5,3
东北,中材兴安盟,否,中材兴安盟1,GW93,1,9,1.102017941748625,0.5,3
东北,中材兴安盟,否,中材兴安盟2,GW93,1,9,1.1319603805540963,0.5,3
华南,中材阳江,是,中材阳江1,GW130,1,12,1.1786952000344315,0.5,3
华南,中材阳江,是,中材阳江2,GW130,11,12,2.401570055570436,0.5,3
华南,中材阳江,否,中材阳江3,SI122,1,12,2.9892600685463484,0.5,3
华南,中材阳江,否,中材阳江4,SI122,1,12,2.736186842293012,0.5,3
西北西部,中材伊吾,否,中材伊吾1,GWBD-A2,1,12,1.3930072691073077,0.5,3
西北西部,中材伊吾,否,中材伊吾2,GWBD-A2,1,12,1.977477183020509,0.5,3
西北西部,中材伊吾,是,中材伊吾3,GWBD-A3,7,9,0.5529804495458042,0.5,3
华南,中材玉溪,否,中材玉溪1,GW93,3,3,1.959546411962172,0.5,3
西北西部,重通昌吉,否,重通昌吉1,GW99,11,11,0.5,0.5,3
西北西部,重通昌吉,是,重通昌吉2,GW99A,1,10,2.051928553788,0.5,3
西北西部,重通昌吉,否,重通昌吉3,GWBD-A2,1,12,2.6658563724837165,0.5,3
西北西部,重通昌吉,否,重通昌吉4,GWBD-A2,1,12,0.5338053591905982,0.5,3
西北西部,重通昌吉,是,重通昌吉5,GWBD-A2,1,12,1.6278097723685112,0.5,3
东北,重通大安,是,重通大安1,GWBD-A2,1,12,1.581903910413776,0.5,3
东北,重通大安,是,重通大安2,GWBD-A2,2,12,1.3105714103279738,0.5,3
华东南北部,重通如东,否,重通如东1,GW110.5,6,10,2.662169226944904,0.5,3
华东南北部,重通如东,否,重通如东2,GW110.5,6,10,2.82368855931312,0.5,3
华东南北部,重通如东,否,重通如东3,GW76,1,6,1.8825731353509496,0.5,3
华东南北部,重通如东,否,重通如东4,GW76,11,12,0.9278020901772052,0.5,3
华东南北部,重通如东,否,重通如东5,GW76,11,12,1.0234023740731988,0.5,3
华东南北部,重通如东,否,重通如东6,GW81,1,12,1.0689261905119656,0.5,3
华东南北部,重通如东,否,重通如东7,GW81,1,12,1.0733442879188466,0.5,3
华东南北部,重通如东,否,重通如东8,GW81,1,12,1.0894565180344418,0.5,3
华东南北部,重通如东,是,重通如东9,GW86,10,12,0.9369533470121776,0.5,3
华东南北部,重通如东,是,重通如东10,GWBD-D,4,10,1.16385774999936,0.5,3
华东南北部,重通如东,是,重通如东11,GW83.3,7,9,1.0150864337534389,0.5,3
西北东部,重通武威,否,重通武威1,GW83.4,1,1,1.0249345530326432,0.5,3
西北东部,重通武威,否,重通武威2,GW99A,1,1,1.4390978913290176,0.5,3
西北东部,重通武威,否,重通武威3,GWBD-A2,1,12,2.2770043222733705,0.5,3
西北东部,重通武威,否,重通武威4,GWBD-A2,1,12,0.7021776323779197,0.5,3
西北东部,重通武威,是,重通武威5,GWBD-A3,2,12,0.9008060819850424,0.5,3
西北东部,重通武威,是,重通武威6,GWBD-A3,2,12,2.1363106837251777,0.5,3

1 区域名 工厂名 是否新工厂 产线ID 生产型号 开始月份 结束月份 磨合系数 系数最小值 系数最大值
2 西北东部 艾郎玉门 艾郎玉门1 GWBD-A2 1 12 0.8032053657286623 2.573832299130555 0.5 3
3 西北东部 艾郎玉门 艾郎玉门2 GWBD-A2 1 12 2.242946843455525 0.7551349273834977 0.5 3
4 华北 艾郎张北 艾郎张北1 GWBD-A2 1 12 1.0739881298814442 2.115080130961469 0.5 3
5 华北 艾郎张北 艾郎张北2 GWBD-A2 1 12 0.9913016076339164 0.6797069684688172 0.5 3
6 西北西部 时代巴里坤 时代巴里坤1 GWBD-A2 2 12 3.0 1.8810616541608631 0.5 3
7 西北西部 时代巴里坤 时代巴里坤2 GWBD-A2 2 12 2.311832265915291 2.987097262834335 0.5 3
8 西北西部 时代巴里坤 时代巴里坤3 GW99A 1 4 2.9868087839892805 2.488871403042081 0.5 3
9 西北西部 时代巴里坤 时代巴里坤4 GW99A 1 9 2.0715004199346243 2.953943233688721 0.5 3
10 华南 时代百色 时代百色1 GWBD-A3 2 12 0.9813943031647696 1.6690292523195245 0.5 3
11 华南 时代百色 时代百色2 GWBD-A3 2 12 2.4817092745783658 2.4659503577446857 0.5 3
12 华东南北部 时代射阳 时代射阳1 GW130 6 12 2.958234128852966 2.2076058205327764 0.5 3
13 华东南北部 时代射阳 时代射阳2 GW130 8 12 0.9790769771894252 1.430132739097293 0.5 3
14 东北 时代松原 时代松原1 GWBD-A3 4 12 2.359322651601647 1.0363142371846124 0.5 3
15 东北 时代松原 时代松原2 GWBD-A3 4 12 0.970824759034235 2.1701304430049246 0.5 3
16 华东南南部 时代株洲 时代株洲1 GW99A 2 12 1.06880969505422 1.081678858112704 0.5 3
17 华东南南部 时代株洲 时代株洲2 GW99A 2 12 1.0574518379243223 1.0913646502654977 0.5 3
18 华东南北部 双瑞大丰 双瑞大丰1 GW110.5 2 11 0.6498736198951686 0.7663884592433219 0.5 3
19 华东南北部 双瑞大丰 双瑞大丰2 GW110.5 2 11 0.6602103773366866 0.5106326560706359 0.5 3
20 华东南北部 双瑞大丰 双瑞大丰3 GW93 1 1 1.7074438854550105 1.3145870292666928 0.5 3
