MySQL or 和 in 的效率对比


or和in的效率对比

结论:对于索引字段or或者in的效率基本一致,非索引字段in的效率优于or

(1)or的效率为O(n),

(2)in的效率为O(logn),当n越大的时候效率相差越明显。

验证过程:

第一步:创建测试表,并生成测试数据,测试数据为1000万条记录。数据库中关闭了query cache,因此数据库缓存不会对查询造成影响。

#创建测试的test表
DROP TABLE IF EXISTS test;
CREATE TABLE test( 
 ID INT(10) NOT NULL, 
 `name` VARCHAR(20) DEFAULT '' NOT NULL, 
 PRIMARY KEY( ID ) 
)ENGINE=INNODB DEFAULT CHARSET utf8; 

#创建生成测试数据的存储过程
DROP PROCEDURE IF EXISTS test_insert; 
DELIMITER //
CREATE PROCEDURE test_insert() 
BEGIN 
DECLARE i INT DEFAULT 1; 
SET autocommit = 0; 
WHILE i<= 10000000 DO 
INSERT INTO test ( ID,`name` ) VALUES( i, CONCAT( 'name', i ) ); 
SET i = i+1; 
IF i%2000 = 0 THEN 
COMMIT; 
END IF; 
END WHILE; 
END; //
DELIMITER ;

#执行存储过程生成测试数据
CALL test_insert();

第二步:分三种情况进行测试

  • 第一种情况:in和or所在列为主键的情形。
  • 第二种情况:in和or所在列有索引的情形。
  • 第二种情况:in和or所在列没有索引的情形。

测试结果:

第一种情况,ID列为主键的情况,4组测试执行计划一样,执行的时间也基本没有区别。

主键索引测试结果 or执行时间 in执行时间
A组3条数据 (0.00 sec) (0.00 sec)
B组150条数据 (0.00 sec) (0.00 sec)
C组300条数据 (0.00 sec) (0.00 sec)
D组1000条数据 (0.01 sec) (0.01 sec)

第二种情况,ID列为一般索引的情况,4组测试执行计划一样,执行的时间也基本没有区别。

一般索引测试结果 or执行时间 in执行时间
A组3条数据 (0.00 sec) (0.00 sec)
B组150条数据 (0.00 sec) (0.00 sec)
C组300条数据 (0.00 sec) (0.00 sec)
D组1000条数据 (0.01 sec) (0.01 sec)

第三种情况,ID列没有索引的情况,4组测试执行计划一样,执行的时间in明显优于or,且查询条件越多,in的性能优势越明显。

没有索引测试结果 or执行时间 in执行时间
A组3条数据 (8.60 sec) (8.30 sec)
B组150条数据 (42.15 sec) (8.57 sec)
C组300条数据 (1 min 12.13 sec) (8.76 sec)
D组1000条数据 (3 min 38.46 sec) (8.92 sec)

结论:

(1)如果in和or所在列有索引(包括主键索引),or和in没啥差别,执行计划和执行时间都几乎一样。

(2)如果in和or所在列没有索引的话,性能差别很大。在没有索引的情况下,随着in或者or后面的查询条件的增加,in的效率不会有太大的下降;但是or的效率会有很明显的下降。从第三中测试情况中可以很明显看出,基本上是指数级增长。

因此在给in和or的效率下定义的时,需要考虑作用的字段是否为索引。如果有索引(或主键),性能没啥差别;如果没有索引,随着查询列条件的增多,in的性能会明显优于or。

