遗传002

GA_Agent_0925/conf_db.yaml

@@ -0,0 +1,10 @@
+# read by orm
+is_local_db: True
+
+local:
+  user_name: iiabm_user
+  password: iiabm_pwd
+  db_name: iiabmdb_20250925
+  address: 'localhost'
+  port: 3306
+

GA_Agent_0925/conf_experiment.yaml

@@ -8,5 +8,5 @@ test:  # only for test scenarios
   n_iter: 100
 
 not_test:  # normal scenarios
-  n_sample: 5
+  n_sample: 1
   n_iter: 10

GA_Agent_0925/config.json

@@ -1,5 +1,5 @@
 {
-  "pop_size": 5,
+  "pop_size": 10,
   "n_gen": 5,
   "n_var": 12,
   "bound_min": -5,

GA_Agent_0925/count_firm.csv

@@ -1,204 +1,198 @@
 id_firm,count
-214851100,1722
-3111603340,1654
-70634828,1548
-25980377,643
-340093034,616
-395736790,607
-3330358736,567
-29223617,564
-303926772,494
-532328014,488
-331545755,339
-2337727838,333
-2326722141,332
-3191869223,272
-728969035,240
-2327605629,237
-591350440,232
-517675473,226
-2336923756,223
-16116663,205
-2349705416,196
-16210433,168
-471121089,168
-2349179532,167
-1452048,22
-515770253,15
-2349345463,10
-495782506,10
-300186799,10
-3312358902,10
-33822284,10
-2728939,10
-420984285,10
-6,10
-37873062,10
-3226664625,10
-1,10
-80158773,10
-78979697,10
-8,10
-169978927,9
-5849940,9
-3392803162,8
-11807506,8
-79938367,8
-5971532,8
-2424229017,8
-314846874,7
-14913649,6
-3462551351,5
-872394725,5
-35404067,5
-805940123,5
-3362063909,5
-3358892171,5
-862404568,5
-6333996,5
-9032550,5
-367669349,5
-3268669333,5
-950849442,5
-3226232,5
-3203980088,5
-3195293647,5
-31732840,5
-961017,5
-3151377261,5
-3147958370,5
-9620005,5
-10437056,5
-907433543,5
-382080545,5
-598808584,5
-676597455,5
-640700057,5
-644252759,5
-596368303,5
-59234665,5
-648145286,5
-668539285,5
-675729777,5
-578803019,5
-3118140206,5
-551856519,5
-543470507,5
-688155470,5
-385766513,5
-71271700,5
-733657390,5
-737770776,5
-507827038,5
-756272716,5
-758879940,5
-4607820,5
-441623911,5
-771821595,5
-410030851,5
-38852110,5
-562681526,5
-9746245,5
-26487185,5
-197362120,5
-2333843479,5
-25685135,5
-247297633,5
-2448521375,5
-2353549582,5
-2353389310,5
-2352421906,5
-205960791,5
-2351592628,5
-225958786,5
-2350443114,5
-2310406050,5
-2310534839,5
-2349742676,5
-2349588257,5
-2349349655,5
-2311838590,5
-2348894245,5
-2314659369,5
-2316150629,5
-2345982379,5
-2326520912,5
-2337952436,5
-203314437,5
-2334430421,5
-193814549,5
-157087137,5
-1160497810,5
-1171244159,5
-3010580773,5
-29954548,5
-2989649772,5
-2978926070,5
-1208566436,5
-178452970,5
-1476953321,5
-1444449910,5
-280281699,5
-16715045,5
-26895145,5
-286335813,5
-28667694,5
-742704658,4
-2326903290,4
-2326655246,4
-1698501971,4
-2323069589,4
-1605495,4
-696450846,4
-1247902451,4
-1253552935,4
-664591135,4
-863973253,4
-1651310523,4
-8114841,4
-3135349256,4
-3145389278,4
-2348987001,4
-3420061649,4
-3031766093,4
-3196033145,4
-265133300,4
-2350544061,4
-3378606529,4
-3011933107,4
-493002466,4
-290636928,4
-518871190,4
-2347561020,4
-3222664794,4
-2344471631,4
-3220049148,4
-28665295,3
-78576577,3
-2341774429,3
-808524154,3
-2944593082,3
-1524794108,3
-29452962,3
-3222821993,3
-13854344,3
-778745779,3
-340603317,3
-762501019,3
-27042865,3
-5979030,3
-189427260,3
-3429928077,3
-2382390052,3
-395739442,3
-2349746655,3
-466148111,3
-643954924,3
-618469306,3
-23421122,3
-2962064709,3
-308365582,2
-1717102128,1
-2959520478,1
-3449575456,1
-2346894985,1
+214851100,350
+3111603340,340
+70634828,340
+25980377,140
+395736790,136
+340093034,133
+3330358736,120
+29223617,119
+532328014,100
+303926772,99
+2326722141,72
+331545755,71
+2337727838,70
+3191869223,58
+591350440,50
+2327605629,47
+517675473,46
+2336923756,46
+728969035,41
+2349705416,41
+16210433,39
+16116663,37
+2349179532,34
+471121089,29
+1452048,5
+515770253,3
+2349345463,2
+6,2
+5971532,2
+1,2
+5849940,2
+2424229017,2
+495782506,2
+420984285,2
+300186799,2
+37873062,2
+3392803162,2
+33822284,2
+3312358902,2
+2728939,2
+3226664625,2
+79938367,2
+78979697,2
+14913649,2
+80158773,2
+8,2
+11807506,2
+169978927,2
+4607820,1
+441623911,1
+367669349,1
+410030851,1
+395739442,1
+808524154,1
+38852110,1
+385766513,1
+8114841,1
+382080545,1
+466148111,1
+805940123,1
+675729777,1
+863973253,1
+35404067,1
+3462551351,1
+3429928077,1
+3420061649,1
+340603317,1
+872394725,1
+9032550,1
+907433543,1
+950849442,1
+3378606529,1
+3362063909,1
+3358892171,1
+961017,1
+9620005,1
+862404568,1
+493002466,1
+668539285,1
+507827038,1
+676597455,1
+688155470,1
+664591135,1
+648145286,1
+644252759,1
+643954924,1
+640700057,1
+6333996,1
+618469306,1
+696450846,1
+71271700,1
+733657390,1
+3268669333,1
+5979030,1
+737770776,1
+742704658,1
+596368303,1
+59234665,1
+756272716,1
+758879940,1
+578803019,1
+562681526,1
+551856519,1
+543470507,1
+762501019,1
+771821595,1
+518871190,1
+778745779,1
+78576577,1
+598808584,1
+314846874,1
+3226232,1
+2333843479,1
+2310534839,1
+2311838590,1
+2314659369,1
+2316150629,1
+2323069589,1
+2326520912,1
+2326655246,1
+2326903290,1
+2334430421,1
+225958786,1
+2337952436,1
+2341774429,1
+23421122,1
+2344471631,1
+2345982379,1
+2347561020,1
+2348894245,1
+2348987001,1
+2310406050,1
+205960791,1
+3222821993,1
+1524794108,1
+1160497810,1
+1171244159,1
+1208566436,1
+1247902451,1
+1253552935,1
+13854344,1
+1444449910,1
+1476953321,1
+157087137,1
+203314437,1
+1605495,1
+1651310523,1
+16715045,1
+1698501971,1
+178452970,1
+189427260,1
+193814549,1
+197362120,1
+2349349655,1
+2349588257,1
+2349742676,1
+3145389278,1
+2978926070,1
+2989649772,1
+29954548,1
+3010580773,1
+3011933107,1
+3031766093,1
+3118140206,1
+3135349256,1
+3147958370,1
+2349746655,1
+10437056,1
+3151377261,1
+31732840,1
+3195293647,1
+3196033145,1
+3203980088,1
+3220049148,1
+3222664794,1
+2962064709,1
+29452962,1
+2944593082,1
+290636928,1
+2350443114,1
+2350544061,1
+2351592628,1
+2352421906,1
+2353389310,1
+2353549582,1
+2382390052,1
+2448521375,1
+247297633,1
+25685135,1
+26487185,1
+265133300,1
+26895145,1
+27042865,1
+280281699,1
+286335813,1
+28667694,1
+9746245,1