21 华东南北部 双瑞东营 双瑞东营1 GWBD-A2 6 12 2.658522392353532 2.543085429687747 0.5 3
22 华东南北部 双瑞东营 双瑞东营2 GWBD-A2 6 12 1.6326535653359566 2.79268044357321 0.5 3
23 华东南北部 双瑞东营 双瑞东营3 GWBD-A2 7 12 2.7884634092284912 2.927074556394514 0.5 3
24 华东南北部 双瑞东营 双瑞东营4 GWBD-A2 7 12 1.4990532841241448 2.892880738588988 0.5 3
25 华东南北部 天顺濮阳 天顺濮阳1 GW99A 8 12 1.0494581838329766 1.0527500393509173 0.5 3
26 华东南北部 天顺濮阳 天顺濮阳2 GW99A 8 12 1.0687053812272254 1.069042487726414 0.5 3
27 华东南北部 天顺沙洋 天顺沙洋1 GW93 2 2 1.0145139485188388 2.32043479739694 0.5 3
28 华东南北部 天顺沙洋 天顺沙洋2 GW93 5 5 0.9187771973071808 0.6973591106929395 0.5 3
29 华东南北部 天顺沙洋 天顺沙洋3 GW93 11 11 1.0227677050731363 1.1607811390472684 0.5 3
30 华东南北部 天顺沙洋 天顺沙洋4 GW99 10 11 1.0906123896403612 2.9663458837234176 0.5 3
31 华东南北部 天顺沙洋 天顺沙洋5 GW99A 5 12 1.0000157318056455 0.913690176263654 0.5 3
32 华东南北部 天顺沙洋 天顺沙洋6 GW99A 5 12 1.0792176556312845 0.8787050723740802 0.5 3
33 东北 中材白城 中材白城1 GWBD-A3 8 8 1.84178390427543 2.1402649111425927 0.5 3
34 华东南北部 中材阜宁 中材阜宁1 GW110.5 1 11 1.912016897604764 1.5459138854823482 0.5 3
35 华东南北部 中材阜宁 中材阜宁2 GW110.5 1 11 0.8370206795410767 0.5729502079816026 0.5 3
36 华东南北部 中材阜宁 中材阜宁3 GW110.5 1 11 1.1182849464210354 1.5694540282848988 0.5 3
37 华东南北部 中材阜宁 中材阜宁4 GW83.4 1 11 1.4119792797149264 1.382119991468305 0.5 3
38 华东南北部 中材阜宁 中材阜宁5 GW93 6 8 1.2755620923409356 0.8827086544315473 0.5 3
39 华东南北部 中材阜宁 中材阜宁6 GW99A 1 7 1.4570004301708643 2.830733081902044 0.5 3
40 华东南北部 中材阜宁 中材阜宁7 GW99A 1 7 2.2014135700869284 2.0523054358827126 0.5 3
41 华东南北部 中材阜宁 中材阜宁8 SI90.2 1 12 2.1614685169948693 1.6546434532678769 0.5 3
42 华东南北部 中材阜宁 中材阜宁9 SI90.2 1 12 1.275196649549683 2.736515935954447 0.5 3
43 华东南北部 中材阜宁 中材阜宁10 SI90.2 1 12 1.5271673397917631 1.056360739447041 0.5 3
44 华东南北部 中材阜宁 中材阜宁11 SI90.2 1 12 0.7423712157410889 2.938099080422176 0.5 3
45 华东南北部 中材阜宁 中材阜宁12 SI90.2 2 12 1.2646324802629867 0.7522973434359188 0.5 3
46 华东南北部 中材阜宁 中材阜宁13 SI90.2 2 12 0.9554400175665158 1.455419784069309 0.5 3
47 西北西部 中材哈密 中材哈密1 GWBD-A3 7 11 0.998747932696368 1.0178664652883072 0.5 3
48 西北西部 中材哈密 中材哈密2 GWBD-A3 7 11 2.9767751702801672 2.6355971342265194 0.5 3
49 华北 中材邯郸 中材邯郸1 GW99A 1 12 1.4830831491291596 1.1728678581197811 0.5 3
50 华北 中材邯郸 中材邯郸2 GW99A 1 12 1.0888969811545297 1.0447043893191337 0.5 3
51 华北 中材邯郸 中材邯郸3 GWBD-A2 2 12 1.5023258418752827 1.443120583655738 0.5 3
52 华北 中材邯郸 中材邯郸4 GWBD-A2 3 12 1.102775747560624 1.9378786142508244 0.5 3
53 西北东部 中材酒泉 中材酒泉1 GW99 1 12 0.5622969570539172 1.126932621978494 0.5 3
54 西北东部 中材酒泉 中材酒泉2 GW99 1 12 1.150024482747415 1.144783324686626 0.5 3
55 西北东部 中材酒泉 中材酒泉3 GWBD-A2 1 12 1.5459022834883542 0.8063768405900967 0.5 3
56 西北东部 中材酒泉 中材酒泉4 GWBD-A2 1 12 2.9639734937057667 0.990324308056816 0.5 3
57 西北东部 中材酒泉 中材酒泉5 GWBD-A2 2 12 2.212176654543076 2.265886526545412 0.5 3
58 西北东部 中材酒泉 中材酒泉6 GWBD-A2 3 12 1.0356930471233745 1.839298288914216 0.5 3
59 西北东部 中材酒泉 中材酒泉7 SI90.2 1 1 2.4273446212774297 1.2621204611288224 0.5 3
60 西北东部 中材酒泉 中材酒泉8 SI90.2 1 4 1.0649603727762178 0.8199844980580712 0.5 3
61 西北东部 中材酒泉 中材酒泉9 SI90.2 3 4 0.6376416250041546 2.762280541648126 0.5 3
62 西北东部 中材酒泉 中材酒泉10 SI90.2 9 9 2.0072777075728943 0.593157493625113 0.5 3
63 西北东部 中材酒泉 中材酒泉11 SI90.2 4 12 1.3664189491081575 1.1027785967994126 0.5 3
64 西北东部 中材酒泉 中材酒泉12 SI90.2 4 12 2.7585455100963725 0.6872334261934359 0.5 3
65 华东南北部 中材连云港 中材连云港1 GW93 1 4 0.6380193777126062 0.947630481798518 0.5 3
66 华东南北部 中材连云港 中材连云港2 GW93 1 12 2.4506758131580946 1.3688662392144466 0.5 3
67 华东南北部 中材连云港 中材连云港3 GW93 1 12 2.669431356239481 2.797094312017575 0.5 3
68 华东南南部 中材萍乡 中材萍乡1 GW83.4 1 3 1.9110812265524788 2.0773221443454304 0.5 3
69 华东南南部 中材萍乡 中材萍乡2 GW93 1 10 2.6507295870466416 1.3802802554963542 0.5 3
70 华东南南部 中材萍乡 中材萍乡3 GW93 1 10 1.687082980580373 1.4002226284151378 0.5 3
71 华东南南部 中材萍乡 中材萍乡4 GWBD-A3 1 12 0.6783033734311962 0.7708097434812091 0.5 3
72 华东南南部 中材萍乡 中材萍乡5 GWBD-A3 1 12 1.3047442992624676 2.592994930030489 0.5 3
73 东北 中材锡林 中材锡林1 GW99 1 12 1.0622480731614574 1.149507908747532 0.5 3
74 东北 中材锡林 中材锡林2 GW99 1 12 0.9848399267309024 2.559150953717717 0.5 3
75 东北 中材锡林 中材锡林3 GWBD-A2 1 12 2.254156012076419 0.7655680581592179 0.5 3
76 东北 中材锡林 中材锡林4 GWBD-A2 1 12 1.7254468138843502 1.2703315998965434 0.5 3
77 东北 中材锡林 中材锡林5 GWBD-A2 2 12 0.5705179617507162 0.8143637605841937 0.5 3
78 东北 中材锡林 中材锡林6 SI90.2 1 1 0.8214144687810874 2.306341573772662 0.5 3
79 东北 中材锡林 中材锡林7 SI90.2 1 1 2.545528482349731 1.78433681769329 0.5 3
80 东北 中材兴安盟 中材兴安盟1 GW93 1 9 1.0695212200904811 1.102017941748625 0.5 3
81 东北 中材兴安盟 中材兴安盟2 GW93 1 9 1.0912804475566316 1.1319603805540963 0.5 3
82 华南 中材阳江 中材阳江1 GW130 1 12 1.814520488259726 1.1786952000344315 0.5 3
83 华南 中材阳江 中材阳江2 GW130 11 12 2.838458381081099 2.401570055570436 0.5 3
84 华南 中材阳江 中材阳江3 SI122 1 12 2.830586835154425 2.9892600685463484 0.5 3
85 华南 中材阳江 中材阳江4 SI122 1 12 1.3363257879855754 2.736186842293012 0.5 3
86 西北西部 中材伊吾 中材伊吾1 GWBD-A2 1 12 2.4869571005924014 1.3930072691073077 0.5 3
87 西北西部 中材伊吾 中材伊吾2 GWBD-A2 1 12 2.4698950834768234 1.977477183020509 0.5 3
88 西北西部 中材伊吾 中材伊吾3 GWBD-A3 7 9 2.927579772268298 0.5529804495458042 0.5 3
89 华南 中材玉溪 中材玉溪1 GW93 3 3 1.7651093767774086 1.959546411962172 0.5 3
90 西北西部 重通昌吉 重通昌吉1 GW99 11 11 0.7831592691610867 0.5 0.5 3
91 西北西部 重通昌吉 重通昌吉2 GW99A 1 10 1.540926708239259 2.051928553788 0.5 3
92 西北西部 重通昌吉 重通昌吉3 GWBD-A2 1 12 1.931780035552089 2.6658563724837165 0.5 3
93 西北西部 重通昌吉 重通昌吉4 GWBD-A2 1 12 1.0164084233944286 0.5338053591905982 0.5 3
94 西北西部 重通昌吉 重通昌吉5 GWBD-A2 1 12 0.840555078914054 1.6278097723685112 0.5 3
95 东北 重通大安 重通大安1 GWBD-A2 1 12 2.087343566138866 1.581903910413776 0.5 3
96 东北 重通大安 重通大安2 GWBD-A2 2 12 1.0704526164218118 1.3105714103279738 0.5 3
97 华东南北部 重通如东 重通如东1 GW110.5 6 10 1.3241403875683502 2.662169226944904 0.5 3
98 华东南北部 重通如东 重通如东2 GW110.5 6 10 1.0779044534267077 2.82368855931312 0.5 3
99 华东南北部 重通如东 重通如东3 GW76 1 6 1.2634384670468408 1.8825731353509496 0.5 3
100 华东南北部 重通如东 重通如东4 GW76 11 12 1.086720532076798 0.9278020901772052 0.5 3
101 华东南北部 重通如东 重通如东5 GW76 11 12 0.9580780681635088 1.0234023740731988 0.5 3
102 华东南北部 重通如东 重通如东6 GW81 1 12 1.4244065199658889 1.0689261905119656 0.5 3
103 华东南北部 重通如东 重通如东7 GW81 1 12 1.1125186832972436 1.0733442879188466 0.5 3
104 华东南北部 重通如东 重通如东8 GW81 1 12 1.0880193045165334 1.0894565180344418 0.5 3
105 华东南北部 重通如东 重通如东9 GW86 10 12 1.0228512727112231 0.9369533470121776 0.5 3
106 华东南北部 重通如东 重通如东10 GWBD-D 4 10 1.0275145272690325 1.16385774999936 0.5 3
107 华东南北部 重通如东 重通如东11 GW83.3 7 9 2.7419468504868334 1.0150864337534389 0.5 3
108 西北东部 重通武威 重通武威1 GW83.4 1 1 1.796533172065262 1.0249345530326432 0.5 3