测试SQL:
#A组
#in和or中有3条数据的情况
SELECT * FROM test WHERE id IN (1,23,48);
SELECT * FROM test WHERE id =1 OR id=23 OR id=48;
#B组
#in和or中有150条数据的情况
SELECT * FROM test WHERE id IN (59617932,98114476,89047409,26968186,56586105,35488201,53251989,18182139,71164231,57655852,7948544,60658339,50758185,66667117,34771253,68699137,27877290,44275282,1585444,71219424,90937482,83928635,24588528,81933207,9607562,12013895,84640278,85549596,53249244,8567444,85402877,15040223,54266509,17718135,91687882,22930500,94756430,66031097,13084573,18137443,89917778,46845456,43939093,35943480,18213703,46362815,49835919,83137546,2101409,74932951,11984477,93113331,77848222,68546065,33728734,90793684,44975642,61387237,52483391,97716233,49449060,22411182,30776331,60597240,6911731,45789095,62075344,8379933,97910423,86861971,81342386,93423963,83852896,18566482,22747687,51420625,75862064,26402882,93958561,85202979,97049369,67674725,9475653,92302381,78133617,49295001,36517340,81387142,15707241,60832834,93157830,64171432,58537826,70141767,7326025,36632075,9639624,8900056,99702164,35108945,87820933,57302965,16652391,41845132,62184393,70136913,79574630,32562398,94616790,61258220,73162018,81644480,19453596,97380163,1204733,33357040,84854495,13888863,49041868,89272326,38405345,571248,6349029,70755321,79307694,60619684,92624181,73135306,23279848,95612954,55845916,6223606,43836918,37459781,67969314,99398872,7616960,37189193,50151920,62881879,12364637,33204320,27135672,28441504,47373461,87967926,30631796,20053540,18735984,83406724);
SELECT * FROM test WHERE id=59617932 OR id=98114476 OR id=89047409 OR id=26968186 OR id=56586105 OR id=35488201 OR id=53251989 OR id=18182139 OR id=71164231 OR id=57655852 OR id=7948544 OR id=60658339 OR id=50758185 OR id=66667117 OR id=34771253 OR id=68699137 OR id=27877290 OR id=44275282 OR id=1585444 OR id=71219424 OR id=90937482 OR id=83928635 OR id=24588528 OR id=81933207 OR id=9607562 OR id=12013895 OR id=84640278 OR id=85549596 OR id=53249244 OR id=8567444 OR id=85402877 OR id=15040223 OR id=54266509 OR id=17718135 OR id=91687882 OR id=22930500 OR id=94756430 OR id=66031097 OR id=13084573 OR id=18137443 OR id=89917778 OR id=46845456 OR id=43939093 OR id=35943480 OR id=18213703 OR id=46362815 OR id=49835919 OR id=83137546 OR id=2101409 OR id=74932951 OR id=11984477 OR id=93113331 OR id=77848222 OR id=68546065 OR id=33728734 OR id=90793684 OR id=44975642 OR id=61387237 OR id=52483391 OR id=97716233 OR id=49449060 OR id=22411182 OR id=30776331 OR id=60597240 OR id=6911731 OR id=45789095 OR id=62075344 OR id=8379933 OR id=97910423 OR id=86861971 OR id=81342386 OR id=93423963 OR id=83852896 OR id=18566482 OR id=22747687 OR id=51420625 OR id=75862064 OR id=26402882 OR id=93958561 OR id=85202979 OR id=97049369 OR id=67674725 OR id=9475653 OR id=92302381 OR id=78133617 OR id=49295001 OR id=36517340 OR id=81387142 OR id=15707241 OR id=60832834 OR id=93157830 OR id=64171432 OR id=58537826 OR id=70141767 OR id=7326025 OR id=36632075 OR id=9639624 OR id=8900056 OR id=99702164 OR id=35108945 OR id=87820933 OR id=57302965 OR id=16652391 OR id=41845132 OR id=62184393 OR id=70136913 OR id=79574630 OR id=32562398 OR id=94616790 OR id=61258220 OR id=73162018 OR id=81644480 OR id=19453596 OR id=97380163 OR id=1204733 OR id=33357040 OR id=84854495 OR id=13888863 OR id=49041868 OR id=89272326 OR id=38405345 OR id=571248 OR id=6349029 OR id=70755321 OR id=79307694 OR id=60619684 OR id=92624181 OR id=73135306 OR id=23279848 OR id=95612954 OR id=55845916 OR id=6223606 OR id=43836918 OR id=37459781 OR id=67969314 OR id=99398872 OR id=7616960 OR id=37189193 OR id=50151920 OR id=62881879 OR id=12364637 OR id=33204320 OR id=27135672 OR id=28441504 OR id=47373461 OR id=87967926 OR id=30631796 OR id=20053540 OR id=18735984 OR id=83406724;