GA_Agent_0925/count_firm_prod.csv

@@ -1,266 +1,259 @@
 id_firm,id_product,count
-340093034,95,616
-395736790,95,607
-29223617,95,564
-303926772,99,494
-532328014,99,488
-331545755,90,339
-2337727838,90,333
-2326722141,90,332
-3191869223,91,272
-728969035,93,240
-2327605629,94,237
-591350440,91,232
-517675473,92,226
-2336923756,91,223
-2349705416,94,196
-3111603340,53,193
-3111603340,55,192
-214851100,54,189
-214851100,55,188
-214851100,52,188
-16116663,92,187
-214851100,53,187
-214851100,50,187
-214851100,51,184
-3111603340,54,182
-3111603340,52,181
-70634828,53,179
-3111603340,51,178
-70634828,52,178
-70634828,54,178
-3111603340,50,178
-70634828,51,177
-70634828,55,171
-16210433,92,168
-471121089,93,168
-70634828,50,168
-2349179532,93,167
-25980377,39,115
-25980377,38,112
-25980377,43,108
-214851100,49,106
-25980377,41,105
-214851100,47,104
-3330358736,43,104
-25980377,40,102
-3330358736,38,102
-214851100,46,102
-25980377,42,101
-3111603340,47,100
-214851100,44,98
-3111603340,45,96
-3330358736,39,93
-214851100,48,93
-3330358736,41,92
-3330358736,40,92
-214851100,45,91
-70634828,47,90
-3111603340,46,89
-3111603340,49,89
-70634828,45,88
-3111603340,44,86
-3111603340,48,85
-3330358736,42,84
-70634828,46,81
-70634828,44,80
-70634828,48,77
-70634828,49,76
-515770253,9,15
-1452048,9,12
-6,10,10
-495782506,19,10
-420984285,16,10
-37873062,9,10
-33822284,9,10
-8,37,10
-80158773,69,10
-1,10,10
-16116663,11,10
-3392803162,9,8
-79938367,9,8
-5971532,9,8
-14913649,9,6
-950849442,9,5
-16116663,10,5
-382080545,9,5
-385766513,24,5
-38852110,10,5
-410030851,27,5
-169978927,66,5
-441623911,79,5
-4607820,9,5
-16715045,10,5
-507827038,10,5
-9620005,9,5
-543470507,8,5
-551856519,33,5
-562681526,25,5
-578803019,10,5
-367669349,31,5
-35404067,9,5
-3462551351,13,5
-214851100,7,5
-3226664625,28,5
-3268669333,67,5
-3312358902,59,5
-3312358902,79,5
-2310406050,60,5
-225958786,11,5
-205960791,63,5
-178452970,25,5
-203314437,22,5
-197362120,15,5
-193814549,33,5
-3358892171,64,5
-3362063909,10,5
-2349588257,10,5
-5849940,26,5
-59234665,65,5
-907433543,10,5
-78979697,74,5
-733657390,10,5
-737770776,34,5
-756272716,32,5
-758879940,65,5
-771821595,31,5
-78979697,61,5
-961017,23,5
-70634828,7,5
-1171244159,32,5
-1160497810,12,5
-805940123,72,5
-862404568,11,5
-872394725,70,5
-9032550,34,5
-71271700,27,5
-1208566436,62,5
-596368303,12,5
-668539285,17,5
-3226232,10,5
-598808584,15,5
-6333996,66,5
-640700057,9,5
-644252759,61,5
-648145286,35,5
-675729777,10,5
-1444449910,20,5
-676597455,68,5
-688155470,30,5
-157087137,73,5
-1476953321,10,5
-1452048,30,5
-1452048,11,5
-3226664625,13,5
-2349349655,9,5
-9746245,97,5
-2424229017,26,5
-2334430421,73,5
-2337952436,24,5
-2352421906,17,5
-2353389310,15,5
-2353549582,23,5
-3010580773,9,5
-300186799,11,5
-300186799,10,5
-29954548,18,5
-2989649772,71,5
-2978926070,8,5
-2448521375,25,5
-10437056,9,5
-28667694,10,5
-247297633,18,5
-286335813,72,5
-280281699,60,5
-2728939,71,5
-2728939,63,5
-25685135,11,5
-26895145,9,5
-26487185,62,5
-2349345463,35,5
-2345982379,67,5
-2333843479,70,5
-2348894245,11,5
-2326520912,10,5
-2350443114,74,5
-3118140206,68,5
-3147958370,12,5
-314846874,11,5
-2349742676,33,5
-3111603340,7,5
-2349345463,59,5
-2311838590,97,5
-3151377261,29,5
-31732840,29,5
-2310534839,64,5
-3195293647,28,5
-2316150629,10,5
-3203980088,10,5
-2314659369,20,5
-2351592628,10,5
-11807506,9,4
-664591135,9,4
-11807506,36,4
-3145389278,9,4
-2347561020,9,4
-742704658,9,4
-3196033145,9,4
-265133300,9,4
-696450846,9,4
-3220049148,9,4
-1247902451,9,4
-1253552935,9,4
-2344471631,9,4
-290636928,9,4
-1605495,9,4
-3031766093,9,4
-3011933107,9,4
-169978927,9,4
-863973253,9,4
-2326903290,9,4
-2323069589,9,4
-1698501971,9,4
-493002466,9,4
-8114841,9,4
-1651310523,9,4
-2350544061,9,4
-2348987001,9,4
-518871190,9,4
-3420061649,9,4
-5849940,36,4
-3378606529,9,4
-3222664794,9,4
-2326655246,9,4
-3135349256,9,4
-778745779,9,3
-762501019,9,3
-2349746655,10,3
-808524154,9,3
-2382390052,9,3
-2424229017,9,3
-78576577,9,3
-3222821993,9,3
-16116663,9,3
-2962064709,9,3
-189427260,9,3
-340603317,9,3
-3429928077,9,3
-395739442,9,3
-466148111,9,3
-2341774429,9,3
-13854344,9,3
-23421122,9,3
-5979030,9,3
-618469306,9,3
-29452962,9,3
-2944593082,9,3
-643954924,9,3
-28665295,9,3
