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padding: 0px 0px 0px 14px; background: url("../../../images/ico_view.png") left center no-repeat;"><a title="闃呰嬈℃暟" style="color: #336699; text-decoration: none;">闃呰</a>(32100)</span> <span title="璇勮嬈℃暟" style="margin: 0px 5px; padding: 0px 0px 0px 14px; background: url("../../../images/ico_comm.png") left center no-repeat;"><a title="璇勮嬈℃暟" style="color: #336699; text-decoration: none;">璇勮</a>(34)</span></div><div></div></div><div article_item"="" style="clear: both; background: url("../images/line_1.gif") center bottom repeat-x #ffffff; color: #333333; font-family: Arial, Console, Verdana, "Courier New"; font-size: 12px;"><div style="margin: 5px 0px; color: #000000; font-stretch: normal; font-size: 20px; line-height: 30px; font-family: "Microsoft YaHei";"> <h1><a style="color: #000000; text-decoration: none;">銆愮櫧璇濈粡鍏哥畻娉曠郴鍒椾箣鍗佸叚銆?#8220;鍩烘暟鎺掑簭”涔嬫暟緇勪腑緙哄け鐨勬暟瀛?/a></h1></div><div style="text-indent: 2em; color: #666666; font-stretch: normal; font-size: 14px; line-height: 24px; font-family: Arial;">棣栧厛鐪嬬湅棰樼洰瑕佹眰錛?緇欏畾涓涓棤搴忕殑鏁存暟鏁扮粍錛屾庝箞鎵懼埌絎竴涓ぇ浜?錛屽茍涓斾笉鍦ㄦ鏁扮粍鐨勬暣鏁般傛瘮濡俒1,2,0]榪斿洖3錛孾3,4,-1,1]榪斿洖2錛孾1, 5, 3, 4, 2]榪斿洖6錛孾100, 3, 2, 1, 6,8, 5]榪斿洖4銆傝姹備嬌鐢∣(1)絀洪棿鍜孫(n)鏃墮棿銆?榪欓亾棰樼洰鍒濈湅娌℃湁澶ソ鐨勬濊礬錛屼絾鏄熼壌涓嬨婄櫧璇濈粡鍏哥畻娉曠郴鍒椾箣鍗佷竴閬撴湁瓚g殑GOOGLE闈㈣瘯棰樸嬭繖綃囨枃绔狅紝鎴戜滑涓嶅彂鐜頒嬌鐢?#8220;鍩烘暟鎺掑簭”姝eソ鍙互鐢ㄦ潵瑙e喅榪欓亾棰樼洰...</div><div style="padding-top: 5px; padding-bottom: 5px; color: #999999; font-stretch: normal; line-height: 24px; font-family: Arial;"><span style="margin: 0px 5px 0px 0px;">2013-10-15 10:17</span> <span title="闃呰嬈℃暟" style="margin: 0px 5px; padding: 0px 0px 0px 14px; background: url("../../../images/ico_view.png") left center no-repeat;"><a title="闃呰嬈℃暟" style="color: #336699; text-decoration: none;">闃呰</a>(13580)</span> <span title="璇勮嬈℃暟" style="margin: 0px 5px; padding: 0px 0px 0px 14px; background: url("../../../images/ico_comm.png") left center no-repeat;"><a title="璇勮嬈℃暟" style="color: #336699; text-decoration: none;">璇勮</a>(11)</span></div><div></div></div><div article_item"="" style="clear: both; background: url("../images/line_1.gif") center bottom repeat-x #ffffff; color: #333333; font-family: Arial, Console, Verdana, "Courier New"; font-size: 12px;"><div style="margin: 5px 0px; color: #000000; font-stretch: normal; font-size: 20px; line-height: 30px; font-family: "Microsoft YaHei";"> <h1><a style="color: #000000; text-decoration: none;">銆愮櫧璇濈粡鍏哥畻娉曠郴鍒椾箣鍗佷簲銆?#8220;涓姝ュ崈閲?#8221;涔嬫暟緇勬壘鏁?/a></h1></div><div style="text-indent: 2em; color: #666666; font-stretch: normal; font-size: 14px; line-height: 24px; font-family: Arial;">銆愮櫧璇濈粡鍏哥畻娉曠郴鍒椾箣鍗佷簲銆?#8220;涓姝ュ崈閲?#8221;涔嬫暟緇勬壘鏁?鏈夎繖鏍蜂竴涓暟緇凙錛屽ぇ灝忎負n錛岀浉閭誨厓绱犲樊鐨勭粷瀵瑰奸兘鏄?銆傚錛欰={4,5,6,5,6,7,8,9,10,9}銆傜幇鍦紝緇欏畾A鍜岀洰鏍囨暣鏁皌錛岃鎵懼埌t鍦ˋ涓殑浣嶇疆銆傞櫎浜嗕緷嬈¢亶鍘嗭紝榪樻湁鏇村ソ鐨勬柟娉曚箞錛?..</div><div style="padding-top: 5px; padding-bottom: 5px; color: #999999; font-stretch: normal; line-height: 24px; font-family: Arial;"><span style="margin: 0px 5px 0px 0px;">2013-09-02 12:57</span> <span title="闃呰嬈℃暟" style="margin: 0px 5px; padding: 0px 0px 0px 14px; background: url("../../../images/ico_view.png") left center no-repeat;"><a title="闃呰嬈℃暟" style="color: #336699; text-decoration: none;">闃呰</a>(25918)</span> <span title="璇勮嬈℃暟" style="margin: 0px 5px; padding: 0px 0px 0px 14px; background: url("../../../images/ico_comm.png") left center no-repeat;"><a title="璇勮嬈℃暟" style="color: #336699; text-decoration: none;">璇勮</a>(39)</span></div><div></div></div><div article_item"="" style="clear: both; background: url("../images/line_1.gif") center bottom repeat-x #ffffff; color: #333333; font-family: Arial, Console, Verdana, "Courier New"; font-size: 12px;"><div style="margin: 5px 0px; color: #000000; font-stretch: normal; font-size: 20px; line-height: 30px; font-family: "Microsoft YaHei";"> <h1><a style="color: #000000; text-decoration: none;">銆愮櫧璇濈粡鍏哥畻娉曠郴鍒椾箣鍗佷笁銆戦殢鏈虹敓鎴愬拰涓篠鐨凬涓鏁存暟——鎶曞獎娉?