2025绂忓窞鏅鸿兘鍒堕�犺粺浠朵汉鎵嶇暙鍍�
鐧�(f膩)甯冩檪闁擄細2026-01-05
—— 灏氳尝閬旂嵉闋叕鍙告繁搴﹁(di脿o)鐮�
绂忓窞浣滅偤娴疯タ锛堢寤烘部娴风稉(j墨ng)婵熷付锛夐噸瑕佺殑鐢�(ch菐n)妤�(y猫)妯炵磹锛屽湪鏅鸿兘鍒堕��銆佸伐妤�(y猫)杌熶欢鑸囨暩(sh霉)瀛楀寲杞�(zhu菐n)鍨嬫柟闈㈡寔绾�(x霉)鍔犵⒓銆傞毃钁楀埗閫犱紒妤�(y猫)鍚戞暩(sh霉)瀛楀寲銆佺恫(w菐ng)绲�(lu貌)鍖栧拰鏅鸿兘鍖栬簫閬�锛屽皪鏅鸿兘鍒堕�犺粺浠朵汉鎵嶇殑闇�姹傛�ラ�熷闀�锛岀壒鍒ュ湪宸ユキ(y猫)浜掕伅(li谩n)缍�(w菐ng)銆佸ぇ鏁�(sh霉)鎿�(j霉)椹�(q奴)鍕曠敓鐢�(ch菐n)鍎�(y艒u)鍖�銆佹櫤鑳借(di脿o)搴�銆佹暩(sh霉)瀛楀寲宸ュ粻绛夋柟鍚戙��
鏈牨鍛婂熀浜庤妤�(y猫)鏁�(sh霉)鎿�(j霉)妯ｆ湰銆佷紒妤�(y猫)鎷涜仒瓒ㄥ嫝銆佺嵉闋竴绶氬韪愯垏浜烘墠瑷珖绲�(ji茅)鏋滆几鍑猴紝閬╃敤浜庝紒妤�(y猫) HR銆佷汉鎵嶆埌(zh脿n)鐣ュ埗瀹氳�呫�佺爺鐧�(f膩)閮ㄩ杸璨犺铂浜虹瓑闁辫畝鑸囨噳(y墨ng)鐢�銆�
涓�銆佺敘(ch菐n)妤�(y猫)鑳屾櫙锛氭櫤鑳藉埗閫犺粺浠剁殑甯傚牬椹�(q奴)鍕曢倧杓�
1. 鏁�(sh霉)瀛楀寲杞�(zhu菐n)鍨嬫斂绛栬垏浼佹キ(y猫)瀵﹁笎
绂忓窞甯傛斂搴滄帹鍕�“鏅鸿兘鍒堕�犺垏鏁�(sh霉)瀛楃稉(j墨ng)婵熻瀺鍚堢櫦(f膩)灞�”鏀跨瓥锛屽姞蹇湰鍦板埗閫犳キ(y猫)鏁�(sh霉)瀛楀寲鍗囩礆锛屽紩灏�(d菐o)浼佹キ(y猫)妲�(g貌u)寤烘櫤鑳藉伐寤犮�佹暩(sh霉)瀛楄粖闁撹垏鑷嫊鍖栫敓鐢�(ch菐n)绶�銆�
鍦ㄩ洐纰崇洰妯欒垏鍒堕�犳キ(y猫)鎴愭湰澹撳姏涓嬶細
- 宸ユキ(y猫)浜掕伅(li谩n)缍�(w菐ng)骞宠嚭寤鸿ō(sh猫)
- 鐢熺敘(ch菐n)瑾�(di脿o)搴﹁嚜鍕曞寲鑸囪硣婧愬劒(y艒u)鍖�
- 瑷�(sh猫)鍌欓仩绋嬬洠(ji膩n)鎺ц垏闋�(y霉)娓�х董璀�
- 璩�(zh矛)閲忛亷绋嬪湪绶氬垎鏋�
鎴愮偤澶氭暩(sh霉)鍒堕�犱紒妤�(y猫)鏍稿績杌熶欢闇�姹傚牬鏅�銆�
2. 鏅鸿兘鍒堕�犺粺浠朵汉鎵嶉渶姹傚舰鎱�(t脿i)
浜烘墠闇�姹傚憟鐝�(xi脿n)“鎶�琛�(sh霉) + 妤�(y猫)鍕�(w霉)鍫存櫙鐞嗚В”闆欑榻婁笅瓒ㄥ嫝锛屽礂浣嶄笉鍐嶅儏鏄柈绱斿浠ｇ⒓锛岃�屾槸鐩存帴褰遍熆鐢�(ch菐n)绶氭晥鐜囥�佹暩(sh霉)鎿�(j霉)椹�(q奴)鍕曟焙绛栬垏妤�(y猫)鍕�(w霉)娴佺▼閲嶆(g貌u)銆�
浜�銆佹櫤鑳藉埗閫犺粺浠舵牳蹇冨礂浣嶇暙鍍�
涓嬭〃鐐轰緷鎿�(j霉)琛屾キ(y猫)鎷涜仒鏁�(sh霉)鎿�(j霉)鑸囦紒妤�(y猫)鍙嶉鏁寸悊鐨� 绂忓窞楂橀洠搴︽櫤鑳藉埗閫犺粺浠舵牳蹇冨礂浣�鍙婄暙鍍忚绱狅細
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宕椾綅
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鍏稿瀷骞磋柂锛堢▍鍓�锛岃惉鍏冿級
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涓昏鑱疯铂
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闂�(gu膩n)閸佃兘鍔�
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宸ユキ(y猫)杌熶欢鏋舵(g貌u)甯�
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100–180
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璨犺铂宸ユキ(y猫)骞宠嚭鏋舵(g貌u)瑷�(sh猫)瑷堛�佹ā濉婂妰鍒�銆佽肠鑳藉叾浠栧湗闅�
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杌熶欢鏋舵(g貌u)銆佸垎甯冨紡绯荤当(t菕ng)銆佺敓鐢�(ch菐n)鍫存櫙鐞嗚В
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宸ユキ(y猫)浜掕伅(li谩n)缍�(w菐ng)骞宠嚭宸ョ▼甯�
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80–150
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浜戦倞鍗�(xi茅)鍚屽钩鑷鸿兘鍔涘缓瑷�(sh猫)鑸囧熀绀�(ch菙)鑳藉姏绲勪欢闁嬬櫦(f膩)