-1524794108,9,3
-27042865,9,3
-308365582,9,2
-314846874,9,2
-2959520478,9,1
-1717102128,9,1
-3449575456,9,1
-2346894985,9,1
+395736790,95,136
+340093034,95,133
+29223617,95,119
+532328014,99,100
+303926772,99,99
+2326722141,90,72
+331545755,90,71
+2337727838,90,70
+3191869223,91,58
+591350440,91,50
+2327605629,94,47
+2336923756,91,46
+517675473,92,46
+70634828,55,42
+728969035,93,41
+2349705416,94,41
+214851100,55,40
+70634828,54,40
+214851100,52,40
+16210433,92,39
+214851100,54,38
+3111603340,55,38
+214851100,53,38
+3111603340,52,38
+70634828,52,38
+3111603340,50,37
+214851100,50,36
+70634828,50,36
+3111603340,51,35
+70634828,53,35
+70634828,51,35
+3111603340,54,35
+2349179532,93,34
+16116663,92,33
+214851100,51,33
+3111603340,53,33
+471121089,93,29
+25980377,43,27
+3111603340,48,26
+25980377,41,24
+3330358736,40,23
+25980377,40,23
+214851100,48,23
+70634828,49,23
+214851100,44,23
+25980377,39,22
+25980377,38,22
+25980377,42,22
+70634828,48,22
+3111603340,46,22
+214851100,47,21
+3330358736,43,21
+3111603340,45,21
+3330358736,39,21
+70634828,46,21
+3111603340,47,20
+214851100,49,20
+214851100,46,20
+3330358736,38,19
+3330358736,41,19
+70634828,47,18
+214851100,45,17
+3111603340,49,17
+3330358736,42,17
+3111603340,44,17
+70634828,44,15
+70634828,45,14
+1452048,9,3
+515770253,9,3
+80158773,69,2
+8,37,2
+79938367,9,2
+420984285,16,2
+495782506,19,2
+33822284,9,2
+3392803162,9,2
+37873062,9,2
+5971532,9,2
+6,10,2
+1,10,2
+14913649,9,2
+16116663,11,2
+2350443114,74,1
+5979030,9,1
+562681526,25,1
+578803019,10,1
+5849940,26,1
+5849940,36,1
+16116663,9,1
+59234665,65,1
+596368303,12,1
+598808584,15,1
+543470507,8,1
+16116663,10,1
+618469306,9,1
+6333996,66,1
+640700057,9,1
+643954924,9,1
+644252759,61,1
+648145286,35,1
+664591135,9,1
+551856519,33,1
+1651310523,9,1
+675729777,10,1
+518871190,9,1
+35404067,9,1
+367669349,31,1
+193814549,33,1
+382080545,9,1
+385766513,24,1
+38852110,10,1
+189427260,9,1
+395739442,9,1
+410030851,27,1
+178452970,25,1
+441623911,79,1
+4607820,9,1
+466148111,9,1
+169978927,9,1
+493002466,9,1
+169978927,66,1
+507827038,10,1
+1698501971,9,1
+16715045,10,1
+668539285,17,1
+676597455,68,1
+2350544061,9,1
+808524154,9,1
+778745779,9,1
+78576577,9,1
+78979697,61,1
+78979697,74,1
+11807506,36,1
+1171244159,32,1
+1160497810,12,1
+805940123,72,1
+8114841,9,1
+762501019,9,1
+862404568,11,1
+863973253,9,1
+872394725,70,1
+9032550,34,1
+907433543,10,1
+950849442,9,1
+961017,23,1
+9620005,9,1
+771821595,31,1
+758879940,65,1
+688155470,30,1
+13854344,9,1
+696450846,9,1
+1605495,9,1
+157087137,73,1
+1524794108,9,1
+1476953321,10,1
+1452048,30,1
+1452048,11,1
+1444449910,20,1
+1253552935,9,1
+756272716,32,1
+1247902451,9,1
+1208566436,62,1
+70634828,7,1
+71271700,27,1
+11807506,9,1
+733657390,10,1
+737770776,34,1
+742704658,9,1
+3462551351,13,1
+3429928077,9,1
+3420061649,9,1
+340603317,9,1
+280281699,60,1
+286335813,72,1
+28667694,10,1
+290636928,9,1
+2348987001,9,1
+2944593082,9,1
+29452962,9,1
+2962064709,9,1
+2978926070,8,1
+2989649772,71,1
+29954548,18,1
+300186799,10,1
+300186799,11,1
+3010580773,9,1
+3011933107,9,1
+3031766093,9,1
+2348894245,11,1
+2347561020,9,1
+2345982379,67,1
+2728939,71,1
+2728939,63,1
+27042865,9,1
+247297633,18,1
+2351592628,10,1
+2352421906,17,1
+2353389310,15,1
+2353549582,23,1
+2382390052,9,1
+2424229017,26,1
+2424229017,9,1
+2448521375,25,1
+25685135,11,1
+26895145,9,1
+2349746655,10,1
+2349742676,33,1
+2349588257,10,1
+2349349655,9,1
+2349345463,59,1
+2349345463,35,1
+26487185,62,1
+265133300,9,1
+2344471631,9,1
+23421122,9,1
+2341774429,9,1
+2310534839,64,1
+3226664625,13,1
+3226664625,28,1
+3268669333,67,1
+3312358902,59,1
+3312358902,79,1
+2316150629,10,1
+2314659369,20,1
+2311838590,97,1
+2310406050,60,1
+3222821993,9,1
+225958786,11,1
+214851100,7,1
+3358892171,64,1
+3362063909,10,1
+3378606529,9,1
+205960791,63,1
+203314437,22,1
+197362120,15,1
+3226232,10,1
+3222664794,9,1
+2337952436,24,1
+3135349256,9,1
+2334430421,73,1
+2333843479,70,1
+10437056,9,1
+2326903290,9,1
+2326655246,9,1
+2326520912,10,1
+3111603340,7,1
+3118140206,68,1
+3145389278,9,1
+3220049148,9,1
+3147958370,12,1
+314846874,11,1
+3151377261,29,1
+31732840,29,1
+2323069589,9,1
+3195293647,28,1
+3196033145,9,1
+3203980088,10,1
+9746245,97,1