109 西北东部 重通武威 重通武威2 GW99A 1 1 1.0773042029829227 1.4390978913290176 0.5 3
110 西北东部 重通武威 重通武威3 GWBD-A2 1 12 0.8633209522768549 2.2770043222733705 0.5 3
111 西北东部 重通武威 重通武威4 GWBD-A2 1 12 0.8421534665300137 0.7021776323779197 0.5 3
112 西北东部 重通武威 重通武威5 GWBD-A3 2 12 0.9182717456417385 0.9008060819850424 0.5 3
113 西北东部 重通武威 重通武威6 GWBD-A3 2 12 0.9284823666140081 2.1363106837251777 0.5 3

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@ -1,28 +0,0 @@
工厂中文名,工厂英文名,工厂平均磨合系数,最小误差
艾郎玉门,AilangYumen,1.5230761045920935,0.3881128436694239
艾郎张北,AilangZhangbei,1.0326448687576804,0.3875473927222936
时代巴里坤,ShidaiBalikun,2.592535367459799,0.3447525809589239
时代百色,ShidaiBaise,1.7315517888715677,0.3810874444018801
时代射阳,ShidaiSheyang,1.9686555530211955,0.3907170103360906
时代松原,ShidaiSongyuan,1.665073705317941,0.3762141500549016
时代株洲,ShidaiZhuzhou,1.063130766489271,0.3441028083793268
双瑞大丰,ShuangruiDafeng,1.0058426275622885,0.2548982526287585
双瑞东营,ShuangruiDongying,2.144673162760532,0.2654149421577937
天顺濮阳,TianshunPuyang,1.059081782530101,0.3420826063591247
天顺沙洋,TianshunShayang,1.0209841046627413,0.3431195242102018
中材白城,ZhongcaiBaicheng,1.84178390427543,0.3040622851529628
中材阜宁,ZhongcaiFuning,1.3953503165990335,0.2224680588438837
中材哈密,ZhongcaiHami,1.987761551488268,0.2359049003020729
中材邯郸,ZhongcaiHandan,1.294270429929899,0.2269262246567306
中材酒泉,ZhongcaiJiuquan,1.6443546420414277,0.2408385393820534
中材连云港,ZhongcaiLianyungang,1.919375515703394,0.1895613222334434
中材萍乡,ZhongcaiPingxiang,1.6463882933746317,0.2156093482814695
中材锡林,ZhongcaiXilin,1.4234502483906664,0.186874092416876
中材兴安盟,ZhongcaiXinganmeng,1.0804008338235565,0.1888690411673305
中材阳江,ZhongcaiYangjiang,2.204972873120206,0.1585609701706
中材伊吾,ZhongcaiYiwu,2.6281439854458406,0.1592597821901667
中材玉溪,ZhongcaiYuxi,1.7651093767774086,0.1215239331335629
重通昌吉,ChongtongChangji,1.2225659030521836,0.1187457988190405
重通大安,ChongtongDaan,1.578898091280339,0.1099638209648977
重通如东,ChongtongRudong,1.2843217333208146,0.10536445035245522
重通武威,ChongtongWuwei,1.0,10000.0
1 工厂中文名 工厂英文名 工厂平均磨合系数 最小误差
2 艾郎玉门 AilangYumen 1.5230761045920935 0.3881128436694239
3 艾郎张北 AilangZhangbei 1.0326448687576804 0.3875473927222936
4 时代巴里坤 ShidaiBalikun 2.592535367459799 0.3447525809589239
5 时代百色 ShidaiBaise 1.7315517888715677 0.3810874444018801
6 时代射阳 ShidaiSheyang 1.9686555530211955 0.3907170103360906
7 时代松原 ShidaiSongyuan 1.665073705317941 0.3762141500549016
8 时代株洲 ShidaiZhuzhou 1.063130766489271 0.3441028083793268
9 双瑞大丰 ShuangruiDafeng 1.0058426275622885 0.2548982526287585
10 双瑞东营 ShuangruiDongying 2.144673162760532 0.2654149421577937
11 天顺濮阳 TianshunPuyang 1.059081782530101 0.3420826063591247
12 天顺沙洋 TianshunShayang 1.0209841046627413 0.3431195242102018
13 中材白城 ZhongcaiBaicheng 1.84178390427543 0.3040622851529628
14 中材阜宁 ZhongcaiFuning 1.3953503165990335 0.2224680588438837
15 中材哈密 ZhongcaiHami 1.987761551488268 0.2359049003020729
16 中材邯郸 ZhongcaiHandan 1.294270429929899 0.2269262246567306
17 中材酒泉 ZhongcaiJiuquan 1.6443546420414277 0.2408385393820534
18 中材连云港 ZhongcaiLianyungang 1.919375515703394 0.1895613222334434
19 中材萍乡 ZhongcaiPingxiang 1.6463882933746317 0.2156093482814695
20 中材锡林 ZhongcaiXilin 1.4234502483906664 0.186874092416876
21 中材兴安盟 ZhongcaiXinganmeng 1.0804008338235565 0.1888690411673305