#C组
#in和or中有300条数据的情况
SELECT * FROM test WHERE id IN (37092877,94859722,74276090,8763830,38727241,95732954,93414819,55070016,3591352,73857925,92290525,15210159,83905516,54934589,83004136,31442143,6060569,22209206,27649629,11464943,77822402,28714780,10058522,62252663,13751461,38997875,47320577,64507359,36137908,54297630,97411161,56542672,22017966,55190708,70072386,24300664,93413617,23621629,74772508,62774612,43001947,46161388,85563006,70177147,63960440,18001207,81734850,10635060,6551152,54877885,44426798,73950635,18713144,21690065,82153543,26048520,79954773,22411093,97307339,74193176,1413532,88006544,36062746,24043946,17132007,95958217,26112542,27303972,17247403,56778979,60928031,69369613,90584759,86234538,41726089,25315005,27568726,25091624,15307765,83130887,42726438,75872353,18991223,47819224,75457713,54659391,54889687,65229322,17124556,38376043,1989975,45973571,48597804,58632319,43388664,97010450,94745635,13217373,40472912,40220510,58319808,48228318,48936085,86281500,65466706,96815281,11751559,50188155,76649755,35315411,20360954,17739218,10918461,51429591,41447650,65170472,26810295,80912347,17157209,75851858,61150903,4408208,61200404,6655467,66863737,51549112,61951371,14368308,14663119,8762531,31765056,30560647,41048147,95526521,94929131,56881239,79014587,62705983,15892901,66151473,98846144,79336731,35949035,26250054,97536202,40575682,6965144,91059908,97939380,30854180,1965937,17193347,76584991,70467475,6559872,97386594,13939914,20379091,84906436,45989448,17337270,4949675,96963499,12561575,77153018,73213368,68283041,33977574,86290771,70381017,73095085,454900,44614195,48171334,49603342,7430998,29447060,47643508,82393912,83169846,94256496,35275444,40024984,25377535,46571333,32510994,70927802,92017916,97302502,22859741,32726786,79071601,93977472,47409421,49311618,77366144,84838598,59401507,67110877,42075938,76962007,27984930,72982484,81363683,75017478,88624177,67220235,88290070,26311443,87681081,77960250,4996033,68448074,67762279,99650583,36766422,27233152,71436659,25428777,81481679,51070397,88351803,78755075,26783938,83610840,45650662,86305644,1717314,66176062,6507047,45084786,74402982,55661367,35721238,40424913,24294239,30223531,55367671,56777532,12604154,4870493,14750488,74039611,42549918,70710424,56247316,63002053,71117605,16510883,67417211,34057637,74185092,58603491,66987830,73584171,9178319,47096502,1554825,37756804,85168245,92690138,6120773,99586029,74696745,61803307,56631845,42681796,58965644,68703695,69660559,15879062,26713059,85186928,63117471,53007808,74576547,32187857,13701205,88645881,24507258,87453800,39624977,75862710,62419627,70804059,10461373,18265782,56366177,68093007,75760763,43931574,65808002,49148775,98019987,71183123,53762434,78851856,37767085,89124453,47566746);
SELECT * FROM test WHERE id=37092877 OR id=94859722 OR id=74276090 OR id=8763830 OR id=38727241 OR id=95732954 OR id=93414819 OR id=55070016 OR id=3591352 OR id=73857925 OR id=92290525 OR id=15210159 OR id=83905516 OR id=54934589 OR id=83004136 OR id=31442143 OR id=6060569 OR id=22209206 OR id=27649629 OR id=11464943 OR id=77822402 OR id=28714780 OR id=10058522 OR id=62252663 OR id=13751461 OR id=38997875 OR id=47320577 OR id=64507359 OR id=36137908 OR id=54297630 OR id=97411161 OR id=56542672 OR id=22017966 OR id=55190708 OR id=70072386 OR id=24300664 OR id=93413617 OR id=23621629 OR id=74772508 OR id=62774612 OR id=43001947 OR id=46161388 OR id=85563006 OR id=70177147 OR id=63960440 OR id=18001207 OR id=81734850 OR id=10635060 OR id=6551152 OR id=54877885 OR id=44426798 OR id=73950635 OR id=18713144 