GA_Agent_0925/count_prod.csv

@@ -1,73 +1,73 @@
 id_product,count
-95,1787
-90,1004
-99,982
-91,727
-92,581
-93,575
-53,559
-55,551
-54,549
-52,547
-51,539
-50,533
-94,433
-9,338
-47,294
-45,275
-46,272
-49,271
-44,264
-48,255
-38,214
-43,212
-39,208
-41,197
-40,194
-42,185
-10,113
-11,45
-15,15
-12,15
-33,15
-7,15
-25,15
-69,10
-74,10
-68,10
-70,10
-71,10
-72,10
-73,10
-19,10
-79,10
-8,10
-66,10
-18,10
-17,10
-16,10
-13,10
-97,10
-67,10
-32,10
-65,10
-64,10
-34,10
-35,10
-37,10
-31,10
-30,10
-29,10
-28,10
-27,10
-26,10
-24,10
-23,10
-20,10
-59,10
-60,10
-62,10
-63,10
-61,10
-36,8
-22,5
+95,388
+90,213
+99,199
+91,154
+55,120
+92,118
+52,116
+54,113
+50,109
+53,106
+93,104
+51,103
+94,88
+9,84
+48,71
+46,63
+49,60
+47,59
+44,55
+45,52
+43,48
+40,46
+41,43
+39,43
+38,41
+42,39
+10,23
+11,9
+33,3
+7,3
+15,3
+12,3
+25,3
+19,2
+74,2
+68,2
+69,2
+70,2
+71,2
+72,2
+73,2
+8,2
+79,2
+18,2
+97,2
+13,2
+66,2
+16,2
+17,2
+67,2
+27,2
+65,2
+26,2
+29,2
+30,2
+31,2
+32,2
+34,2
+35,2
+36,2
+37,2
+24,2
+64,2
+23,2
+28,2
+59,2
+60,2
+61,2
+62,2
+63,2
+20,2
+22,1

GA_Agent_0925/evaluate_func.py

@@ -63,7 +63,7 @@ def fitness(individual, controller_db_obj):
 
     do_process(controller_db_obj,ga_id,dct_exp,job)
     # ========== 3️⃣ 获取数据库连接并提取结果 ==========
-    simulated_vulnerable_industries = get_vulnerable100_code(connection,ga_id)
+    simulated_vulnerable_industries = get_vulnerable35_code(connection,ga_id)
     print(simulated_vulnerable_industries)
     # ========== 4️⃣ 获取目标产业集合 ==========
     target_vulnerable_industries = get_target_vulnerable_industries()
@@ -154,9 +154,11 @@ def get_target_vulnerable_industries():
         {"product": "过程工艺检测", "category": "制程检测", "chain_id": 513740}
     ]
     # 手工转换
-    industry_list_index = vulnerable100_index = \
-        ['100', '58', '61', '9', '7', '98', '57', '8', '65', '68', '66', '38',
-         '90', '21', '96', '71', '27', '74', '99', '95', '11', '77', '59', '56', '97']
+    merged_list = [
+        '61', '68', '65', '66', '59', '71', '77', '7', '38', '95', '58', '90', '56', '57', '97', '98',
+        '27', '8', '11', '9', '21', '96', '99', '100', '44', '45', '46', '47', '48', '49', '50', '51',
+        '52', '53', '54', '55'
+    ]
     # # 提取所有 chain_id，并去重
     # chain_ids = set()
     # for item in industry_list:
@@ -167,9 +169,10 @@ def get_target_vulnerable_industries():
     #     else:
     #         chain_ids.add(str(item["chain_id"]))
 