/a></h1></div><div style="text-indent: 2em; color: #666666; font-stretch: normal; font-size: 14px; line-height: 24px; font-family: Arial;">銆愮櫧璇濈粡鍏哥畻娉曠郴鍒椾箣鍗佷笁銆戦殢鏈虹敓鎴愬拰涓篠鐨凬涓鏁存暟——鎶曞獎娉?nbsp;     闅忔満鐢熸垚鍜屼負S鐨凬涓鏁存暟鏈夊緢澶氱瑙f硶銆備笅闈㈣瑙d竴縐嶆瘮杈冮珮鏁堜笖姣旇緝鏈夎叮鍛蟲х殑瑙f硶——鎶曞獎娉曘?nbsp;   浠ョ敓鎴愬拰涓?0鐨?涓暟涓轟緥錛屽彲浠ュ厛鐢熸垚闅忔満鐢熸垚0鍒?0涔嬮棿鐨勪笁涓暟瀛楀啀鎺掑簭錛屽亣璁懼緱鍒頒簡4錛?錛?8銆傜劧鍚庡湪X-Y鏁拌醬涓婄敾鍑鴻繖涓変釜鏁幫紝濡備笅鍥撅細鐒跺悗灝嗚繖浜涙暟鍊兼姇褰卞埌Y杞翠笂錛屽彲寰椾笅鍥撅細鐢卞浘寰堝鏄撶湅鍑篈B錛孊C錛孋D錛孌E榪欏洓孌電殑闀垮害...</div><div style="padding-top: 5px; padding-bottom: 5px; color: #999999; font-stretch: normal; line-height: 24px; font-family: Arial;"><span style="margin: 0px 5px 0px 0px;">2013-01-04 13:46</span> <span title="闃呰嬈℃暟" style="margin: 0px 5px; padding: 0px 0px 0px 14px; background: url("../../../images/ico_view.png") left center no-repeat;"><a title="闃呰嬈℃暟" style="color: #336699; text-decoration: none;">闃呰</a>(15710)</span> <span title="璇勮嬈℃暟" style="margin: 0px 5px; padding: 0px 0px 0px 14px; background: url("../../../images/ico_comm.png") left center no-repeat;"><a title="璇勮嬈℃暟" style="color: #336699; text-decoration: none;">璇勮</a>(46)</span></div><div></div></div><div article_item"="" style="clear: both; background: url("../images/line_1.gif") center bottom repeat-x #ffffff; color: #333333; font-family: Arial, Console, Verdana, "Courier New"; font-size: 12px;"><div style="margin: 5px 0px; color: #000000; font-stretch: normal; font-size: 20px; line-height: 30px; font-family: "Microsoft YaHei";"> <h1><a style="color: #000000; text-decoration: none;">銆愮櫧璇濈粡鍏哥畻娉曠郴鍒椾箣鍗佷簩銆戞暟緇勪腑鍙嚭鐜?嬈$殑涓や釜鏁板瓧(鐧懼害闈㈣瘯棰?</a></h1></div><div style="text-indent: 2em; color: #666666; font-stretch: normal; font-size: 14px; line-height: 24px; font-family: Arial;">寰崥http://weibo.com/MoreWindows宸插紑閫氾紝嬈㈣繋鍏蟲敞銆傛湰緋誨垪鏂囩珷鍦板潃錛歨ttp://blog.csdn.net/MoreWindows/article/category/859207棣栧厛鏉ョ湅棰樼洰瑕佹眰錛氬湪涓涓暟緇勪腑闄や袱涓暟瀛楀彧鍑虹幇1嬈″錛屽叾瀹冩暟瀛楅兘鍑虹幇浜?嬈★紝 瑕佹眰灝藉揩鎵懼嚭榪欎袱涓暟瀛椼?nbsp;   鑰冭檻涓嬭繖涓鐩殑綆鍖栫増——鏁扮粍涓櫎涓涓暟瀛楀彧鍑虹幇1嬈″錛屽叾瀹冩暟瀛楅兘鎴愬鍑虹幇錛岃姹傚敖蹇?..</div><div style="padding-top: 5px; 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text-decoration: none;">鐧借瘽緇忓吀綆楁硶緋誨垪涔嬪洓 鐩存帴閫夋嫨鎺掑簭鍙婁氦鎹簩涓暟鎹殑姝g‘瀹炵幇</a></h1></div><div style="text-indent: 2em; color: #666666; font-stretch: normal; font-size: 14px; line-height: 24px; font-family: Arial;">鐩存帴閫夋嫨鎺掑簭鍜岀洿鎺ユ彃鍏ユ帓搴忕被浼鹼紝閮藉皢鏁版嵁鍒嗕負鏈夊簭鍖哄拰鏃犲簭鍖猴紝鎵涓嶅悓鐨勬槸鐩存帴鎾斁鎺掑簭鏄皢鏃犲簭鍖虹殑絎竴涓厓绱犵洿鎺ユ彃鍏ュ埌鏈夊簭鍖轟互褰㈡垚涓涓洿澶х殑鏈夊簭鍖猴紝鑰岀洿鎺ラ夋嫨鎺掑簭鏄粠鏃犲簭鍖洪変竴涓渶灝忕殑鍏冪礌鐩存帴鏀懼埌鏈夊簭鍖虹殑鏈鍚庛?  璁炬暟緇勪負a[0…n-1]銆?1.      鍒濆鏃訛紝鏁扮粍鍏ㄤ負鏃?..</div><div style="padding-top: 5px; padding-bottom: 5px; color: #999999; font-stretch: normal; line-height: 24px; font-family: Arial;"><span style="margin: 0px 5px 0px 0px;">2011-08-09 11:15</span> <span title="闃呰嬈℃暟" style="margin: 0px 5px; padding: 0px 0px 0px 14px; background: url("../../../images/ico_view.png") left center no-repeat;"><a title="闃呰嬈℃暟" style="color: #336699; text-decoration: none;">闃呰</a>(29055)</span> <span title="璇勮嬈℃暟" style="margin: 0px 5px; padding: 0px 0px 0px 14px; background: url("../../../images/ico_comm.png") left center no-repeat;"><a title="璇勮嬈℃暟" style="color: #336699; text-decoration: none;">璇勮</a>(38)</span></div><div></div></div><div article_item"="" style="clear: both; background: url("../images/line_1.gif") center bottom repeat-x #ffffff; color: #333333; font-family: Arial, Console, Verdana, "Courier New"; font-size: 12px;"><div style="margin: 5px 0px; color: #000000; font-stretch: normal; font-size: 20px; line-height: 30px; font-family: "Microsoft YaHei";"> <h1><a style="color: #000000; text-decoration: none;">鐧借瘽緇忓吀綆楁硶緋誨垪涔嬩笁 甯屽皵鎺掑簭鐨勫疄鐜?