OR id=21690065 OR id=82153543 OR id=26048520 OR id=79954773 OR id=22411093 OR id=97307339 OR id=74193176 OR id=1413532  OR id=88006544 OR id=36062746 OR id=24043946 OR id=17132007 OR id=95958217 OR id=26112542 OR id=27303972 OR id=17247403 OR id=56778979 OR id=60928031 OR id=69369613 OR id=90584759 OR id=86234538 OR id=41726089 OR id=25315005 OR id=27568726 OR id=25091624 OR id=15307765 OR id=83130887 OR id=42726438 OR id=75872353 OR id=18991223 OR id=47819224 OR id=75457713 OR id=54659391 OR id=54889687 OR id=65229322 OR id=17124556 OR id=38376043 OR id=1989975 OR id=45973571 OR id=48597804 OR id=58632319 OR id=43388664 OR id=97010450 OR id=94745635 OR id=13217373 OR id=40472912 OR id=40220510 OR id=58319808 OR id=48228318 OR id=48936085 OR id=86281500 OR id=65466706 OR id=96815281 OR id=11751559 OR id=50188155 OR id=76649755 OR id=35315411 OR id=20360954 OR id=17739218 OR id=10918461 OR id=51429591 OR id=41447650 OR id=65170472 OR id=26810295 OR id=80912347 OR id=17157209 OR id=75851858 OR id=61150903 OR id=4408208 OR id=61200404 OR id=6655467 OR id=66863737 OR id=51549112 OR id=61951371 OR id=14368308 OR id=14663119 OR id=8762531  OR id=31765056 OR id=30560647 OR id=41048147 OR id=95526521 OR id=94929131 OR id=56881239 OR id=79014587 OR id=62705983 OR id=15892901 OR id=66151473 OR id=98846144 OR id=79336731 OR id=35949035 OR id=26250054 OR id=97536202 OR id=40575682 OR id=6965144 OR id=91059908 OR id=97939380 OR id=30854180 OR id=1965937 OR id=17193347 OR id=76584991 OR id=70467475 OR id=6559872  OR id=97386594 OR id=13939914 OR id=20379091 OR id=84906436 OR id=45989448 OR id=17337270 OR id=4949675 OR id=96963499 OR id=12561575 OR id=77153018 OR id=73213368 OR id=68283041 OR id=33977574 OR id=86290771 OR id=70381017 OR id=73095085 OR id=454900   OR id=44614195 OR id=48171334 OR id=49603342 OR id=7430998 OR id=29447060 OR id=47643508 OR id=82393912 OR id=83169846 OR id=94256496 OR id=35275444 OR id=40024984 OR id=25377535 OR id=46571333 OR id=32510994 OR id=70927802 OR id=92017916 OR id=97302502 OR id=22859741 OR id=32726786 OR id=79071601 OR id=93977472 OR id=47409421 OR id=49311618 OR id=77366144 OR id=84838598 OR id=59401507 OR id=67110877 OR id=42075938 OR id=76962007 OR id=27984930 OR id=72982484 OR id=81363683 OR id=75017478 OR id=88624177 OR id=67220235 OR id=88290070 OR id=26311443 OR id=87681081 OR id=77960250 OR id=4996033  OR id=68448074 OR id=67762279 OR id=99650583 OR id=36766422 OR id=27233152 OR id=71436659 OR id=25428777 OR id=81481679 OR id=51070397 OR id=88351803 OR id=78755075 OR id=26783938 OR id=83610840 OR id=45650662 OR id=86305644 OR id=1717314  OR id=66176062 OR id=6507047  OR id=45084786 OR id=74402982 OR id=55661367 OR id=35721238 OR id=40424913 OR id=24294239 OR id=30223531 OR id=55367671 OR id=56777532 OR id=12604154 OR id=4870493  OR id=14750488 OR id=74039611 OR id=42549918 OR id=70710424 OR id=56247316 OR id=63002053 OR id=71117605 OR id=16510883 OR id=67417211 OR id=34057637 OR id=74185092 OR id=58603491 OR id=66987830 OR id=73584171 OR id=9178319  OR id=47096502 OR id=1554825  OR id=37756804 OR id=85168245 OR id=92690138 OR id=6120773 OR id=99586029 OR id=74696745 OR id=61803307 OR id=56631845 OR id=42681796 OR id=58965644 OR id=68703695 OR id=69660559 OR id=15879062 OR id=26713059 OR id=85186928 OR id=63117471 OR id=53007808 OR id=74576547 OR id=32187857 OR id=13701205 OR id=88645881 OR id=24507258 OR id=87453800 OR id=39624977 OR id=75862710 OR id=62419627 OR id=70804059 OR id=10461373 OR id=18265782 OR id=56366177 OR id=68093007 OR id=75760763 OR id=43931574 OR id=65808002 OR id=49148775 OR id=98019987 OR id=71183123 OR id=53762434 OR id=78851856 OR id=37767085 OR id=89124453 OR id=47566746;