-    return industry_list_index
+    return merged_list
+
 # 从数据库计算脆弱产业集合
-def get_vulnerable100_code(engine, ga_id):
+def get_vulnerable35_code(engine, ga_id):
     """
     计算最脆弱前100产品的 Code 列表（去重），只针对指定 ga_id。
     """
@@ -221,7 +224,7 @@ def get_vulnerable100_code(engine, ga_id):
     # ===============================
     # 5️⃣ 选出最脆弱的前100个产品（出现次数最多）
     # ===============================
-    vulnerable100_product = count_prod.nlargest(100, "count")["id_product"].tolist()
+    vulnerable100_product = count_prod.nlargest(35, "count")["id_product"].tolist()
     print(f"[信息] ga_id={ga_id} 查询完成，共找到 {len(vulnerable100_product)} 个脆弱产品")
 
     # ===============================

GA_Agent_0925/main.py

@@ -8,7 +8,7 @@ import matplotlib.pyplot as plt
 from GA_Agent_0925.creating import creating
 from GA_Agent_0925.orm import connection
 from controller_db import ControllerDB
-from evaluate_func import fitness, get_vulnerable100_code, get_target_vulnerable_industries
+from evaluate_func import fitness, get_vulnerable35_code, get_target_vulnerable_industries
 
 
 # ==============================
@@ -28,7 +28,7 @@ def main():
 
     # 2️⃣ 初始化 ControllerDB（数据库连接）
     controller_db_obj = ControllerDB("without_exp", reset_flag=0)
-    controller_db_obj.reset_db(force_drop=True)
+    controller_db_obj.reset_db(force_drop=False)
     # 准备样本表
     controller_db_obj.prepare_list_sample()
     # 2️⃣ 初始化工具箱

GA_Agent_0925/vulnerable35_match_results/conf_db.yaml

@@ -0,0 +1,10 @@
+# read by orm
+is_local_db: True
+
+local:
+  user_name: iiabm_user
+  password: iiabm_pwd
+  db_name: iiabmdb_20250925
+  address: 'localhost'
+  port: 3306
+

GA_Agent_0925/vulnerable35_match_results/conf_db_prefix.yaml

@@ -0,0 +1 @@
+db_name_prefix: without_exp

GA_Agent_0925/vulnerable35_match_results/process_vulnerable_products.py

@@ -0,0 +1,61 @@
+import pandas as pd
+from sqlalchemy import text
+
+from orm import engine
+
+# ===============================
+# 数据库连接
+# ===============================
+
+sql_file = "query_top35_products.sql"
+
+# 指定对比列表
+specified_list = [
+    '61','68','65','66','59','71','77','7','38','95','58','90','56','57','97','98',
+    '27','8','11','9','21','96','99','100','44','45','46','47','48','49','50','51',
+    '52','53','54','55'
+]
+specified_set = set(specified_list)
+
+# ===============================
+# 执行 SQL 查询
+# ===============================
+with open(sql_file, "r", encoding="utf-8") as f:
+    str_sql = f.read()
+
+# 使用 connect() 解决 AttributeError
+with engine.connect() as conn:
+    df = pd.read_sql(text(str_sql), conn)
+
+print(f"[信息] 查询完成，获取到 {len(df)} 条记录。")
+
+# ===============================
+# 按 ga_id 分组计算匹配情况
+# ===============================
+all_results = []
+
+for ga_id, group in df.groupby("ga_id"):
+    vulnerable35_product = group['id_product'].astype(str).tolist()
+    vulnerable_set = set(vulnerable35_product)
+
+    matching = vulnerable_set & specified_set
+    extra = vulnerable_set - specified_set
+    missing = specified_set - vulnerable_set
+
+    all_results.append({
+        "ga_id": ga_id,
+        "vulnerable35": ",".join(vulnerable35_product),
+        "matching_count": len(matching),
+        "matching_products": ",".join(matching),
+        "extra_count": len(extra),
+        "extra_products": ",".join(extra),
+        "missing_count": len(missing),
+        "missing_products": ",".join(missing)
+    })
+
+# ===============================
+# 输出 CSV
+# ===============================
+df_results = pd.DataFrame(all_results)
+df_results.to_csv("vulnerable35_match_results.csv", index=False, encoding='utf-8-sig')
+print("[完成] 已生成 vulnerable35_match_results.csv")

GA_Agent_0925/vulnerable35_match_results/query_top35_products.sql

@@ -0,0 +1,34 @@
+WITH s_disrupt AS (
+    SELECT s_id, id_firm, id_product, MIN(ts) AS ts, ga_id
+    FROM iiabmdb_20250925.without_exp_result
+    WHERE `status` = 'D'
+    GROUP BY s_id, id_firm, id_product, ga_id
+),
+
+s_multiple AS (
+    -- 筛选出现超过1次的 s_id
+    SELECT s_id, ga_id
+    FROM s_disrupt
+    GROUP BY s_id, ga_id
+    HAVING COUNT(*) > 1
+),
+
+product_count AS (
+    -- 统计每个 ga_id 下每个产品出现次数
+    SELECT s.ga_id, s.id_product, COUNT(*) AS cnt
+    FROM s_disrupt s
+    JOIN s_multiple m ON s.s_id = m.s_id AND s.ga_id = m.ga_id
+    GROUP BY s.ga_id, s.id_product
+),
+
+ranked_products AS (
+    -- 按每个 ga_id 的产品出现次数排序，并取前35
+    SELECT *,
+           ROW_NUMBER() OVER (PARTITION BY ga_id ORDER BY cnt DESC) AS rn
+    FROM product_count
+)
+
+SELECT ga_id, id_product, cnt
+FROM ranked_products
+WHERE rn <= 35
+ORDER BY ga_id, rn;