/a></h1></div><div style="text-indent: 2em; color: #666666; font-stretch: normal; font-size: 14px; line-height: 24px; font-family: Arial;">甯屽皵鎺掑簭鐨勫疄璐ㄥ氨鏄垎緇勬彃鍏ユ帓搴忥紝璇ユ柟娉曞張縐扮緝灝忓閲忔帓搴忥紝鍥燚L錛嶴hell浜?959騫存彁鍑鴻屽緱鍚嶃?  璇ユ柟娉曠殑鍩烘湰鎬濇兂鏄細鍏堝皢鏁翠釜寰呮帓鍏冪礌搴忓垪鍒嗗壊鎴愯嫢騫蹭釜瀛愬簭鍒楋紙鐢辯浉闅旀煇涓?#8220;澧為噺”鐨勫厓绱犵粍鎴愮殑錛夊垎鍒繘琛岀洿鎺ユ彃鍏ユ帓搴忥紝鐒跺悗渚濇緙╁噺澧為噺鍐嶈繘琛屾帓搴忥紝寰呮暣涓簭鍒椾腑鐨勫厓绱犲熀鏈湁搴忥紙澧?..</div><div style="padding-top: 5px; padding-bottom: 5px; color: #999999; font-stretch: normal; line-height: 24px; font-family: Arial;"><span style="margin: 0px 5px 0px 0px;">2011-08-08 11:41</span> <span title="闃呰嬈℃暟" style="margin: 0px 5px; 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padding-bottom: 5px; color: #999999; font-stretch: normal; line-height: 24px; font-family: Arial;"><span style="margin: 0px 5px 0px 0px;">2011-08-06 19:27</span> <span title="闃呰嬈℃暟" style="margin: 0px 5px; padding: 0px 0px 0px 14px; background: url("../../../images/ico_view.png") left center no-repeat;"><a title="闃呰嬈℃暟" style="color: #336699; text-decoration: none;">闃呰</a>(118661)</span> <span title="璇勮嬈℃暟" style="margin: 0px 5px; padding: 0px 0px 0px 14px; background: url("../../../images/ico_comm.png") left center no-repeat;"><a title="璇勮嬈℃暟" style="color: #336699; text-decoration: none;">璇勮</a>(81)</span></div><div></div></div><div article_item"="" style="clear: both; background: url("../images/line_1.gif") center bottom repeat-x #ffffff; color: #333333; font-family: Arial, Console, Verdana, "Courier New"; font-size: 12px;"><div style="margin: 5px 0px; color: #000000; font-stretch: normal; font-size: 20px; line-height: 30px; font-family: "Microsoft YaHei";"> <h1><a style="color: #000000; text-decoration: none;">鐧借瘽緇忓吀綆楁硶緋誨垪涔嬩竴 鍐掓場鎺掑簭鐨勪笁縐嶅疄鐜?/a></h1></div><div style="text-indent: 2em; color: #666666; font-stretch: normal; font-size: 14px; line-height: 24px; font-family: Arial;">鍐掓場鎺掑簭鏄潪甯稿鏄撶悊瑙e拰瀹炵幇錛岋紝浠ヤ粠灝忓埌澶ф帓搴忎婦渚嬶細 璁炬暟緇勯暱搴︿負N銆?1錛庢瘮杈冪浉閭葷殑鍓嶅悗浜屼釜鏁版嵁錛屽鏋滃墠闈㈡暟鎹ぇ浜庡悗闈㈢殑鏁版嵁錛屽氨灝嗕簩涓暟鎹氦鎹€?2錛庤繖鏍峰鏁扮粍鐨勭0涓暟鎹埌N-1涓暟鎹繘琛屼竴嬈¢亶鍘嗗悗錛屾渶澶х殑涓涓暟鎹氨“娌?#8221;鍒版暟緇勭N-1涓綅緗?3錛嶯=N-1錛屽鏋淣...</div><div style="padding-top: 5px; padding-bottom: 5px; color: #999999; font-stretch: normal; line-height: 24px; font-family: Arial;"><span style="margin: 0px 5px 0px 0px;">2011-08-06 19:20</span> <span title="闃呰嬈℃暟" style="margin: 0px 5px; padding: 0px 0px 0px 14px; background: url("../../../images/ico_view.png") left center no-repeat;"><a title="闃呰嬈℃暟" style="color: #336699; text-decoration: none;">闃呰</a>(166505)</span> <span title="璇勮嬈℃暟" style="margin: 0px 5px; padding: 0px 0px 0px 14px; background: url("../../../images/ico_comm.png") left center no-repeat;"><a title="璇勮嬈℃暟" style="color: #336699; text-decoration: none;">璇勮</a>(94)</span></div></div><img src ="http://m.tkk7.com/xiaomage234/aggbug/432621.html" width = "1" height = "1" /><br><br><div align=right><a style="text-decoration:none;" href="http://m.tkk7.com/xiaomage234/" target="_blank">灝忛┈姝?/a> 2017-06-23 11:17 <a href="http://m.tkk7.com/xiaomage234/archive/2017/06/23/432621.html#Feedback" target="_blank" style="text-decoration:none;">鍙戣〃璇勮</a></div>]]></description></item><item><title>娣卞害瀛︿範鍩硅鐝礬綰?/title><link>http://m.tkk7.com/xiaomage234/archive/2017/05/17/432534.html</link><dc:creator>灝忛┈姝?/dc:creator><author>灝忛┈姝?