#D组
#in和or中有1000条数据的情况
SELECT * FROM test WHERE id IN (93674701,9720356,31732184,53855095,33144472,71864888,27541768,27238726,83648428,12942332,26918445,19781953,81861032,74800064,12286132,6624397,64942581,70512799,46356598,88292448,87069909,38175756,98121997,62570414,15900806,51527968,89092372,8084203,53772848,78871524,3608561,85909562,41702172,61800503,57877634,93407278,30824340,13159046,49055339,73058078,983603,73571456,51694978,75136628,82716874,83551181,7964224,47505945,92695321,15885152,79282709,18572099,27392970,14552787,19848227,4518183,11773920,22285326,71605145,2402625,63365854,70973600,10584706,83688869,84268419,6026005,36545233,24462648,19293921,17561083,52105483,59243514,35230465,34650779,30053489,24225251,59642405,81933853,94495716,26364324,25980634,5579237,14569289,89417845,71178959,4143920,20467990,53316808,21288525,82249537,37737589,44712689,36788133,15668654,4697556,63785060,11555169,36401204,92276179,4135929,75453019,28231031,8649240,11576980,20262028,56242424,11305608,5655216,90240601,28569373,5296027,10739594,72751648,22531251,12535926,36347415,19740655,69125465,7523885,88128548,88830806,25010302,29411467,99614288,32646290,16592563,69036910,32604729,88737786,90169676,57646877,72105460,40027541,70362483,37221415,25284914,69691185,17972978,1544661,47324366,25337670,91133621,63697117,48652228,18538437,79966496,26066529,65334307,8305141,86289387,20178085,88836090,74948034,14101728,7837868,83548120,65602502,83129211,24785681,65000269,49140174,62636621,31096695,52276400,28546681,83631937,57100225,42531528,28326396,38641032,93055463,20525612,66073509,35154065,29007664,12600294,76829494,73917074,67226149,12478806,39842542,70312958,82792046,49668650,46280815,96555182,22966062,83158116,87566530,66277804,7944142,90649884,64342810,9881875,14833854,82959569,50523207,48788762,3801076,14677723,63080506,96215352,36302231,35067168,11695282,19447382,66401373,40822285,41406321,48630216,78955925,57194625,52097877,16169037,44834346,2593695,29948466,41842778,50510473,39669493,64590865,26160800,94882286,2703212,41243905,89363549,82819429,25565895,86836890,58385785,55898457,99305620,43332680,98223672,4494624,25408421,28054121,48197701,90633404,25825550,90631154,24867226,61846156,38911183,67826056,10676975,57116645,474292,82387517,56211477,46555785,49282428,99468990,81172472,26720330,38692582,96073680,88412290,28829489,1816508,75321051,81650509,23175973,42008725,60743468,52532114,731909,77811415,86804961,29675484,33584929,180367,93687804,41093066,5987495,27291494,78229979,63194139,34357776,9992084,22643334,22407822,69740170,29581361,50036776,88768091,82537322,83709895,55361776,90616169,44595355,9468440,54552233,73496954,46104486,92947715,38522993,88515232,57725249,48507967,25309486,91597013,85635814,69579638,68775627,57556546,77900275,95965693,9601780,5448068,54075952,64335883,80114875,14793294,21016639,1959922,93176996,7893733,51407895,45849129,33857790,30096194,78021982,66555961,15842998,77678123,56648395,8171848,80152264,78616680,80098122,22882409,77242219,3124519,60865422,43164198,43256621,73261157,12541949,49780175,23167183,10509251,41809106,25655902,6752559,39850293,50992519,40061483,84526968,93056718,53267125,53914467,39404926,83672449,21484465,34147538,13437853,74079093,50400032,85705998,7557614,10300505,79264856,65669946,23899714,53506926,36081544,11113765,65755643,5826515,60392667,55562374,98132987,80904530,92663352,7283593,3709276,52078745,84847057,34235334,63889320,70036669,58603533,27394053,54766781,50920854,80202681,67618417,82912294,20150728,20042189,86403320,38738266,58393070,50887299,12170654,16212895,37361223,13677457,19503506