22 中材阳江 ZhongcaiYangjiang 2.204972873120206 0.1585609701706
23 中材伊吾 ZhongcaiYiwu 2.6281439854458406 0.1592597821901667
24 中材玉溪 ZhongcaiYuxi 1.7651093767774086 0.1215239331335629
25 重通昌吉 ChongtongChangji 1.2225659030521836 0.1187457988190405
26 重通大安 ChongtongDaan 1.578898091280339 0.1099638209648977
27 重通如东 ChongtongRudong 1.2843217333208146 0.10536445035245522
28 重通武威 ChongtongWuwei 1.0 10000.0

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@ -1,28 +1,28 @@
工厂中文名,工厂英文名,工厂平均磨合系数,最小误差
艾郎玉门,AilangYumen,1.5230761045920935,0.3881128436694239
艾郎张北,AilangZhangbei,1.0326448687576804,0.3875473927222936
时代巴里坤,ShidaiBalikun,2.592535367459799,0.3447525809589239
时代百色,ShidaiBaise,1.7315517888715677,0.3810874444018801
时代射阳,ShidaiSheyang,1.9686555530211955,0.3907170103360906
时代松原,ShidaiSongyuan,1.665073705317941,0.3762141500549016
时代株洲,ShidaiZhuzhou,1.063130766489271,0.3441028083793268
双瑞大丰,ShuangruiDafeng,1.0058426275622885,0.2548982526287585
双瑞东营,ShuangruiDongying,2.144673162760532,0.2654149421577937
天顺濮阳,TianshunPuyang,1.059081782530101,0.3420826063591247
天顺沙洋,TianshunShayang,1.0209841046627413,0.3431195242102018
中材白城,ZhongcaiBaicheng,1.84178390427543,0.3040622851529628
中材阜宁,ZhongcaiFuning,1.3953503165990335,0.2224680588438837
中材哈密,ZhongcaiHami,1.987761551488268,0.2359049003020729
中材邯郸,ZhongcaiHandan,1.294270429929899,0.2269262246567306
中材酒泉,ZhongcaiJiuquan,1.6443546420414277,0.2408385393820534
中材连云港,ZhongcaiLianyungang,1.919375515703394,0.1895613222334434
中材萍乡,ZhongcaiPingxiang,1.6463882933746317,0.2156093482814695
中材锡林,ZhongcaiXilin,1.4234502483906664,0.186874092416876
中材兴安盟,ZhongcaiXinganmeng,1.0804008338235565,0.1888690411673305
中材阳江,ZhongcaiYangjiang,2.204972873120206,0.1585609701706
中材伊吾,ZhongcaiYiwu,2.6281439854458406,0.1592597821901667
中材玉溪,ZhongcaiYuxi,1.7651093767774086,0.1215239331335629
重通昌吉,ChongtongChangji,1.2225659030521836,0.1187457988190405
重通大安,ChongtongDaan,1.578898091280339,0.1099638209648977
重通如东,ChongtongRudong,1.2843217333208146,0.1053644503524552
重通武威,ChongtongWuwei,1.0710109843518,0.10157518253678476
工厂中文名,工厂英文名,工厂平均磨合系数,最小误差
艾郎玉门,AilangYumen,1.6644836132570262,0.4109048664614467
艾郎张北,AilangZhangbei,1.397393549715143,0.3875473927222936
时代巴里坤,ShidaiBalikun,2.5777433884315,0.1084387587668106
时代百色,ShidaiBaise,2.067489805032105,0.3822434351539541
时代射阳,ShidaiSheyang,1.818869279815035,0.3907170103360906
时代松原,ShidaiSongyuan,1.6032223400947685,0.3826740983753151
时代株洲,ShidaiZhuzhou,1.0865217541891008,0.381593662574357
双瑞大丰,ShuangruiDafeng,0.8638693815268835,0.3331325041383269
双瑞东营,ShuangruiDongying,2.788930292061115,0.09394600514362228
天顺濮阳,TianshunPuyang,1.0608962635386656,0.342536423517118
天顺沙洋,TianshunShayang,1.48955269658305,0.3452121483167365
中材白城,ZhongcaiBaicheng,2.1402649111425927,0.34455662553732
中材阜宁,ZhongcaiFuning,1.6484247401561711,0.2904939733696281
中材哈密,ZhongcaiHami,1.8267317997574133,0.2724502886592768
中材邯郸,ZhongcaiHandan,1.3996428613363694,0.282263520694731
中材酒泉,ZhongcaiJiuquan,1.28342974401872,0.2568142301144558
中材连云港,ZhongcaiLianyungang,1.7045303443435131,0.2307662040664297
中材萍乡,ZhongcaiPingxiang,1.644325940353724,0.2829493917509724
中材锡林,ZhongcaiXilin,1.5213715246530224,0.2281958103288435
中材兴安盟,ZhongcaiXinganmeng,1.116989161151361,0.2285419508619
中材阳江,ZhongcaiYangjiang,2.3264280416110568,0.1893196457297771
