数据库保存记录的机制是建立在文件系统上的,索引也是以文件的形式存储在磁盘上,在数据库中用到最多的索引结构就是B树。尽管索引在数据库领域是不可缺少的,但是对一个表建立过多的索引会带来一些问题,索引的建立要花费系统时间,同时索引文件也会占用磁盘空间。如果并发写入的量很大,每个插入的文档都要建立索引,可想而知,性能会较低。因此合理的建立索引是关键,搞清楚哪些字段上面需要建立索引,索引以什么样的方式建立,我们需要对每个查询过程进行分析,才能得出合理的结论。
1. 索引
在MongoDB上面,索引能够提高读操作及查询性能。没有索引,Mongodb必须扫描集合中的每一个文档,然后选择与查询条件匹配的文档,这种全表扫描的方式是非常低效的。MongoDB索引的数据结构也是B+树,它能够存储一小部分集合的数据,集体来说就是存储集合中建有索引的一个或多个字段的值,而且按照值的升序或者降序排列。对于一个查询来说,如果存在合适的索引,MongoDB能够利用这个索引减少文档的扫描数量,甚至对于某些查询能够直接从索引中返回结果,不需要再去扫描数据集合,这种查询是非常高效的。
1.1 单字段索引
MongoDB默认为所有集合都建立了一个_id字段的单字段索引,而且这个索引是唯一的,不能被删除,_id字段作为一个集合的主键,值是唯一的,对于一个集合来说,也可以在其他字段上创建单字段的唯一索引,如下面所述。
先插入一些数据:
> for(var i=1;i<10;i++){db.customers.insert({"name":"jordan"+i,"country":"American"})}
> for(var i=1;i<10;i++){db.customers.insert({"name":"gaga"+i,"country":"American"})}
> for(var i=1;i<10;i++){db.customers.insert({"name":"ham"+i,"country":"UK"})}
> for(var i=1;i<10;i++){db.customers.insert({"name":"brown"+i,"country":"UK"})}
> for(var i=1;i<10;i++){db.customers.insert({"name":"ramda"+i,"country":"Malaysia"})}
下面建立单字段唯一索引
> db.customers.ensureIndex({name:1},{unique:true})
单字段唯一索引去掉{unique:true}选项就是一个普通的单字段索引。
唯一索引创建成功后,会在相应数据库的系统集合system.indexs中增加一条索引记录,如下所示:
> db.system.indexes.find()
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NYDUAu05bHoY+xRB53SDdnjgqt5N4HascqaLkuI7QkJ4fws4HFehY0iF+RenkicvRI9Qex7zL7y5Okt4Q+C0AudnncbddUHq1c335Y+bjjpmO9/zFYNqXLY4PFE93XTaPoNotaf9BBTjqIRtRmOR97VssjX8QaxAt2mZ0f0RWctbHyRVIvW206a4WvOOjq22WW1o5T3vzI0507oyM/3RH5nhUPv2qpqZhx+riYFUmTRVvkbrWpzW6ekW6VFeW0RvXT8geaQg2bBVvSQrdvVSdef2cbWfZTyeX1WQCwxiiPF3m8TlBpIdJsGbEHljgVFgrFvCbTNp9UsMh1ltGUVqyy6mIyIVYl9ybNlracLvJ6770aC0x79ljmwbSL/PQ0z2rFqclyYVV15Fn7ZFXKmyeLLJfrwZXWzdvduRNkzx7L9ayouFVLzYcRS7ePitTeI7h5lpfdgnVDzVlc3eOHtA6gK/uwWVAmmFW7ddK+ldnddA7KtT1X8tE1LgDjQC+PY8oGnT4WNaXngXh5bFrMo71JoftQ7VyHWlZytXHSMoh3LqwhENZlIqpAR7QpalY983PLm4O2zUW1MBr1ZVQ1JCzT8SwrTtXScO9zzCP6tk7BsYb42S1QT9S8tZNoVz27yuOgWdC38urgJHz7VvxykS03sTft1HMll9dnAUCS2BZXR2sfdHcGpcqWFkTLY8s0r6Fzc9DHA18dJHWkZxnEG+rYUAfxAV1G5P0ObaLcCqv5U+fho4c7T47peJYVx2ppsNZ4TyluaUNcPcvPbkEaLvMtNociNcjjUFkwulDtZ520b8UNAqv/9lnJRfZZAJAk/e49XtNomwd8XIFceWztJUy9l+Z2dFJv0QeujhOpk9+WQbyhsIY6iB/70Vy+8ri6Z+50O3ns584TYzqeZcW5Wtp2po6Q7WSecd7WzW5BNJJrNXVeXB0uC+ak1eLtpH1r2UxRSUYflVxmnwUASSLk5OraPU6ZesUNofI4z5fL1fNbew4AABitSURBVJEXxnu4RvTTKeUGIVG53QKZHdR0BvHI481HjQ1v284ee7rztJiOZ1nxvGtTrVKjrkHt8tjLs9zsJlQeb8LdMQsdyGPnUnCSxz45DYrMPgsAkkSIPK5skRn2dKRMeVy583AaZAC47nJGoI6FdlDTGcQjjxOTY+4ij4dYFaIwHc+ysu2a/5WEGJ091my5SNgpXKPdRMvjWgTbZSHS7LEWD3lcS2+cSi6zzwKAJJEij8uFMQNvLmTK4/pWYcMdVq9kF31ONuzCKpBZ46azQxJ5rN81qPmp6/BRXiskiOl4lhU3eax/Qu6YN0zas+bqWZ52C7f3WB9KmmX1g6gc5HHQLBi/rdW4Ttq3dnncZyWX2WcBQJLIkcflypaorUURabixj63hXmUwcmuoGfHoBLKhLzBODzsceBGc0IVVhiqwg7J16tpKZl45H5iYLuNHW0n254CR5bG/OwelGz8NhTjPElstE+NpjpZDHkPSR0VSqkfjgCY3z/K0W0ukjnYwNSON0IzPcGrK49BZUJOmHjoTvn1zkcf9VXKZow8ASBJB8jjeAL8RZcBYVyc8aI1Wnv4QP4vNGLWWVj9svSE87MLaBCuwg7J36s2B0CI/zfNuzNMkpst40lKSPTpgmw5RbzbVzopZT/64Dx/93TkcHflpKKR5luBqmawLs35hrMUJ/VSkppNptzy0epan3ayRllti222upk0j8ppaOM2WyzxXamHILGhi1aj5Tto3h8XVPVZymaMPAEgSuzyOvLW0h23Hoe5Plz1YFTXYyHcAqqnSnmuh78LM6a8HPtTCqiNq/3S9AKwFUS3HfBGvo43sMl4htv68RwcsC8fggHV7FF9UV9RsqsYySyv1JF/Uv6pE7+POwXMtTB2L9iy51TK8l3qnM3pFqlYVQ8G3epa33WyR+q0v0DUk1muWWaobewXNgnqFubEK0755JL/HSj7kc2gBxo5NHo95j1E/RJ9y7YzxPPmSSj4K3IpxPA4II4JqCTA5GHoASMYqj4OufYShD4I2y6HGddOTSj5snGeZhu6AMEqolgDTQuQSGwCo0iKPIRCjOP7UYxcUJEliWLfVzzquiTMKB4SSXjwrfKRUSwAAAHEgjwEAAAAAAACQxwAAAAAAAADIYwAAAAAAAIAEeQwAAAAAAACQII8BAAAAAAAAEuQxAAAAAAAAQNIuj4tHWWz/IJ/imbLFoyuK97s8FChsaCMAgzTAIBKQXAqS01ZHVtvbCyPIQhu7lvIujMC8krMgOW290ItBphOpI5LTBgMiUEXqswdswSqP02y5Y6pXD4pcZmn5focAw4Y2AjBIAwwiAcmlIDltVaS1vb0wgiy4scj7ePrxCMwrOQuS09YLvRhkOpE6IjltMCCCVqR+esA2bPI4zZa7pbi4o1DYrLDfLuGFDW0EYJAGGEQCbqWQZnkPZTOYGiKs7e2FEWTBnUUeO3MjMK/kLEhOWy/0YpDpROqI5LTBgAhekeL3gO3Y5PEiD7ASugghzZY7mi9saN2xyCPdiuvVIFXfkMJQasi4aS2FVdXpo3gGVENEtb29MJQsBGrwdyxwb4ZiXguSsyA5bd1h8YVeDDKdSB2RnDYYEB1UpNg9oAvdyePqbPnuM+dhQ+uKNFvG0oz9GkSgPB5GDRk7jqWwyHvomYdUQyS1vb0wjCyEa/AjDw6GYV4rkrMgOW1dYfWFXgwynUgdkZw2GBBdVKQpyePq2sndZ83Dhhae1cr702gbOaQbJDoDMUiaZdJagJA4l0IP8nggNWSFnLa3F6RnIXyDH3VwIN28DkjOguS0hcfBF3oxyHQidcQ/bb0MV0YwRhpBFmx0U8mnJI+nScTZYxgi0ZbeC6eX2eMhQds7CAY7ewwQGAY/o6OX4coIxkgjyEJ8JPaAyOOQ0EOADTxqBfK4BWrKIEAeAxQw+BkbvbRJI2gIR5CFHpBotWnL49BH9wnsIfQnBO9+e2vno3WT7tIWkIA1JNwjBgdgtxZGJI+7Of5z/G1vL8ht8ClwGXCa77YIHPyMh/jVspcnIkePNPxQiidJb4nEHtAuj7t1x/IM2/qmlcrHHZtrvWsmWDZF9RDa3JXG3aRyfV2+SOplojFLrcjsZqteWkRWaXRc07ZVzAEJUkNqSa9SDbW6g2v9ueoJQ7FbG3V5bGgIEt3XzSzodr7FzHPwNmQdbKR0u3i9pgrXSmn17TJLy9JYZmnlR55l2hmCG/wQtxvDQg2JEtNozCtq8OOKXylo+/IYWY5XLR2HK4bLjelrs5tnpFtlpR6U91AqbBZsSQvtzm5jS/ecdoO8HtAijxd5PMdXrJJmy4itjsTJhECk2VJv3UYqF/npaZ7VLrbnRRtwPYbK14v8dJnnS7U5cUmbNrhYI6agNcTFp0qrbA4EbGR3EHZrQfF6k8e7ZUHTiMRqQrq4rx+z7W33+iKD6kig9smqB9486WG5XFaqrzoGGYE7J2EbfIlHyVJDOo9sNOYVN/hxxXXwo3wYsa70saihvRtyq0hedgvW9zVncXWPH3IeSoXNgjLBrNqtE3duH1v2XsmF9YB6eRxrfLaOS73dIcxMjojrIXzksfamkykzNnmsveOxyHVdvGvaXASRfNzl8SJbNqb36+380O3WSIZpXY1zFlSbDLUJidn2Onm99qmG2k50c1EtjEbZSK6W3oRt8OXcvlpDDemUUZlX3ODHFcfBj/aGq7wRfTjaeiLHiuRnt0Ddnzrc1K16dh1KBc2C3k/UEVF4d24fW/ZdyaX1gObF1dFsorsbMsRWNhHYQ3jNHrd4bHvAtp+pkTqmzdDYDHG45CqP7Tkbg90qqbBM83pkoWEUiQt1PIjU9np7vfmnzt256GrpTcAGP+YtaWeoIZ0yKvOKG/y44lgKhiHPkI788KOlRXKtSH52C9IMmu8oORSpQR6HyoLR0Wo/68Sd28eWvVZygT1gn3uP1zTqo2kqaQCI6yF6kMeGX20rj02J0NweFI/77LHN7cZgt3XqrA22Xxaqxh24Ok4itb2+Xr9a8aXbj+Tancuult6Ea/Bl9nrUkE4ZlXnFDX5ccS6Fck/mEHPpz3Yyzzhv62a3IBrJ9V6P5z61EFkwJ60Wbyfu3D62THqs5BJ7QBEnV9fu6wx2VWQisIcYhzw2IsnUDsSWx3LttshPT5d5vlyuTp8w3k71yMLGusNdflISpe119fp1QTSWdG07OpdbLb1BHm8+ooZ4Myrzihv8uOI5+KlacIjZdaZdHntVJDe7CZXHm3B3zEIH8ti5FJzksU9OgyKxBxQhjyvbAoY97yOuhxiHPB5wjaghYfZYBjVNbBLIvllYG2YE6liQPNaXzi6jc7nV0hvkcUIN2Z5RmVfc4McV78FP5RJ9zzUOtps9dgvXaDfR8rgWwXZZiDR7rMVDHtfSG6eSS+wBZcjjcjGARBN5IK6H6EEeG2ywrTwWZ9IdiCmPZdutUbU0p2YkW2ShsEw27DakQIo81u7i0vzUtTuXXS29QR5TQ3ZgVOYdbMG5DX70T8gNI+dkYs+aa3F72i2IPS1pS7NsUbvOYXgcNAvGb2s1rhN3dhlb9lfJJfaAUuRxOZsf1UJFpOHujNgq6yqDcWuALkE6LRJQHhuMsLr/ESptsVbQBq0hitE0Jx64yeNwduulWuoGHzqB7Fv0DmdPBCd0G1KGOkp5PCZ3TmLK4/78lBrSaWSjMW8AXxBbyZMie3qzxUhv1Gq5om244laRPO3WEqmjHUxe0wjNcSgVPgtq0hpJ6cSd3caWfVVy5LEN/Rqi7qMMGOtqV7vWaOWO9/hNXDVFabZc5rmSlJDyWNM4LfLT5VJ7HqBD2nRVI9Y928A1pNnoGRaht8QW0m49VUtd1dI2AL5Fv4j9oI3QbcgmWBHyWHPHoawy+WJzM969Ox+RO1sbfE9aCrxHP6WGdBrbWMwbwBcEV/JkXTU0Q5ho6rjfXlozXHGqSJ52s0a6toODzdW0aUSex/A4VBY0sWrUfCfu7DC27LGSD00eR97Dl8bfdhzqnlzptVXUYHu4A9BM3DJLm4aufl+Wd/VDpa9uz2njynxhm1O2pM0QXjwjdjLdpGviHauQ7upd7Ra5WmqrlqG+JUniV/TxD/br5r5+522vj9fX62bxRXW1z6aAlllaKa2122vKbeDu7OetbiG2/rxHP6WGdBTRCMwb1hfkVvLwPu+dzuhjR+NwRX+JcZ2Dl91skfqtL9D5jfUaw1AqaBbUK8y+GcadPZLfYyWXeCazTR5Hu2U7GaLPbclhsDuTJsB4quV4HkJJ2zsl3Ep7PH4KYIBKDjA5ZI53rPI46OoxmHTDjzyWytCr5WZlksT7j9tD2zsJnOeFhu6nAK1QyQGmRU8rI1xokccQCNs+3tGjrF8BIYyiWnpsSILe+eVHH/3SwcFrs9md/f07+/tfPjh49fDwlUuXvnxwcG82u3d09OrhYfHV/aOj965cee/KlQcnJ/eOjspvi4u1b6phquFrr9QGe//o6N3Ll+/VE9l4//kLFyz/NgLXhqNGXWa8iL00y1f/8fMfPvfsl7bKZjVhDTtrzW43qRqaJfvaGIvcPTg5eXB8