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浜戝師鐢�銆佸鍣�/K8S銆�API 瑷�(sh猫)瑷�
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鐢熺敘(ch菐n)鍩�(zh铆)琛岀郴绲�(t菕ng)锛�MES锛夌爺鐧�(f膩)宸ョ▼甯�
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60–120
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MES 妯″闁嬬櫦(f膩)銆佹祦绋嬭嚜鍕曞寲鑳藉姏
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Java/Python銆�MES 娴佺▼妯″瀷銆佹彃浠舵灦妲�(g貌u)
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鑷嫊鍖栬垏瑷�(sh猫)鍌欒伅(li谩n)缍�(w菐ng)宸ョ▼甯�
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70–130
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瑷�(sh猫)鍌欐帴鍏ャ�佹暩(sh霉)鎿�(j霉)閲囬泦銆佸崝(xi茅)璀伴仼閰�
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OPC UA/Modbus銆侀倞绶ｈ▓绠�
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鏁�(sh霉)鎿�(j霉)宸ョ▼甯紙宸ユキ(y猫)鏁�(sh霉)鎿�(j霉)鏂瑰悜锛�
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70–140
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ETL/ELT銆佸鏅�/鎵规暩(sh霉)鎿�(j霉)骞宠嚭寤鸿ō(sh猫)
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Spark/SQL/Kafka/ClickHouse
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宸ユキ(y猫)澶ф暩(sh霉)鎿�(j霉)鍒嗘瀽宸ョ▼甯�
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80–160
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澶ф暩(sh霉)鎿�(j霉)鍒嗘瀽妯″瀷銆佸彲瑕栧寲骞宠嚭闂�(gu膩n)閸佃兘鍔�
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Python/R銆�ML/绲�(t菕ng)瑷堝垎鏋�
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鏁�(sh霉)瀛楀鐢熷伐绋嬪斧
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90–170
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鐢�(ch菐n)绶�/瑷�(sh猫)鍌欐暩(sh霉)瀛楅彙鍍忓壍(chu脿ng)寤鸿垏浠跨湡姹虹瓥鏀寔
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澶氱墿鐞嗗牬 modeling銆佸鏅傛暩(sh霉)鎿�(j霉)铻嶅悎
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娓│鑷嫊鍖栧伐绋嬪斧锛堝伐妤�(y猫)杌熶欢锛�
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55–100
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鑷嫊鍖栨脯瑭�銆佸牬鏅洖姝告鏋�
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Selenium/pytest銆佽嚜鍕曢儴缃�
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DevOps / 浜戦亱缍伐绋嬪斧锛堝伐妤�(y猫)浜戯級
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80–150