中材伊吾,ZhongcaiYiwu,1.307821633891207,0.2163127405194821
中材玉溪,ZhongcaiYuxi,1.959546411962172,0.1522826086927401
重通昌吉,ChongtongChangji,1.4758800115661652,0.1486544907789079
重通大安,ChongtongDaan,1.4462376603708749,0.1364186176846021
重通如东,ChongtongRudong,1.424296355735419,0.1440551201664654
重通武威,ChongtongWuwei,1.413388527453862,0.1406968232829397

1 工厂中文名 工厂英文名 工厂平均磨合系数 最小误差
2 艾郎玉门 AilangYumen 1.5230761045920935 1.6644836132570262 0.3881128436694239 0.4109048664614467
3 艾郎张北 AilangZhangbei 1.0326448687576804 1.397393549715143 0.3875473927222936
4 时代巴里坤 ShidaiBalikun 2.592535367459799 2.5777433884315 0.3447525809589239 0.1084387587668106
5 时代百色 ShidaiBaise 1.7315517888715677 2.067489805032105 0.3810874444018801 0.3822434351539541
6 时代射阳 ShidaiSheyang 1.9686555530211955 1.818869279815035 0.3907170103360906
7 时代松原 ShidaiSongyuan 1.665073705317941 1.6032223400947685 0.3762141500549016 0.3826740983753151
8 时代株洲 ShidaiZhuzhou 1.063130766489271 1.0865217541891008 0.3441028083793268 0.381593662574357
9 双瑞大丰 ShuangruiDafeng 1.0058426275622885 0.8638693815268835 0.2548982526287585 0.3331325041383269
10 双瑞东营 ShuangruiDongying 2.144673162760532 2.788930292061115 0.2654149421577937 0.09394600514362228
11 天顺濮阳 TianshunPuyang 1.059081782530101 1.0608962635386656 0.3420826063591247 0.342536423517118
12 天顺沙洋 TianshunShayang 1.0209841046627413 1.48955269658305 0.3431195242102018 0.3452121483167365
13 中材白城 ZhongcaiBaicheng 1.84178390427543 2.1402649111425927 0.3040622851529628 0.34455662553732
14 中材阜宁 ZhongcaiFuning 1.3953503165990335 1.6484247401561711 0.2224680588438837 0.2904939733696281
15 中材哈密 ZhongcaiHami 1.987761551488268 1.8267317997574133 0.2359049003020729 0.2724502886592768
16 中材邯郸 ZhongcaiHandan 1.294270429929899 1.3996428613363694 0.2269262246567306 0.282263520694731
17 中材酒泉 ZhongcaiJiuquan 1.6443546420414277 1.28342974401872 0.2408385393820534 0.2568142301144558
18 中材连云港 ZhongcaiLianyungang 1.919375515703394 1.7045303443435131 0.1895613222334434 0.2307662040664297
19 中材萍乡 ZhongcaiPingxiang 1.6463882933746317 1.644325940353724 0.2156093482814695 0.2829493917509724
20 中材锡林 ZhongcaiXilin 1.4234502483906664 1.5213715246530224 0.186874092416876 0.2281958103288435
21 中材兴安盟 ZhongcaiXinganmeng 1.0804008338235565 1.116989161151361 0.1888690411673305 0.2285419508619
22 中材阳江 ZhongcaiYangjiang 2.204972873120206 2.3264280416110568 0.1585609701706 0.1893196457297771
23 中材伊吾 ZhongcaiYiwu 2.6281439854458406 1.307821633891207 0.1592597821901667 0.2163127405194821
24 中材玉溪 ZhongcaiYuxi 1.7651093767774086 1.959546411962172 0.1215239331335629 0.1522826086927401
25 重通昌吉 ChongtongChangji 1.2225659030521836 1.4758800115661652 0.1187457988190405 0.1486544907789079
26 重通大安 ChongtongDaan 1.578898091280339 1.4462376603708749 0.1099638209648977 0.1364186176846021
27 重通如东 ChongtongRudong 1.2843217333208146 1.424296355735419 0.1053644503524552 0.1440551201664654
28 重通武威 ChongtongWuwei 1.0710109843518 1.413388527453862 0.10157518253678476 0.1406968232829397

View File

@ -23,12 +23,24 @@ def clip(val: float, bounds: Tuple[float, float]) -> float:
return max(lo, min(hi, val))
def _match_factory_row(df: pd.DataFrame, cols: dict, factory_code: str) -> pd.Series:
"""Match factory by English name first, fall back to Chinese name."""