GA_Agent_0925/vulnerable35_match_results/vulnerable35_match_results.csv

@@ -0,0 +1,49 @@
+ga_id,vulnerable35,matching_count,matching_products,extra_count,extra_products,missing_count,missing_products
+03269d9f,"95,90,91,92,52,93,55,99,51,50,9,94,54,53,47,44,46,48,49,45,41,42,38,43,39,40,10,11,7,12,25,15,33,73,32",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,91,73,94,41,39,15,10,25,32,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+053c105b,"95,99,90,91,55,50,53,52,92,51,54,93,94,9,48,47,44,46,49,39,38,45,40,43,41,42,10,11,15,33,12,7,25,31,36",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,25,93,31,40,94,41,39,15,10,36,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+07257290,"95,99,90,91,52,53,51,50,92,55,93,54,94,9,49,47,48,39,44,46,45,43,38,40,42,41,10,11,25,7,15,12,33,26,18",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,18,40,26,94,41,39,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+12eb85fc,"95,99,90,91,51,52,93,92,50,53,54,55,9,94,47,49,48,46,44,45,38,40,43,39,41,42,10,11,7,25,12,33,15,37,19",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,19,94,41,39,37,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+1809ec77,"95,99,90,91,93,92,53,52,50,94,55,51,54,9,49,44,47,40,46,45,39,48,38,43,41,42,10,11,20,26,66,16,15,64,61",20,"90,61,44,45,95,49,11,99,52,50,47,9,66,46,54,51,48,55,38,53",15,"42,93,40,26,94,41,39,16,15,20,10,91,43,64,92",16,"98,71,57,56,65,7,97,100,8,68,77,58,21,59,96,27"
+19cae10f,"95,99,90,91,51,50,53,92,52,93,55,54,9,94,47,49,46,48,45,44,38,43,39,40,41,42,10,11,25,12,33,15,7,64,8",20,"90,7,44,45,95,49,11,99,8,52,50,47,9,46,54,51,48,55,38,53",15,"42,93,40,94,41,39,15,64,10,25,91,43,12,33,92",16,"98,71,57,66,56,65,97,100,61,68,77,58,21,59,96,27"
+1a4227c6,"95,99,90,91,52,92,54,53,51,55,50,93,94,9,47,49,46,48,44,45,43,39,38,41,42,40,10,11,7,25,33,15,12,74,68",20,"90,7,68,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",15,"42,93,40,94,74,41,39,15,10,25,91,43,12,33,92",16,"98,71,57,66,65,56,97,100,8,61,77,58,21,59,96,27"
+1f977ec5,"95,99,90,91,52,92,50,55,53,51,93,54,94,9,48,47,46,44,49,45,40,41,38,39,43,42,10,11,12,15,25,33,7,35,64",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,35,40,94,41,39,15,64,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+28481dd9,"95,99,90,91,52,51,55,50,92,53,54,93,94,9,47,49,44,46,48,38,43,45,40,39,41,42,10,11,25,7,33,12,15,32,97",20,"90,7,44,45,95,49,11,99,52,50,97,47,9,46,54,51,48,55,38,53",15,"42,93,40,91,94,41,39,15,10,25,32,43,12,33,92",16,"98,71,57,66,56,65,100,8,61,68,77,58,21,59,96,27"
+2ef7bd37,"95,99,90,91,53,52,50,92,54,51,55,93,94,9,49,47,46,44,48,39,45,43,41,40,38,42,10,11,7,25,33,15,12,60,30",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,60,93,40,94,30,41,39,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+360d68d3,"95,99,90,91,9,53,92,93,50,52,51,55,54,94,47,44,46,49,48,43,39,45,38,40,41,42,10,11,15,33,7,12,27,69,72",20,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,53,38,27",15,"42,93,40,94,41,69,39,72,15,10,91,43,12,33,92",16,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96"
+400b809d,"95,99,90,91,51,52,50,53,92,55,54,93,9,47,94,49,44,46,39,38,48,43,40,45,41,42,10,11,33,7,25,12,15,24,19",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,19,94,41,43,39,15,10,25,91,24,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+40408929,"95,99,90,91,53,51,52,93,92,50,55,54,94,9,49,47,46,48,44,45,39,38,43,40,41,42,10,11,25,12,33,7,15,70,29",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,70,94,41,39,29,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+4c00c80f,"95,99,90,91,52,51,50,92,54,53,55,93,9,94,46,44,47,49,48,45,43,38,39,40,41,42,10,11,15,7,12,33,25,28,59",20,"90,7,44,45,95,49,11,99,52,50,59,47,9,46,54,51,48,55,38,53",15,"42,93,40,94,28,41,39,15,10,25,91,43,12,33,92",16,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,96,27"
+54476776,"95,90,91,93,55,99,92,52,53,51,50,94,9,54,47,49,44,46,48,45,42,41,38,39,43,40,10,11,12,7,15,33,25,74,16",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,94,74,41,39,16,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+5848e257,"95,90,99,91,50,53,92,55,52,54,93,51,94,9,49,44,46,47,48,40,43,45,39,38,41,42,10,11,15,33,7,12,25,35,74",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,35,40,94,74,41,39,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+60a50e3a,"95,99,90,91,52,53,51,55,50,54,92,93,9,94,44,46,49,47,48,43,38,40,39,45,41,42,10,11,12,7,33,25,15,79,23",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,94,41,39,15,10,25,91,43,79,12,23,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+64f2207b,"95,90,99,91,50,52,53,93,55,92,51,54,9,94,47,49,46,48,44,39,43,38,41,45,40,42,10,11,7,12,25,33,15,60,35",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,60,35,40,93,94,41,39,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+69c68390,"95,99,90,91,92,50,51,52,55,53,93,54,94,9,44,49,46,47,48,38,39,43,41,45,40,42,10,11,25,12,33,7,15,74,27",20,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,53,38,27",15,"42,93,40,94,74,41,39,15,10,25,91,43,12,33,92",16,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96"
+6a5f8b48,"95,90,99,91,52,54,55,53,92,51,50,93,9,94,47,46,49,48,44,43,39,45,38,40,41,42,10,11,25,33,15,7,12,29,68",20,"90,7,68,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",15,"42,93,40,94,41,39,29,15,10,25,91,43,12,33,92",16,"98,71,57,66,65,56,97,100,8,61,77,58,21,59,96,27"
+6a8ce407,"95,90,99,91,52,51,55,53,92,93,50,54,9,94,47,48,49,46,44,38,45,41,39,43,42,40,10,11,15,25,7,12,33,63,23",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,25,93,40,94,41,39,15,10,63,91,43,12,23,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+6d45f1e1,"95,99,90,91,50,53,52,51,92,55,93,54,9,94,49,46,47,44,48,39,40,45,38,43,41,42,10,11,12,25,7,15,33,13,68",20,"90,7,68,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",15,"42,93,40,94,41,39,15,10,25,91,43,13,12,33,92",16,"98,71,57,66,65,56,97,100,8,61,77,58,21,59,96,27"
+6f1514cd,"95,99,90,91,53,55,52,92,50,93,51,54,9,94,49,47,48,46,43,39,44,45,41,38,40,42,10,11,15,25,33,12,7,30,27",20,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,53,38,27",15,"42,93,40,94,30,41,39,15,10,25,91,43,12,33,92",16,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96"