/author><pubDate>Wed, 17 May 2017 03:28:00 GMT</pubDate><guid>http://m.tkk7.com/xiaomage234/archive/2017/05/17/432534.html</guid><wfw:comment>http://m.tkk7.com/xiaomage234/comments/432534.html</wfw:comment><comments>http://m.tkk7.com/xiaomage234/archive/2017/05/17/432534.html#Feedback</comments><slash:comments>0</slash:comments><wfw:commentRss>http://m.tkk7.com/xiaomage234/comments/commentRss/432534.html</wfw:commentRss><trackback:ping>http://m.tkk7.com/xiaomage234/services/trackbacks/432534.html</trackback:ping><description><![CDATA[from:http://blog.csdn.net/hemeinvyiqiluoben/article/details/62439861<br /><br /><table style="background-color: #ffffff; color: #606060; font-family: "microsoft yahei"; font-size: 15px; line-height: 22.5px; width: 669px;"><tbody><tr><td rowspan="2"><strong>璇劇▼瀹夋帓<br />絎竴澶?nbsp;<br />涓婂崍</strong></td><td><strong>涓銆佹満鍣ㄥ涔犲熀紜</strong></td><td>1.綰挎т唬鏁?br />(1).鐭╅樀榪愮畻  (2).鍚戦噺榪愮畻<br />(3).SVD      (4).PCA<br />2.姒傜巼淇℃伅璁?br />(1).姒傜巼鍒嗗竷  (2).鏈熸湜銆佹柟宸佸崗鏂瑰樊<br />(3). 璐濆彾鏂?nbsp;  (4).緇撴瀯姒傜巼妯″瀷<br />3.鏁板間紭鍖?/td></tr><tr><td><strong>浜屻佹繁搴﹀涔犲熀紜</strong></td><td>1.娣卞害瀛︿範浠嬬粛 <br />(1).鍙戝睍鍘嗗彶  (2).涓昏搴旂敤<br />2.鎰熺煡鍣?nbsp;     <br />3.浜哄伐紲炵粡緗戠粶<br />4.鍓嶉紲炵粡緗戠粶  <br />5.BP綆楁硶      <br />6.Hessian鐭╅樀</td></tr><tr><td><strong>絎竴澶?br />  涓嬪崍</strong></td><td><strong>涓夈佹繁搴﹀涔犺繘闃?--鍗風Н紲炵粡緗戠粶</strong></td><td>1.CNN鍗風Н紲炵粡緗戠粶<br />(1).鍗風Н灞傦紙涓緇村嵎縐佷簩緇村嵎縐級<br />(2).姹犲寲灞傦紙鍧囧兼睜鍖栥佹渶澶ф睜鍖栵級<br />(3). 鍏ㄨ繛鎺ュ眰<br />(4).嬋媧誨嚱鏁板眰<br />(5).Softmax灞?br />2.CNN鍗風Н紲炵粡緗戠粶鏀硅繘<br />(1).R-CNN 錛圫PPNET錛?br />(2).Fast-R-CNN<br />(3).Faster-R-CNN 錛圷OLO銆丼SD錛?br />3.娣卞害瀛︿範鐨勬ā鍨嬭緇冩妧宸?br />4.姊害涓嬮檷鐨勪紭鍖栨柟娉曡瑙?/td></tr><tr><td><strong>絎簩澶?br />涓婂崍</strong></td><td><strong>鍥涖佹繁搴﹀涔犺蔣浠?/strong></td><td>1.娣卞害瀛︿範鐩稿叧杞歡鐨勫畨瑁呴厤緗笌浣跨敤浠嬬粛<br />(1).Caffe<br />(2).Tensorflow<br />(3).Torch<br />(4).MXNet</td></tr><tr><td><strong>絎簩澶?br />涓嬪崍</strong></td><td><strong>浜斻?CNN搴旂敤妗堜緥</strong></td><td>(1).CNN涓庢墜鍐欐暟瀛楅泦鍒嗙被<br />(2).YOLO瀹炵幇鐩爣媯嫻?br />(3).PixelNet鍘熺悊涓庡疄鐜?br />(4).鍒╃敤鍗風Н紲炵粡緗戠粶鍋氬浘鍍忛鏍肩粨鍚?/td></tr><tr><td><strong>絎笁澶?br />涓婂崍</strong></td><td><strong>鍏佹繁搴﹀涔?#8212;—寰幆紲炵粡緗戠粶</strong></td><td>1.RNN寰幆紲炵粡緗戠粶<br />(1).姊害璁$畻<br />(2).BPTT<br />2.RNN寰幆紲炵粡緗戠粶鏀硅繘<br />(1).LSTM<br />(2).GRU<br />(3).Bi-RNN<br />(4).Attention based RNN<br />3.RNN瀹為檯搴旂敤<br />(1).Seq2Seq鐨勫師鐞嗕笌瀹炵幇   </td></tr><tr><td><strong>絎笁澶?br />涓嬪崍</strong></td><td><strong>涓?span style="color: #000000;">銆佸己鍖栧涔?/span></strong></td><td>1.寮哄寲瀛︿範鐨勭悊璁虹煡璇?br />2.緇忓吀妯″瀷DQN璁茶В<br />3.AlphaGo鍘熺悊璁茶В<br />4.RL瀹為檯搴旂敤<br />(1).瀹炵幇涓涓狝lphaGo     </td></tr><tr><td><strong>絎洓澶?br />涓婂崍</strong></td><td><strong>鍏佸鎶楁х敓鎴愮綉緇?/strong></td><td>1.GAN鐨勭悊璁虹煡璇?br />2.GAN緇忓吀妯″瀷<br />(1).GAN錛孋GAN錛孡APGAN錛孌CGAN錛?br />3.<span style="font-size: 13px; line-height: 1.6;">GAN緇忓吀妯″瀷</span><br />(1). INFOGAN錛學GAN錛孲2-GAN<br />4.<span style="font-size: 13px; line-height: 1.6;">GAN瀹為檯搴旂敤</span><br />(1).DCGAN鎻愰珮妯$硦鍥劇墖鍒嗚鯨鐜?br />5.GAN瀹為檯搴旂敤<br />(1).InfoGAN鍋氱壒瀹氱殑鏍鋒湰鐢熸垚</td></tr><tr><td><strong>絎洓澶?br />涓嬪崍</strong></td><td><strong>涔濄佽縼縐誨涔?/strong></td><td>1.榪佺Щ瀛︿範鐨勭悊璁烘榪?br />2.榪佺Щ瀛︿範鐨勫父瑙佹柟娉?br />(1).鍩轟簬鐗瑰緛鐨勮縼縐?br />(2).鍩轟簬瀹炰緥鐨勮縼縐?br />(3).鍩轟簬鏁版嵁鐨勮縼縐?br />(4).娣卞害榪佺Щ瀛︿範<br />(5).寮哄寲榪佺Щ瀛︿範<br />(6).榪佺Щ瀛︿範鐨勭爺絀舵渚?br />(7).榪佺Щ瀛︿範鐨勫簲鐢?br />(8).2017騫碅AAI鏈浣寵鏂囪瑙o細鍒╃敤鐗╃悊瀹氱悊鐨勭煡璇嗚縼縐誨埌瑙嗛鐞嗚В</td></tr></tbody></table><img src ="http://m.tkk7.com/xiaomage234/aggbug/432534.html" width = "1" height = "1" /><br><br><div align=right><a style="text-decoration:none;" href="http://m.tkk7.com/xiaomage234/" target="_blank">灝忛┈姝?/a> 2017-05-17 11:28 <a href="http://m.tkk7.com/xiaomage234/archive/2017/05/17/432534.html#Feedback" target="_blank" style="text-decoration:none;">鍙戣〃璇勮</a></div>]]></description></item><item><title>TimSort in Java 7http://m.tkk7.com/xiaomage234/archive/2015/02/26/423060.html灝忛┈姝?/dc:creator>灝忛┈姝?/author>Thu, 26 Feb 2015 10:46:00 GMThttp://m.tkk7.com/xiaomage234/archive/2015/02/26/423060.htmlhttp://m.tkk7.com/xiaomage234/comments/423060.htmlhttp://m.tkk7.com/xiaomage234/archive/2015/02/26/423060.html#Feedback0http://m.tkk7.com/xiaomage234/comments/commentRss/423060.htmlhttp://m.tkk7.com/xiaomage234/services/trackbacks/423060.html