,20213757,84240441,39618969,26401150,47937678,55871130,79189571,5717133,12444503,95283334,14827147,22008485,56345882,43237192,56980197,68699371,46407250,72120555,70694039,46438829,17774982,36484024,138767,89563532,54847019,7815592,44909604,50479084,17462504,96594465,58317102,92426225,91894699,4501659,43315607,9442814,19705166,87751308,95588126,92372510,20281564,19251355,10321183,34573093,19074704,84678191,24383998,27670253,50223562,34091936,99304371,32477827,54273037,86525073,73253547,33316827,6724062,76707318,78171148,44729510,16697684,68966388,57448392,51380186,35344477,98153122,51825492,27202774,26901641,37527637,88241695,15100257,30418000,21821200,95511035,9289513,83870196,54628801,39402988,88345504,84232433,13925255,70816934,6822742,14400466,430652,87397095,89773413,10883914,89939310,39597573,49356789,62857680,93292662,55644642,81922551,94304087,63705961,137763,22392805,65195561,39498904,22576234,59467794,46389072,66341462,44602153,18204976,45366397,3880945,98231882,27999162,38209350,10599910,77139550,35114264,57109708,93064441,34801782,24938667,84955486,53018874,37969943,64372852,69596670,21288762,12774121,97588451,23575359,10954061,50363988,56263940,61520763,85096643,36250068,19807406,20984386,24520668,44631794,62587890,44963362,7663521,78505677,98442373,90280978,14494324,16069861,11397153,87726305,26133866,42024935,93393929,72575268,76384597,42272046,81658814,40811718,86054463,35997739,51075676,62839927,68179261,1929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SELECT * FROM test WHERE id=93674701 OR id=9720356 OR id=31732184 OR id=53855095 OR id=33144472 OR id=71864888 OR id=27541768 OR id=27238726 OR id=83648428 OR id=12942332 OR id=26918445 OR id=19781953 OR id=81861032 OR id=74800064 OR id=12286132 OR id=6624397 OR id=64942581 OR id=70512799 OR id=46356598 OR id=88292448 OR id=87069909 OR id=38175756 OR id=98121997 OR id=62570414 OR id=15900806 OR id=51527968 OR id=89092372 OR id=8084203 OR id=53772848 OR id=78871524 OR id=3608561 OR id=85909562 OR id=41702172 OR id=61800503 OR id=57877634 OR id=93407278 OR id=30824340 OR id=13159046 OR id=49055339 OR id=73058078 OR id=983603 OR id=73571456 OR id=51694978 OR id=75136628 OR id=82716874 OR id=83551181 OR id=7964224 OR id=47505945 OR id=92695321 OR id=15885152 OR id=79282709 OR id=18572099 OR id=27392970 OR id=14552787 OR id=19848227 OR id=4518183 OR id=11773920 OR id=22285326 OR id=71605145 OR id=2402625 OR id=63365854 OR id=70973600 OR id=10584706 OR id=83688869 OR id=84268419 OR id=6026005 OR id=36545233 OR id=24462648 OR id=19293921 OR id=17561083 OR id=52105483 OR id=59243514 OR id=35230465 OR id=34650779 OR id=30053489 OR id=24225251 OR id=59642405 OR id=81933853 OR id=94495716 OR id=26364324 OR id=25980634 OR id=5579237 OR id=14569289 OR id=89417845 OR id=71178959 OR id=4143920 OR id=20467990 OR id=53316808 OR id=21288525 OR id=82249537 OR id=37737589 OR id=44712689 OR id=36788133 OR id=15668654 OR id=4697556 OR id=63785060 OR id=11555169 OR id=36401204 OR id=92276179 OR id=4135929 OR id=75453019 OR id=28231031 OR id=8649240 OR id=11576980 OR id=20262028 OR id=56242424 OR id=11305608 OR id=5655216 OR id=90240601 OR id=28569373 OR id=5296027 OR id=10739594 OR id=72751648 OR id=22531251 OR id=12535926 OR id=36347415 OR id=19740655 OR id=69125465 OR id=7523885 OR id=88128548 OR id=88830806 OR id=25010302 OR id=29411467 OR id=99614288 OR id=32646290 OR id=16592563 OR id=69036910 OR id=32604729 OR id=88737786 OR id=90169676 OR id=57646877 OR id=72105460 OR 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原创文章,作者:kirin,如若转载,请注明出处:https://blog.ytso.com/244904.html

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