eng_col = cols["工厂英文名"]
cn_col = cols["工厂中文名"]
code_norm = factory_code.strip().lower()
mask_eng = df[eng_col].astype(str).str.strip().str.lower() == code_norm
if mask_eng.any():
return df.loc[mask_eng].iloc[0]
mask_cn = df[cn_col].astype(str).str.strip() == factory_code.strip()
if mask_cn.any():
return df.loc[mask_cn].iloc[0]
raise ValueError(f"{eng_col}/{cn_col} 中找不到工厂 {factory_code}")
def load_factory_row(csv_path: Path, factory_code: str) -> tuple[pd.Series, pd.DataFrame, dict]:
df, cols, _ = read_csv_with_encoding(csv_path, required={"工厂中文名", "工厂英文名", "工厂平均磨合系数", "最小误差"})
row = df.loc[df[cols["工厂英文名"]].astype(str).str.strip() == factory_code]
if row.empty:
raise ValueError(f"{csv_path} 中找不到工厂英文名: {factory_code}")
return row.iloc[0], df, cols
row = _match_factory_row(df, cols, factory_code)
return row, df, cols
def _csv_lock_path(csv_path: Path) -> Path:
@ -64,16 +76,14 @@ def update_factory_csv(csv_path: Path, factory_code: str, new_factor: float, new
fd = _acquire_lock(lock_path)
try:
df, cols, enc = read_csv_with_encoding(csv_path, required={"工厂中文名", "工厂英文名", "工厂平均磨合系数", "最小误差"})
mask = df[cols["工厂英文名"]].astype(str).str.strip() == factory_code
if not mask.any():
raise ValueError(f"{csv_path} 中找不到工厂英文名: {factory_code}")
row = _match_factory_row(df, cols, factory_code)
mask = df.index == row.name
df.loc[mask, cols["工厂平均磨合系数"]] = float(new_factor)
df.loc[mask, cols["最小误差"]] = float(new_error)
df.to_csv(csv_path, index=False, encoding=enc)
finally:
_release_lock(lock_path, fd)
def update_production_line_csv(csv_path: Path, factory_name_cn: str, line_ids: List[str], best_genes: List[float]) -> None:
lock_path = _csv_lock_path(csv_path)
fd = _acquire_lock(lock_path)
@ -105,7 +115,7 @@ def evaluate(factory_code: str, line_ids: List[str], genes: List[float]) -> floa
model.line_factor[lid] = float(val)
while model.running:
model.step()
return model.mean_abs_error
return model.error
def mutate(genes: List[float]) -> List[float]:

View File

@ -45,7 +45,7 @@ def evaluate(genes: List[float]) -> float:
)
while model.running:
model.step()
return model.mean_abs_error
return model.error
except PermissionError as e:
print(f"文件访问冲突: {e}. 正在重试...")
return float('inf') # 返回高值以惩罚该个体

View File

@ -89,7 +89,7 @@ class SimulationModel(Model):
self.cumulative_production = 0
self.monthly_totals = {}
self.production_log = []
self.mean_abs_error = 0.0
self.error = 0.0
# Allow explicit product_set override; otherwise fall back to config.
self.product_set = self._parse_product_set(product_set if product_set is not None else cfg.get("product_set"))
self.output_enabled = output_enabled
@ -156,7 +156,7 @@ class SimulationModel(Model):
{
"cumulative_production": lambda m: m.cumulative_production,
"monthly_total": lambda m: m.monthly_totals.get(m.current_month, 0),
"mean_abs_error": lambda m: m.mean_abs_error,
"error": lambda m: m.error,
"fulfill_pct_overall": lambda m: m.overall_fulfill_pct,
"transport_cost": lambda m: m.monthly_transport_cost,
}
@ -218,20 +218,9 @@ class SimulationModel(Model):
use_max: bool = True,
) -> dict:
"""
Compute error metrics based on cumulative monthly deviation.
For each factory:
- cumulative monthly production vs benchmark
- deviation ratio per month (can be negative)
- factory error = max or mean absolute deviation ratio across 12 months
Returns:
{
"mean_abs_error": float,
"factory_max_ratio": {factory_name: value},
"factory_cum_ratio": {factory_name: pd.Series of length 12 (ratios)}
}
Compute cumulative deviation ratios per factory (no aggregation).
Ratios are unitless (e.g., 0.02 == 2%).
"""
errors = []
factory_max_ratio = {}
factory_cum_ratio = {}
month_cols = [f"{m}" for m in range(1, 13)]
@ -250,14 +239,10 @@ class SimulationModel(Model):
if actual_total <= 0:
continue
pct_ratio = (prod_cum - bench_cum) / actual_total # signed ratio
agg_val = pct_ratio.abs().max() if use_max else pct_ratio.abs().mean()
errors.append(float(agg_val))
factory_max_ratio[fname] = float(agg_val)
factory_cum_ratio[fname] = pct_ratio
factory_max_ratio[fname] = float(pct_ratio.abs().max())
mean_abs_error = float("inf") if not errors else sum(errors) / len(errors)
return {
"mean_abs_error": mean_abs_error,
"factory_max_ratio": factory_max_ratio,
"factory_cum_ratio": factory_cum_ratio,
}
@ -864,7 +849,7 @@ class SimulationModel(Model):
def _finalize_factory_errors(self, write_files: bool):
if not self.production_log:
self.mean_abs_error = float("inf")
self.error = float("inf")
return
df = pd.DataFrame(self.production_log)
factory_pivot = (
@ -887,18 +872,33 @@ class SimulationModel(Model):
benchmark = pd.read_csv(f"data/{filename}/benchmark.csv", encoding="utf-8-sig")
except UnicodeDecodeError:
benchmark = pd.read_csv(f"data/{filename}/benchmark.csv", encoding="gbk")
benchmark = benchmark.rename(columns=lambda c: str(c).strip())
month_cols = [col for col in benchmark.columns if str(col).strip().endswith("") and str(col).strip()[:-1].isdigit()]
month_cols = sorted(month_cols, key=lambda x: int(str(x).strip()[:-1]))
if len(month_cols) < 12:
raise KeyError(f"benchmark.csv 缺少月份列,找到: {month_cols}")
benchmark_sorted = benchmark.sort_values(by=benchmark.columns[0])
total_col = "总计"
month_cols = [f"{m}" for m in range(1, 13)]
if total_col not in benchmark_sorted.columns:
benchmark_sorted[total_col] = benchmark_sorted[month_cols].sum(axis=1)
stats = self._compute_factory_error_stats(factory_pivot, benchmark_sorted, total_col=total_col, use_max=self.use_error_max)
cum_pct_by_factory = {k: v * 100.0 for k, v in stats["factory_cum_ratio"].items()} # to %
if stats["mean_abs_error"] == float("inf"):
self.mean_abs_error = float("inf")
return
self.mean_abs_error = stats["mean_abs_error"]
stats = self._compute_factory_error_stats(
factory_pivot,
benchmark_sorted,
total_col=total_col,
use_max=self.use_error_max,
)
cum_ratio_by_factory = stats["factory_cum_ratio"]
# Aggregate factory-level errors (mean across factories of max/mean per-month absolute ratio)
factory_errors = []
for ratio_series in cum_ratio_by_factory.values():
metric_val = ratio_series.abs().max() if self.use_error_max else ratio_series.abs().mean()
factory_errors.append(float(metric_val))
if not factory_errors:
self.error = float("inf")
else:
# Aggregate across factories: max when use_error_max=True, otherwise mean.
self.error = max(factory_errors) if self.use_error_max else sum(factory_errors) / len(factory_errors)
if not write_files:
return
@ -909,28 +909,30 @@ class SimulationModel(Model):
factory_report_path = os.path.join(output_dir, f"factory_report_{timestamp}.csv")
factory_pivot.to_csv(factory_report_path, index=False, encoding="utf-8-sig")
# Error summary based on cumulative deviation percentage (max abs per factory)
# Error summary based on cumulative deviation ratio (unitless, consistent with GA)
err_rows = []
for fname, pct_series in cum_pct_by_factory.items():
max_abs_pct = pct_series.abs().max() if self.use_error_max else pct_series.abs().mean()
err_rows.append({"工厂名称": fname, "最大累积偏差[%]" if self.use_error_max else "平均累积偏差[%]": float(max_abs_pct)})
error_df = pd.DataFrame(err_rows)
metric_col = "最大累计偏差" if self.use_error_max else "平均累计偏差"
for fname, ratio_series in cum_ratio_by_factory.items():
metric_val = ratio_series.abs().max() if self.use_error_max else ratio_series.abs().mean()
err_rows.append({"工厂名称": fname, metric_col: float(metric_val)})
error_df = pd.DataFrame(err_rows) if err_rows else pd.DataFrame(columns=["工厂名称", metric_col])
error_path = os.path.join(output_dir, f"factory_error_{timestamp}.csv")
error_df.to_csv(error_path, index=False, encoding="utf-8-sig")
# Error bar charts by month using cumulative percentage deviations
if cum_pct_by_factory:
if cum_ratio_by_factory:
month_labels = [f"{m}" for m in range(1, 13)]
month_pct_df = pd.DataFrame(
{fname: pct.reset_index(drop=True) for fname, pct in cum_pct_by_factory.items()}
month_ratio_df = pd.DataFrame(
{fname: pct.reset_index(drop=True) for fname, pct in cum_ratio_by_factory.items()}
).transpose()
month_abs_means = month_pct_df.abs().mean(axis=0)
month_abs_means = month_ratio_df.abs().mean(axis=0)
month_abs_means.index = month_labels[: len(month_abs_means)]
month_abs_means_pct = month_abs_means * 100
plt.figure(figsize=(10, 5))
month_abs_means.plot(kind="bar")
plt.ylabel("月度累偏差平均值[%]")
plt.title("按月份的累偏差(取绝对值后平均)")
month_abs_means_pct.plot(kind="bar")
plt.ylabel("月度累偏差平均值[%]")
plt.title("按月份的累偏差(取绝对值后平均)")
plt.tight_layout()
month_plot_path = os.path.join(output_dir, f"error_by_month_{timestamp}.png")
plt.savefig(month_plot_path)
@ -938,18 +940,20 @@ class SimulationModel(Model):
factory_df = pd.DataFrame(
{
"name": list(cum_pct_by_factory.keys()),
"error_pct": [
(pct.abs().max() if self.use_error_max else pct.abs().mean()) for pct in cum_pct_by_factory.values()
"name": list(cum_ratio_by_factory.keys()),
"error_ratio": [
(pct.abs().max() if self.use_error_max else pct.abs().mean()) for pct in cum_ratio_by_factory.values()
],
}
).sort_values(by="error_pct")
)
factory_df = factory_df.sort_values(by="error_ratio")
factory_df["error_pct"] = factory_df["error_ratio"] * 100
self.factory_error_df = factory_df.reset_index(drop=True)
plt.figure(figsize=(12, 6))
ax = factory_df["error_pct"].reset_index(drop=True).plot(kind="bar")
metric_label = "最大" if self.use_error_max else "平均"
plt.ylabel(f"{metric_label}累积偏差[%]")
plt.title(f"按工厂的{metric_label}累积偏差(百分比)")
plt.ylabel(f"{metric_label}????[%]")
plt.title(f"????{metric_label}?????????")
plt.tight_layout()
for idx, row in factory_df.reset_index(drop=True).iterrows():
val = row["error_pct"]
@ -966,8 +970,7 @@ class SimulationModel(Model):
factory_plot_path = os.path.join(output_dir, f"error_by_factory_{timestamp}.png")
plt.savefig(factory_plot_path)
plt.close()
# Save histories for inventory, fulfillment pct, unmet backlog
# Save histories for inventory, fulfillment pct, unmet backlog
inv_path = os.path.join(output_dir, f"inventory_history_{timestamp}.csv")
fulfill_path = os.path.join(output_dir, f"fulfill_history_{timestamp}.csv")
unmet_path = os.path.join(output_dir, f"unmet_history_{timestamp}.csv")