bC9fraGqP2+EU5TX5y9cePP4+NXDw6f39vqu7ENEu74yxnrLUXRGADAWkMcAAKDl2bNnCzWr1UKqoG3oulLVvHl8/PWrV3/21FMPb99+OJ8/nM8f3r69el+8Kf8tPnnqqYfFxY1vLW9M7y1Xaq/RJrLx3v6vNketUTdit1/mmE2LnS2JdMl1a/a1MZZl2lq+rT9vhKNLxrefeKKoma8dHb16ePgrjz320Uce6dulAABAPMhjAAAo+egjjzx/7ty/vXTpp7du2bTQFrqOF68IL4u8n8+/c/36u5cvF3d8Stnct88BAIAkkMcAABF4em/vSwcHb52ceC3T/fyFC8VL+2GQi8uv3jw+/h9PPNG/vOHFq6OX+a7NB1evFr5Z+EKhnJ89e7bvZgMAAKKDPAYA6JRfO3fugytXtlmma/8wyMWtX/HiNe6X1QH/5ubNd9JU3e/92tHRHzz+ODucAQBGCPIYJkIxd/d2mjYO4CkOhnE52KZ10k87Qed7Tet5RaZDg6pfmU7QsZwYVBikPOSm+m/VRI4JqEZU/avaWXskj3Z3q2UKtPWT3WdrfY9lKnL0dpr+5Mkn+xcAPQoP07/VmwXqV9VZPvVi7Rt7+Npvtde0BuiYNXs4plSZzLJdNi12tiTSJddblKy6J9klm6afN8LRpsr0cr/MsKu5+v6LFy/23bkBAEBQkMcwdMqzcE1H2t6bzf7i+vXmmKx6MIx27GUfFan/BrlGHflVv7IcGlT9ypQdbZhVg1S3jzbOzvFKQDWiRqSmDGpt4mI9l0+8/t0xBFOOhvjSipbyX4sFTL/1quoczWW5zDGbFjtbEumSa3cXUG3rUr6tP2+E0/iJWoe79JEHJyeWQ8XtB5ibzveu3pr8+tWr92YzZqoBACKBPIah8PTe3utHRx9cvVrMbTbPwjUNExujJV68eDm+7FpoC103nz+cz79x7dpXTk5e3t9/eX//7uHh3cPDVy5dunt4+MZsdn82u3t4WHz1xmz2/pUr71+9+uDk5P5sVn5bXKx9Uw1TDV97pTbYN2azr16+fH82MwX48v7+Fy5csPzbCFwbjhp1mfEi9oZZtstmNWHaALWJNMWlhmbJvjbGIncPTk4enJzYy1drqOrPG+GU5fXta9ds8r7xJqx3+N4l0fpL9d5BXfz/8MaNxnIeryVC2hPm7Y/44llZADBFkMcgn48+8sjrR0fN8Xfv4oEXL/eXZUbL/q/lwyAXt331nevXv3JyotVCqqA16brXj47uHh5+miOCIQpP7+29enBQ3oV5/ejo3cuXv1OuIZrr1ju4uEmPrYd2OU/rlLv6remGcquMn88fVp6V5TtbXt2YY3oatrpnx7K5SX0mtvpV+XDs1gd9ewWubjuqPj+M49wAxgDyGITza+fO/ejmzf4HKLx47fIyjThb/7V8GORi3Vc/ffLJ33388RfOn+c5sTAmPvrII59+7LFXDw5en81euXTprePjD65e1exMabyxvJ/Iy008G2W2fXWJaTuDe1zar7R3E7bIiHp/oRGykuzyOLftjr3wOvzCsqesuDtwr/7Ueu2hJC4J017QOBzEtHegemdEPeLEdAtDewOlcUH1Dojleu0WBm5ngI2NPF7kp/li63D2z5x5/tw5y2lAJs9Ub8s16rrpFqDLUUmOtyFVV29dqqT6nuOypS7aqbBHE3ndoLWv77I05fbGtHjzB48/HuwxM2U/p3bb1QvmytDHMipymbjzvaaRDLuIMn1lyo42zMaAQP3XMnCxp039a8mgNv0u1nP5xOvfHUMw5Wg+fzif//TJJ/9Lmnot0/3ChQvFS/thkIvLr4o5XoYLMDV++dFHC81c+MXvXrr0Tpr+uHzud6OJU9tbXryKl0Xet/67RTimN7d1ywS01zsmTHuB5VfViLRnmlS/UhPf+FB7b6Xxc8v1aoLrKf/xrVvvpCkdH9Sozh6n2fJ0maX+gTx/7tzfmmqe3TMb36p13eQ/O7ZEdldXr9Sm05R+R58M1U65t2W+lvFKvEu5uMRrurj6K+2/pjemguBorsZlHM0VJARDjj64du2F8+fDtt4A0CnPnj1byubqraX7R0eaHkf73v6tepmlVeTFi1fYV93FfnLz5reuXTPNUavzXva5wMacuf29+z4F9T0PmeuE5uLqRe6rkC+eOfN/acF5df1qKBD181YBNp8/nM+/e+OGesqL6cgfy5Ez7rN8vte0nldkOjSo+pXpBB3LiUGFQcpDbqr/Vk3kmIBqRNW/qp21R/Jod7dapkBbP9l9ttb3WKZyz+2/o98CGB1fvHjReAuy+t7+rXrZbd3RXI0LGv2glyY3/bxVxvPiNeLX7bY56rl1tKm+VyfJLe+1QbU2HUpK3rtypbEx3vGBmtUbAe9dufKNq1cdn+hpWXurDbkI1uV2QxnpH/Y1gtLsPfZUyP/qYx/rv2bzGtlLO5tnPpqrOAvXdKTtG7PZ2ycndzl4EwAAAvH03t7vXLpkOejb5QBz0/ne5a3JBycnH9640fPRXC7i2SKzVVmu/Urt+h3j0n6lvWaLjKj3F+xB8eIV82W6s2ZpK7T/lj93XzZoCtAUcvne1IKpka4/6eHx8vqjuXwUMvKYV8zXhzdvvnV8zFm4AAAwEZ7e27t3dPStJ55oLOfxWiKkPWHetFKp+hPjs7Iclbk6JvYafLfGpf0q8tFcjTdb/LvFD01vtGnbOp2mCyy/shtWrR5qsKYQ1Dy2Xq+9xmR5XkJeiht+PPL8lvHkameFfPHMmf9nqXl2z9S2gxYHsATu9a/d1dUrLe21/XOXxO/YTrl8sp1lvBLvUi6OjakhU3996xa7NwEAACLTeFaW72x5dWOO6WnY6p4dy+Ym9ZnY6lflw7FbH/TtFbi67ejl/X3NcW6NYWHrv43RkcsPTW9uczSXwSyWYS0vUS+lOv3R449HbfJsD3ZyVsjPnzv3M7WKG3KofzNXXEXrAJbAvf61u7p6pTadpvSrGbQnfsd2yuWT7SzjlXiXcnGJ13DxvaMjnjEDAAAAYqke57bdsRdeh19Y9pQVdweqywTUJf3uCdNe0DgcxLR3oHpnRD3ixHQLQ3sDpXFB9Q6I5Xr15si//7mfeydNf/zkk/rhaPWvqqW16tp9UG0aJzfe279V34/p1Thrdj5/ePv21y5fjurJLc89dlbI+2fOvHD+vOU0IJNnqrflGnXddAtQDXy743O0rt66VEn1PcdlS120U2GPJvK6QWspSntTbm9MyzdvHR/fZc8wAAAAAATln50793aa/uTWrWEfzVX9lSqwtcq/8a86H9Yq4x0jskyzmd7oXsLkcVI87mmHByIDAAAAAACI5NmzZ+8dHb23ntZW56jVeS/7XGBjztz+3n2fQuP9u2la09vjOJpL95K0uDrZ5jlPAAAAAAAA0CnVI/QbG+