+79566791,"95,99,90,91,50,52,51,55,93,53,92,54,9,94,49,47,48,44,46,40,45,43,39,38,41,42,10,11,12,25,33,7,15,63,59",20,"90,7,44,45,95,49,11,99,52,50,59,47,9,46,54,51,48,55,38,53",15,"42,25,93,40,94,41,39,15,10,63,91,43,12,33,92",16,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,96,27"
+7bd74425,"95,99,90,91,51,52,93,50,53,92,55,54,9,94,47,44,49,48,46,40,45,43,38,39,41,42,10,11,33,25,15,12,7,26,23",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,26,94,41,39,15,10,25,91,43,12,23,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+80c8326a,"95,99,90,91,52,50,92,53,93,55,54,51,9,94,49,46,47,44,48,45,40,39,43,38,41,42,10,11,7,25,15,33,12,73,31",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,31,40,73,94,41,39,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+8ce09dcc,"95,90,99,91,55,92,52,54,50,53,93,51,94,9,48,46,49,47,44,45,43,40,41,39,38,42,10,11,7,25,15,12,33,69,32",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,91,94,41,69,39,15,10,25,32,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+8e527645,"95,99,90,91,93,55,92,53,50,52,51,54,94,9,47,46,49,48,44,45,43,39,40,38,42,41,10,11,25,12,15,33,7,62,37",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,62,93,40,94,41,39,37,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+93f9d03b,"95,99,90,91,51,50,93,92,53,54,55,52,9,94,47,46,48,44,49,38,39,43,45,41,40,42,10,11,33,12,7,25,15,64,35",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,35,40,94,41,39,15,64,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+9965ff7d,"95,90,91,99,55,93,92,52,53,51,94,54,50,9,49,48,47,46,44,45,41,43,39,38,42,40,10,11,15,12,33,25,7,28,73",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,73,94,28,41,39,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+b5b6882d,"95,99,90,91,53,52,54,50,55,93,92,51,94,9,49,47,46,44,48,39,43,45,40,38,41,42,10,11,25,33,15,12,7,18,74",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,18,40,94,74,41,39,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+bd999a28,"95,99,90,91,53,52,55,51,50,54,92,93,9,94,49,47,39,46,48,44,45,38,40,43,42,41,10,11,33,25,12,15,7,65,29",20,"90,7,44,45,95,49,11,65,99,52,50,47,9,46,54,51,48,55,38,53",15,"42,93,40,94,41,39,29,15,10,25,91,43,12,33,92",16,"98,71,57,66,56,97,100,8,61,68,77,58,21,59,96,27"
+be8d64fc,"95,99,90,91,52,51,93,54,50,55,92,53,94,9,47,49,46,44,48,45,38,43,39,41,40,42,10,11,25,7,33,12,15,13,30",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,94,30,41,39,15,10,25,91,43,13,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+c40fd813,"95,99,90,91,50,53,51,52,93,55,92,54,9,94,49,47,44,39,46,45,48,38,40,41,43,42,10,11,15,33,25,12,7,37,28",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,94,28,41,39,37,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+c5f9a379,"95,99,90,91,51,53,50,52,92,55,54,93,9,94,47,49,45,48,44,46,43,39,40,38,41,42,10,11,7,15,12,25,33,66,65",21,"90,7,44,45,95,49,11,65,99,52,50,47,9,66,46,54,51,48,55,38,53",14,"42,93,40,94,41,39,15,10,25,91,43,12,33,92",15,"98,71,57,56,97,100,8,61,68,77,58,21,59,96,27"
+cd8df852,"95,99,90,91,53,52,50,55,51,92,93,54,94,9,49,47,46,48,44,45,39,40,41,43,38,42,10,11,12,33,7,15,25,35,69",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,35,40,94,41,69,39,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+cfec2d46,"95,99,90,91,53,52,50,93,51,55,92,54,9,94,49,45,47,44,48,46,40,39,43,38,42,41,10,11,33,7,12,15,25,37,18",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,18,40,94,41,39,37,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+d0d03833,"95,99,90,91,51,50,53,52,92,55,54,93,94,9,47,49,48,44,46,39,38,45,43,40,41,42,10,11,7,15,12,25,33,62,68",20,"90,7,68,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",15,"42,62,93,40,94,41,39,15,10,25,91,43,12,33,92",16,"98,71,57,66,65,56,97,100,8,61,77,58,21,59,96,27"
+d8521d12,"95,99,90,91,51,92,52,53,93,50,55,54,9,94,49,44,47,46,48,39,45,40,38,43,41,42,10,11,33,7,15,12,25,16,72",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,94,41,39,72,16,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+d8836638,"95,99,90,91,50,54,53,51,52,55,93,92,9,94,47,49,46,48,44,38,39,43,40,41,45,42,10,11,15,33,7,12,25,97,69",20,"90,7,44,45,95,49,11,99,52,50,97,47,9,46,54,51,48,55,38,53",15,"42,93,40,94,41,69,39,15,10,25,91,43,12,33,92",16,"98,71,57,66,56,65,100,8,61,68,77,58,21,59,96,27"
+daf0e9ef,"95,99,90,91,52,53,55,50,92,51,54,93,9,94,49,48,47,39,46,45,44,40,38,41,43,42,10,11,15,33,25,7,12,69,71",20,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,71,55,38,53",15,"42,93,40,94,41,69,39,15,10,25,91,43,12,33,92",16,"98,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+dbfb776b,"95,90,91,92,93,55,52,99,53,9,50,94,51,54,47,49,48,46,44,45,41,42,40,38,43,39,10,11,15,25,12,33,7,34,69",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,94,34,41,69,39,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+e087b751,"95,99,90,91,93,53,50,51,54,55,52,92,9,94,49,47,48,44,46,45,39,43,38,40,41,42,10,11,25,33,12,7,15,31,23",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,31,40,94,41,39,15,10,25,91,43,12,23,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+e2a464f9,"95,99,90,91,51,53,50,52,93,55,92,54,9,94,49,47,48,44,45,39,46,38,40,41,43,42,10,11,15,7,25,12,33,29,69",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,94,41,69,29,39,15,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+e73abaeb,"95,99,90,91,54,52,55,51,50,93,53,92,94,9,47,46,49,48,43,38,44,45,40,39,41,42,10,11,25,12,15,33,7,69,64",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,40,94,41,69,39,15,64,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+f4b59d31,"95,99,90,91,50,51,52,55,53,93,92,54,94,9,47,49,46,44,48,40,45,38,43,39,41,42,10,11,25,15,33,12,7,20,31",19,"90,7,44,45,95,49,11,99,52,50,47,9,46,54,51,48,55,38,53",16,"42,93,31,40,94,41,39,15,20,10,25,91,43,12,33,92",17,"98,71,57,66,56,65,97,100,8,61,68,77,58,21,59,96,27"
+f54db476,"95,99,90,91,52,92,93,51,55,53,50,54,9,94,47,44,49,48,46,45,43,39,38,40,41,42,10,11,12,15,33,7,25,36,97",20,"90,7,44,45,95,49,11,99,52,50,97,47,9,46,54,51,48,55,38,53",15,"42,25,93,40,94,41,39,15,10,36,91,43,12,33,92",16,"98,71,57,66,56,65,100,8,61,68,77,58,21,59,96,27"
+f9ef00a1,"95,99,90,91,52,51,92,55,50,53,93,54,94,9,49,47,48,44,46,45,39,41,38,40,43,42,10,11,15,7,12,33,25,65,59",21,"90,7,44,45,95,49,11,65,99,52,50,59,47,9,46,54,51,48,55,38,53",14,"42,93,40,94,41,39,15,10,25,91,43,12,33,92",15,"98,71,57,66,56,97,100,8,61,68,77,58,21,96,27"