from錛?span style="font-size: medium;">http://www.lifebackup.cn/timsort-java7.html

2012騫?9鏈?5鏃?21:57:48

1. 涓轟粈涔堝啓榪欑瘒鏂囩珷

榪欑瘒鏂囩珷鐨勬牴婧愭槸鍦ㄤ駭鍝佷腑鍙戠幇浜嗕竴涓寮傜殑bug錛氬彧鑳藉湪浜у搧鐜涓嬮噸鐜幫紝鍦ㄦ垜鐨勬湰鍦板紑鍙戠幆澧冩棤娉曢噸鐜幫紝鑰屽弻鏂圭殑浠g爜娌℃湁浠諱綍鍖哄埆銆傛渶鍚庣敤remote debug鐨勬柟娉曟壘鍒板紓甯告墍鍦細

Exception in thread "main" java.lang.IllegalArgumentException: Comparison 
method violates its general contract!

Google浜嗚繖涓敊璇紝鏄敱浜嶫ava 7鍐呯疆鐨勬柊鎺掑簭綆楁硶瀵艱嚧鐨勩傝繖鎵嶇寷鐒舵兂璧蜂駭鍝佺殑緙栬瘧鐜鏈榪戝崌綰у埌浜咼ava 7銆?/p>

2. 緇撹

鍦↗ava 6涓瑼rrays.sort()鍜孋ollections.sort()浣跨敤鐨勬槸MergeSort錛岃屽湪Java 7涓紝鍐呴儴瀹炵幇鎹㈡垚浜?a >TimSort錛屽叾瀵瑰璞¢棿姣旇緝鐨勫疄鐜拌姹傛洿鍔犱弗鏍鹼細

Comparator鐨勫疄鐜板繀欏諱繚璇佷互涓嬪嚑鐐癸紙鍑鴻嚜榪欏効錛夛細

a). sgn(compare(x, y)) == -sgn(compare(y, x)) 
b). (compare(x, y)>0) && (compare(y, z)>0) 鎰忓懗鐫 compare(x, z)>0 
c). compare(x, y)==0 鎰忓懗鐫瀵逛簬浠繪剰鐨剒錛歴gn(compare(x, z))==sgn(compare(y, z)) 鍧囨垚绔?/p>

鑰屾垜浠殑浠g爜涓紝鏌愪釜compare()瀹炵幇鐗囨鏄繖鏍風殑錛?/p>

public int compare(ComparatorTest o1, ComparatorTest o2) { 
    return o1.getValue() > o2.getValue() ? 1 : -1; 
}

榪欏氨榪濊儗浜哸)鍘熷垯錛氬亣璁綳鐨剉alue涓?錛孻鐨剉alue涔熶負1錛涢偅涔坈ompare(X, Y) ≠ –compare(Y, X) 
PS: TimSort涓嶄粎鍐呯疆鍦ㄥ悇縐岼DK 7鐨勭増鏈紝涔熷瓨鍦ㄤ簬Android SDK涓紙灝界鍏跺茍娌℃湁浣跨敤JDK 7錛夈?/p>

3. 瑙e喅鏂規

3.1) 鏇存敼鍐呴儴瀹炵幇錛氫緥濡傚浜庝笂涓緥瀛愶紝灝遍渶瑕佹洿鏀逛負

public int compare(ComparatorTest o1, ComparatorTest o2) { 
    return o1.getValue() == o2.getValue() ? 0 :  
                (o1.getValue() > o2.getValue() ? 1 : -1); 
}

3.2) Java 7棰勭暀浜嗕竴涓帴鍙d互渚夸簬鐢ㄦ埛緇х畫浣跨敤Java 6鐨勬帓搴忕畻娉曪細鍦ㄥ惎鍔ㄥ弬鏁頒腑錛堜緥濡俥clipse.ini錛夋坊鍔?Djava.util.Arrays.useLegacyMergeSort=true