MdH6hZvRHw/pUr37x2zfGJnpa1t9qQy9P4LbcbvnblikYeCzqaK0EbAwAAAAAAQOdsznuuvMQ82ClBGwMAAAAAAEAknj937ke3bhXC+KdPPvlbH/tYD4nY/bnHAAAAAAAAADtSnPf8wvnz+2fO9JMCjTxGGwMAAAAAAMDUaMpjtDEAAAAAAABMkKo8TrMl2hgAAAAAAACmyEYeL3IebwwAAAAAAAATpeW5xwAAAAAAAABTAHkMAAAAAAAAgDwGAAAAAAAAQB4DAAAAAAAAJMhjAAAAAAAAgAR5DAAAAAAAAJAgjwEAAAAAAAAS5DEAAAAAAABAgjwGAAAAAAAASJDHAAAAAAAAAAnyGAAAAAAAACBBHgMAAAAAAAAkyGMAAAAAAACABHkMAAAAAAAAkCCPAQAAAAAAABLkMQAAAAAAAECS/H8Y3nJJTJ3CYQAAAABJRU5ErkJggg==" alt="" />
最后一条画红线的是刚刚添加的唯一索引。索引记录中v表示索引的版本;key表示索引建立在哪个字段上;1表示索引按照升序排列;索引记录所在的命名空间,name表示唯一索引的名称。唯一索引与普通索引的区别是要求插入的所有记录在创建索引的键值上唯一。
下面执行查询,一个用索引字段作为查询选择器;一个不用索引字段作为查询选择器进行比较。
> db.customers.find({"name":"ramda9"}).explain()
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" alt="" />
aaarticlea/png;base64,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" alt="" />
以上查询语句执行返回的结果用到了刚刚创建的索引:
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZgAAAArCAIAAADKcAltAAADxElEQVR4nO2d25mDIBBG04+tUAqNUAh9UNo+GBOBGcWsIOg5T/up4TIMvzCA+3q1xbjgTOM8AQBOBSEDgOHZEzLjQggBsQOAjtkRssn6EEIIwdupXaEAAI5g3K5EGYeQAUC/GFcyazQOHQOAHpmDXwUChYwBwNAYx6QSAAAAAAAAAAAAAAAAAAAAYJP5DNK8xWL+m2OV7em5FXou2yVgkA55nwn3duJ8+HX03Ao9l+0SMEh/vI+EO/M6sNO/TkHcc7fddtMKAj2X7RIwSH+sh8WT9XtNsm7C03i/0mq5w+fjHWmxP/le/j492ApN6bls9TBO9YhnGqRz1mcoS85TVhGyJfeaHqG+ODc8thlHW6ElPZetFpP1uo8/0SC9s57MFXzKpyrVhcw5J0nw9ULWUyuk9Fy281kP0RUhe5ZB4Dj1hcyI84DrhQx6Y3NEBrBFAyF7v3JjD0XIIAUhewCT9VX0pomQCcHZ+woZ62m/gpDdlu/Kn9Y3lvjCVy92liKTNUNNyLZzju4GZ9SsP3qVDspyIYvTTIdw77veTtFiq7o0WmS8GizFq5/hsaYfwLwI2f2ZrNedxbgQnI2ekH0iVxPRC9Pxk/KPA/Kd1XkY9qtXSaKxkM0FybtWdCXaATlZH7xfRqmZHBdWoQZNR2RlTT+IeRGy+7MrZEI0XXLnLI38YuFjS6k+l8XJ71qvomJGQiYuB2RuHZchql9ingNVGJyiph/FvAjZ/dkfkUmjr/UvFC/J/E/5nyiany6DvMl6