GA_Agent_0925/多功能.py

@@ -41,7 +41,7 @@ from orm import connection
 
 
 # 读取 SQL
-ga_id="c943f2c6"
+ga_id="c40fd813"
 with open("SQL_analysis_risk_ga.sql", "r", encoding="utf-8") as f:
     str_sql = text(f.read())
     print(str_sql[:300])

firm.py

@@ -1,5 +1,6 @@
 from collections import defaultdict
 
+import numpy as np
 from mesa import Agent
 
 
@@ -81,7 +82,7 @@ class FirmAgent(Agent):
         for product in a_lst_product:
             assert self.str_cap_limit_prob_type in ['uniform', 'normal'], \
                 "cap_limit_prob_type must be either 'uniform' or 'normal'"
-            extra_cap_mean = self.size_stat[0][0] / self.flt_cap_limit_level
+            extra_cap_mean = self.size_stat[0][0] / self.flt_cap_limit_level if self.flt_cap_limit_level != 0 else 0
             if self.str_cap_limit_prob_type == 'uniform':
                 extra_cap = self.model.random.uniform(extra_cap_mean - 2, extra_cap_mean + 2)
                 extra_cap = 0 if round(extra_cap) < 0 else round(extra_cap)
@@ -256,6 +257,9 @@ class FirmAgent(Agent):
             prod_accept = 1.0
         else:
             prod_accept = self.flt_diff_new_conn
+        # 安全处理，防止异常概率
+        prod_accept = np.nan_to_num(prod_accept, nan=0.0)
+        prod_accept = max(0.0, min(1.0, prod_accept))
         if self.model.nprandom.choice([True, False], p=[prod_accept, 1 - prod_accept]):
             self.firm_network.add_edge(self.unique_id, down_firm.unique_id, Product=product.unique_id)
             self.dct_prod_capacity[product] -= 1