3.3) 灝嗚繖涓狪llegalArgumentException鎵嬪姩鎹曡幏浣忥紙涓嶆帹鑽愶級

4. TimSort鍦↗ava 7涓殑瀹炵幇

閭d箞涓轟粈涔圝ava 7浼氬皢TimSort浣滀負鎺掑簭鐨勯粯璁ゅ疄鐜幫紝鐢氳嚦鍦ㄦ煇縐嶇▼搴︿笂鐗虹壊瀹冪殑鍏煎鎬э紙鍦╯tackoverflow涓婃湁澶ч噺鐨勯棶棰樻槸鍏充簬榪欎釜鏂板紓甯哥殑錛夊憿錛熸帴涓嬫潵鎴戜滑涓嶅Θ鏉ョ湅涓鐪嬪畠鐨勫疄鐜般?/p>

棣栧厛寤鴻澶у鍏堣涓涓?a >榪欑瘒鏂囩珷浠ョ畝瑕佺悊瑙imSort鐨勬濇兂銆?/p>

4.1) 濡傛灉浼犲叆鐨凜omparator涓虹┖錛屽垯浣跨敤ComparableTimSort鐨剆ort瀹炵幇銆?/p>

 image

4.2) 浼犲叆鐨勫緟鎺掑簭鏁扮粍鑻ュ皬浜嶮IN_MERGE錛圝ava瀹炵幇涓負32錛孭ython瀹炵幇涓負64錛夛紝鍒?/p>

a) 浠庢暟緇勫紑濮嬪鎵懼埌涓緇勮繛鎺ュ崌搴忔垨涓ユ牸闄嶅簭錛堟壘鍒板悗緲昏漿錛夌殑鏁?nbsp;
b) Binary Sort錛氫嬌鐢ㄤ簩鍒嗘煡鎵劇殑鏂規硶灝嗗悗緇殑鏁版彃鍏ヤ箣鍓嶇殑宸叉帓搴忔暟緇?/p>

image

4.3) 寮濮嬬湡姝g殑TimSort榪囩▼錛?/p>

4.3.1) 閫夊彇minRun澶у皬錛屼箣鍚庡緟鎺掑簭鏁扮粍灝嗚鍒嗘垚浠inRun澶у皬涓哄尯鍧楃殑涓鍧楀潡瀛愭暟緇?/p>

a) 濡傛灉鏁扮粍澶у皬涓?鐨凬嬈″箓錛屽垯榪斿洖16錛圡IN_MERGE / 2錛?nbsp;
b) 鍏朵粬鎯呭喌涓嬶紝閫愪綅鍚戝彸浣嶇Щ錛堝嵆闄や互2錛夛紝鐩村埌鎵懼埌浠嬩簬16鍜?2闂寸殑涓涓暟

image

4.3.2) 綾諱技浜?.2.a鎵懼埌鍒濆鐨勪竴緇勫崌搴忔暟鍒?nbsp;
4.3.3) 鑻ヨ繖緇勫尯鍧楀ぇ灝忓皬浜巑inRun錛屽垯灝嗗悗緇殑鏁拌ˉ瓚籌紙閲囩敤binary sort鎻掑叆榪欎釜鏁扮粍錛?nbsp;
4.3.4) 涓哄悗緇璵erge鍚勫尯鍧椾綔鍑嗗錛氳褰曞綋鍓嶅凡鎺掑簭鐨勫悇鍖哄潡鐨勫ぇ灝?nbsp;
4.3.5) 瀵瑰綋鍓嶇殑鍚勫尯鍧楄繘琛宮erge錛宮erge浼氭弧瓚充互涓嬪師鍒欙紙鍋囪X錛孻錛孼涓虹浉閭葷殑涓変釜鍖哄潡錛夛細

a) 鍙鐩擱偦鐨勫尯鍧梞erge 
b) 鑻ュ綋鍓嶅尯鍧楁暟浠呬負2錛孖f X<=Y錛屽皢X鍜孻 merge 
b) 鑻ュ綋鍓嶅尯鍧楁暟>=3錛孖f X<=Y+Z錛屽皢X鍜孻 merge錛岀洿鍒板悓鏃舵弧瓚砐>Y+Z鍜孻>Z

image

4.3.6) 閲嶅4.3.2 ~ 4.3.5錛岀洿鍒板皢寰呮帓搴忔暟緇勬帓搴忓畬 
4.3.7) Final Merge錛氬鏋滄鏃惰繕鏈夊尯鍧楁湭merge錛屽垯鍚堝茍瀹冧滑

image

5. Demo

榪欎竴鑺傜敤涓涓叿浣撶殑渚嬪瓙鏉ユ紨紺烘暣涓畻娉曠殑婕旇繘榪囩▼錛?/p>

*娉ㄦ剰*錛氫負浜嗘紨紺烘柟渚匡紝鎴戝皢TimSort涓殑minRun鐩存帴璁劇疆涓?錛屽惁鍒欐垜涓嶈兘鐢ㄥ緢灝忕殑鏁扮粍婕旂ず銆傘傘傚悓鏃舵妸MIN_MERGE涔熸敼鎴?錛堥粯璁や負32錛夛紝榪欐牱閬垮厤鐩存帴榪涘叆binary sort銆?/p>