yQVzvXonXhAjS0tS3NMOVmFkipq+7KfXmxchuz//FzLFzwofkxYe13c0B0z06juA0IQs2lP0W087XoVxOSpkXZsXIbs/TYVMRXGyDRfO9Gp5Nr0hxMh/HTL8UoVRKRWyIcyLkN2fy0dkWyVzRpUyZXHSW7u+IceK/9PT7jaF1Chu+hHMi5Ddn2YxsoPO9FmnVKRMmkGmc1HtBPCvPe1J/aGg6ccx75Ma7qn8X8hkNxFe1kosV4rmR9stlPTlpGoK2aEqnE/77RdthayeeU8Qss2ALVzPCUIm7v6Zj3SHvamIlEO+3UJURXWB4Htj/dnP9ZWw7LW1Jq/RVk8rrUINhGhU5dz2mn4U857wiZdPxZ4SWhiFbDu2LDpppHV9UYn6Ls8bJ3tOnHOciLSLPA4Bv1PWY8DZ2zv+/Zzqcm3ubv57b1WAeefHbjGbb+1vkN2Rpu/avOLywc8JyhFBAICRMHytDADGBhkDgDPY3GlWc6r/pI03AAAAAAAAAAAAAAAAAAD98ged8PQLHFAcgAAAAABJRU5ErkJggg==" alt="" />
> db.customers.find({"country":"Malaysia"}).explain()
aaarticlea/png;base64,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" alt="" />
以上查询语句执行返回的结果没有用到刚刚创建的索引。
1.2 复合索引
MongoDB支持多个字段的复合索引,复合索引支持匹配多个字段的查询。
给上面插入的数据创建一个复合索引:
> db.customers.ensureIndex({name:1,country:1})
1.3 数组的多键索引
如果对一个值为数组类型的字段创建索引,则会默认对数组中的每一个元素创建索引。
1.4 索引管理
通过上面创建的索引可以看到,索引记录都保存在特殊的集合system.indexs中。创建索引的语法如下所示:
>db.collection.ensureIndex(keys,options)
keys是一个document文档,包含需要添加索引的字段和索引的排序方向;option是可选参数,控制索引的创建方式。
索引的删除并不是直接找到索引所在的集合system.indexs,通过在集合上执行remove命令来删除,而是通过执行集合上的命令dropIndex来删除的。例如删除上面创建的如下复合索引。
> db.customers.dropIndex("name_1_country_1")
其中参数为索引的名称。
2. 查询优化
查询优化的目的是找出慢的查询语句,分析慢的原因,然后优化此查询语句。
Mongodb对于超过100ms的查询语句,会自动地输出到日志文件里面,因此找出慢查询的第一步是查看MongoDB的日志文件,如果觉得这100ms阈值过大,可以通过mongod的服务启动选项showms来设置,它的默认值是100ms。
用上面的方法找出慢查询可能比较粗糙,第二种定位慢查询的方法是打开数据库的监视功能,它默认是关闭的,可以通过下面的命令打开。
db.setProfilingLevel(level,[slowms])
参数level是监视级别,值为0表示关闭数据库的监视功能,为1表示只记录慢查询,为2表示记录所有操作;slown为可选参数,设定慢查询的阈值。
所有监视的结果都将保存到一个特殊的集合systemn.profile中。
通过上面的两种方法可以找出慢查询的语句,然后通过建立相应的索引基本可以解决绝大部分的问题。但是有时我们需要更加精细的优化代码,这就需要分析这些慢查询的执行计划,查看查询是否用到索引,是否与我们想要的执行计划相同,用Mongodb的explian命令可以查看执行计划。