鍒濆鏁扮粍涓篬7,5,1,2,6,8,10,12,4,3,9,11,13,15,16,14] 
=> 瀵繪壘榪炵畫鐨勯檷搴忔垨鍗囧簭搴忓垪 (4.3.2) 
[1,5,7] [2,6,8,10,12,4,3,9,11,13,15,16,14] 
=> 鍏ユ爤 (4.3.4) 
褰撳墠鐨勬爤鍖哄潡涓篬3] 
=> 榪涘叆merge寰幆 (4.3.5) 
do not merge鍥犱負鏍堝ぇ灝忎粎涓? 
=> 瀵繪壘榪炵畫鐨勯檷搴忔垨鍗囧簭搴忓垪 (4.3.2) 
[1,5,7] [2,6,8,10,12] [4,3,9,11,13,15,16,14] 
=> 鍏ユ爤 (4.3.4) 
褰撳墠鐨勬爤鍖哄潡涓篬3, 5] 
=> 榪涘叆merge寰幆 (4.3.5) 
merge鍥犱負runLen[0]<=runLen[1] 
1) gallopRight錛氬鎵緍un1鐨勭涓涓厓绱犲簲褰撴彃鍏un0涓摢涓綅緗紙”2”搴斿綋鎻掑叆”1”涔嬪悗錛夛紝鐒跺悗灝卞彲浠ュ拷鐣ヤ箣鍓峳un0鐨勫厓绱狅紙閮芥瘮run1鐨勭涓涓厓绱犲皬錛?nbsp;
2) gallopLeft錛氬鎵緍un0鐨勬渶鍚庝竴涓厓绱犲簲褰撴彃鍏un1涓摢涓綅緗紙”7”搴斿綋鎻掑叆”8”涔嬪墠錛夛紝鐒跺悗灝卞彲浠ュ拷鐣ヤ箣鍚巖un1鐨勫厓绱狅紙閮芥瘮run0鐨勬渶鍚庝竴涓厓绱犲ぇ錛?nbsp;
榪欐牱闇瑕佹帓搴忕殑鍏冪礌灝變粎鍓╀笅[5,7] [2,6]錛岀劧鍚庤繘琛宮ergeLow 
瀹屾垚涔嬪悗鐨勭粨鏋滐細 
[1,2,5,6,7,8,10,12] [4,3,9,11,13,15,16,14] 
=> 鍏ユ爤 (4.3.4) 
褰撳墠鐨勬爤鍖哄潡涓篬8] 
閫鍑哄綋鍓峬erge寰幆鍥犱負鏍堜腑鐨勫尯鍧椾粎涓? 
=> 瀵繪壘榪炵畫鐨勯檷搴忔垨鍗囧簭搴忓垪 (4.3.2) 
[1,2,5,6,7,8,10,12] [3,4] [9,11,13,15,16,14] 
=> 鍏ユ爤 (4.3.4) 
褰撳墠鐨勬爤鍖哄潡澶у皬涓篬8,2] 
=> 榪涘叆merge寰幆 (4.3.5) 
do not merge鍥犱負runLen[0]>runLen[1] 
=> 瀵繪壘榪炵畫鐨勯檷搴忔垨鍗囧簭搴忓垪 (4.3.2) 
[1,2,5,6,7,8,10,12] [3,4] [9,11,13,15,16] [14] 
=> 鍏ユ爤 (4.3.4) 
褰撳墠鐨勬爤鍖哄潡涓篬8,2,5] 
=> 
do not merege run1涓巖un2鍥犱負涓嶆弧瓚硆unLen[0]<=runLen[1]+runLen[2] 
merge run2涓巖un3鍥犱負runLen[1]<=runLen[2] 
1) gallopRight錛氬彂鐜皉un1鍜宺un2灝卞凡緇忔帓濂藉簭 
瀹屾垚涔嬪悗鐨勭粨鏋滐細 
[1,2,5,6,7,8,10,12] [3,4,9,11,13,15,16] [14] 
=> 鍏ユ爤 (4.3.4) 
褰撳墠鍏ユ爤鐨勫尯鍧楀ぇ灝忎負[8,7] 
閫鍑簃erge寰幆鍥犱負runLen[0]>runLen[1] 
=> 瀵繪壘榪炵畫鐨勯檷搴忔垨鍗囧簭搴忓垪 (4.3.2) 
鏈鍚庡彧鍓╀笅[14]榪欎釜鍏冪礌錛歔1,2,5,6,7,8,10,12] [3,4,9,11,13,15,16] [14] 
=> 鍏ユ爤 (4.3.4) 
褰撳墠鍏ユ爤鐨勫尯鍧楀ぇ灝忎負[8,7,1] 
=> 榪涘叆merge寰幆 (4.3.5) 
merge鍥犱負runLen[0]<=runLen[1]+runLen[2] 
鍥犱負runLen[0]>runLen[2]錛屾墍浠ュ皢run1鍜宺un2鍏堝悎騫躲傦紙鍚﹀垯灝唕un0鍜宺un1鍏堝悎騫訛級 
1) gallopRight & 2) gallopLeft 
榪欐牱闇瑕佹帓搴忕殑鍏冪礌鍓╀笅[13,15] [14]錛岀劧鍚庤繘琛宮ergeHigh 
瀹屾垚涔嬪悗鐨勭粨鏋滐細 
[1,2,5,6,7,8,10,12] [3,4,9,11,13,14,15,16] 褰撳墠鍏ユ爤鐨勫尯鍧椾負[8,8] 
=> 
緇х畫merge鍥犱負runLen[0]<=runLen[1] 
1) gallopRight & 2) gallopLeft 
闇瑕佹帓搴忕殑鍏冪礌鍓╀笅[5,6,7,8,10,12] [3,4,9,11]錛岀劧鍚庤繘琛宮ergeHigh 
瀹屾垚涔嬪悗鐨勭粨鏋滐細 
[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16] 褰撳墠鍏ユ爤鐨勫尯鍧楀ぇ灝忎負[16] 
=> 
涓嶉渶瑕乫inal merge鍥犱負褰撳墠鏍堝ぇ灝忎負1 
=> 
緇撴潫

6. 濡備綍閲嶇幇鏂囩珷寮濮嬫彁鍒扮殑Exception

榪欎竴鑺傚皢鍓ョ澶嶆潅鐨勪笟鍔¢昏緫錛岀敤涓涓渶綆鍗曠殑渚嬪瓙錛堜笉淇敼TimSort.java鍐呯疆鐨勫悇縐嶅弬鏁幫級閲嶇幇鏂囩珷寮濮嬫彁鍒扮殑Exception銆傚洜涓哄敖綆oogle鍑烘潵鐨勭粨鏋滀腑闈炲父澶氱殑浜烘彁鍒頒簡榪欎釜Exception鍙婅В鍐蟲柟妗堬紝浣嗗茍娌℃湁浜虹粰鍑轟竴涓彲浠ラ噸鐜扮殑渚嬪瓙鍜屾祴璇曟暟鎹傚彟涓鏂歸潰錛屾垜涔熸兂浠庡叾浠栬搴︽潵鍔犳繁瀵硅繖涓棶棰樼殑鐞嗚В銆?/p>

鏋勯犳祴璇曟暟鎹殑榪囩▼鏄釜鍙嶄漢綾葷殑榪囩▼:( 澶у涓嶈瀛︽垜銆傘?/p>

浠ヤ笅鏄兘閲嶇幇榪欎釜闂鐨勪唬鐮侊細

public class ReproJava7Exception { 
    public static void main(String[] args) { 
        int[] sample = new int[] 
              {0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0, 
                0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-2,1,0,-2,0,0,0,0}; 
        List<Integer> list = new ArrayList<Integer>(); 
        for (int i : sample) 
            list.add(i); 
        // use the native TimSort in JDK 7 
        Collections.sort(list, new Comparator<Integer>() { 
            @Override 
            public int compare(Integer o1, Integer o2) { 
                // miss the o1 = o2 case on purpose 
                return o1 > o2 ? 1 : -1; 
            } 
        }); 
    } 
}

7. Sample Code

榪欑瘒鏂囩珷鐨勬墍鏈変唬鐮佸彲浠ュ埌github錛?a name="baidusnap0">https://github.com/Huang-Wei/understanding-timsort-java7涓嬭澆銆?/p>

8. References

http://en.wikipedia.org/wiki/Timsort 
http://www.geneffects.com/briarskin/theory/binary/index.html 
http://docs.oracle.com/javase/6/docs/api/java/util/Comparator.html#compare%28T,%20T%29 
http://www.oracle.com/technetwork/java/javase/compatibility-417013.html#source

鍒嗙被錛?a title="鏌ョ湅01鍛撹涓殑鍏ㄩ儴鏂囩珷" rel="category tag">01鍛撹 | 鏍囩錛?nbsp;銆?a rel="tag">java7銆?a rel="tag">timsort |

9鏉¤瘎璁?/h3>
  1. hute璇撮亾錛?/div>

    澶ソ浜?鎵句簡涓澶?鎰熻阿.

  2. hute璇撮亾錛?/div>

    閲嶇幇bug鐨勬柟娉曠‘瀹炲緢閫嗗ぉ,浣滆呰姳浜嗗緢澶у姏姘斿惂.

  3. superpippo璇撮亾錛?/div>

    @hute 鎵浠ヨ榪欎釜榪囩▼鏄緢鍙嶄漢綾葷殑銆傘傘?/p>

  4. cjnetwork璇撮亾錛?/div>

    浣犲ソ錛屾垜嫻嬭瘯浜嗕竴涓嬩綘鎻愪緵鐨勬祴璇曚唬鐮侊紝鍙戠幇榪樻槸涓嶈兘澶嶇幇榪欎釜寮傚父鎯呭喌錛岃兘鍚﹀府蹇欎竴涓嬪憿銆?/p>

    浠ヤ笅鏄垜鐨刯dk錛?br />java version “1.7.0-ea”
    Java(TM) SE Runtime Environment (build 1.7.0-ea-b45)
    Java HotSpot(TM) Client VM (build 14.0-b10, mixed mode, sharing)

  5. superpippo璇撮亾錛?/div>

    @cjnetwork 鎴戝湪jdk 1.7.0_17涓婄敤ReproJava7Exception.java鑳介噸鐜拌繖涓棶棰?br />鎴戠寽嫻嬩綘涓嶈兘閲嶇幇鏈変袱縐嶅彲鑳斤細
    1) 浣犵殑榪欎釜jdk鐗堟湰鏈夌偣璇″紓(1.7.0-ea)錛屽皾璇曞崌鍒版渶1.7鐨勬寮忕増鏈?br />2) 紜浣犲湪緙栬瘧鏃跺欎嬌鐢ㄧ殑鏄疛DK7錛岃屼笉鏄疛DK6 – 鍥犱負鏈夊彲鑳藉湪Eclipse鎴栧埆鐨処DE涓茍娌℃湁璁劇疆姝g‘銆備綘鍙互鍐欎竴孌祍witch string鐨勫皬渚嬪瓙鐪嬬湅鏈夋病鏈夌紪璇戦敊璇?/p>

  6. ghsau璇撮亾錛?/div>

    compare瀹炵幇鍙渶瑕佽繖鏍?
    return o1.getValue() – o2.getValue();
    涓嶉渶瑕佽嚜宸卞垽鏂?

  7. superpippo璇撮亾錛?/div>

    @ghsau 鏄殑



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[璇慮鐞嗚Вtimsort, 絎竴閮ㄥ垎錛氶傚簲鎬у綊騫舵帓搴?Adaptive Mergesort)http://m.tkk7.com/xiaomage234/archive/2015/02/26/423059.html灝忛┈姝?/dc:creator>灝忛┈姝?/author>Thu, 26 Feb 2015 10:30:00 GMThttp://m.tkk7.com/xiaomage234/archive/2015/02/26/423059.htmlhttp://m.tkk7.com/xiaomage234/comments/423059.htmlhttp://m.tkk7.com/xiaomage234/archive/2015/02/26/423059.html#Feedback0http://m.tkk7.com/xiaomage234/comments/commentRss/423059.htmlhttp://m.tkk7.com/xiaomage234/services/trackbacks/423059.html闃呰鍏ㄦ枃

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OpenJDK 婧愪唬鐮侀槄璇諱箣 TimSorthttp://m.tkk7.com/xiaomage234/archive/2015/02/26/423051.html灝忛┈姝?/dc:creator>灝忛┈姝?/author>Thu, 26 Feb 2015 07:59:00 GMThttp://m.tkk7.com/xiaomage234/archive/2015/02/26/423051.htmlhttp://m.tkk7.com/xiaomage234/comments/423051.htmlhttp://m.tkk7.com/xiaomage234/archive/2015/02/26/423051.html#Feedback0http://m.tkk7.com/xiaomage234/comments/commentRss/423051.htmlhttp://m.tkk7.com/xiaomage234/services/trackbacks/423051.html闃呰鍏ㄦ枃

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