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宸ユキ(y猫)绱氬钩鑷虹┅(w臎n)瀹氭�с�佽嚜鍕曞寲閮ㄧ讲
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CI/CD銆佺洠(ji膩n)鎺у憡璀�銆佸鍣ㄧ法鎺�
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瀹夊叏宸ョ▼甯紙OT/IT 宸ユ帶瀹夊叏锛�
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90–180
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宸ユ帶绯荤当(t菕ng)瀹夊叏閭婄晫銆佸畨鍏ㄧ瓥鐣ヨ垏鎳�(y墨ng)鎬ラ熆鎳�(y墨ng)
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宸ユ帶瀹夊叏銆佺恫(w菐ng)绲�(lu貌)鍒嗗崁(q奴)銆侀槻璀疯(gu墨)鍓�
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涓�銆佸礂浣嶆牳蹇冭兘鍔涙ā鍨嬭┏瑙�
1) 宸ユキ(y猫)杌熶欢鏋舵(g貌u)甯�
鏍稿績宕椾綅瀹氱京
绲�(t菕ng)绫屼紒妤�(y猫)鏅鸿兘鍒堕�犲钩鑷烘妧琛�(sh霉)璺窔锛屽畾缇╂ā濉婂垎灞�銆佹帴鍙ｆ婧�锛岀⒑淇濇灦妲�(g貌u)鐨勫彲鎿村睍鎬�銆佺┅(w臎n)瀹氭�ц垏楂樺彲鐢�銆�
闂�(gu膩n)閸佃兘鍔涚祼(ji茅)妲�(g貌u)
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鑳藉姏缍害
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鑳藉姏榛�
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鎶�琛�(sh霉)寤ｅ害
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鍒嗗竷寮忕郴绲�(t菕ng)銆佸井鏈嶅嫏(w霉)鏋舵(g貌u)銆佷簯鍘熺敓
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鎶�琛�(sh霉)娣卞害
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骞剁櫦(f膩)铏曠悊銆佸閷ō(sh猫)瑷�銆佹�ц兘鍎�(y艒u)鍖�
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宸ユキ(y猫)鍫存櫙鐞嗚В
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鑷嫊鍖栨祦绋嬨�佺墿娴�/鐢�(ch菐n)绶氳(di脿o)搴�
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绲勭箶鍗�(xi茅)鍚�
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鑸囩敘(ch菐n)鍝�/妤�(y猫)鍕�(w霉)/閬嬬董娣卞害鍗�(xi茅)浣�
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妯欐簴鑸囪(gu墨)鑼�
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API 妯欐簴鍖�銆侀枊鐧�(f膩)/浜や粯妯欐簴
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2) 鐢熺敘(ch菐n)鍩�(zh铆)琛岀郴绲�(t菕ng)锛�MES锛夌爺鐧�(f膩)宸ョ▼甯�
鏍稿績鑱疯铂
鍩轰簬浼佹キ(y猫)鐢熺敘(ch菐n)娴佺▼妲�(g貌u)寤� MES 绯荤当(t菕ng)鎴栨摯灞曟婧� MES 鍔熻兘鎻掍欢锛屾敮鎸佽▊鍠(di脿o)搴︺�佺敓鐢�(ch菐n)瑷堝妰鍩�(zh铆)琛�銆佽唱(zh矛)閲忚窡韫よ垏鏁�(sh霉)鎿�(j霉)閲囬泦銆�
闂�(gu膩n)閸佃兘鍔涙ā鍨�
- 宸ユキ(y猫)妤�(y猫)鍕�(w霉)娴佺▼鐞嗚В锛堣粖闁�/鐢�(ch菐n)绶�/娲惧伐/鍫卞伐娴侊級
- 绶ㄧ▼瑾炶█绮鹃�氾紙Java/Python/Go锛�
- 甯歌 MES 妯″瀵︾従(xi脿n)鑳藉姏锛�BOM 璺熻工銆佸伐搴忕鐞嗭級
3) 鏁�(sh霉)鎿�(j霉)宸ョ▼甯紙宸ユキ(y猫)鏁�(sh霉)鎿�(j霉)鏂瑰悜锛�
鏍稿績鑱疯铂
璨犺铂宸ユキ(y猫)绱氭暩(sh霉)鎿�(j霉)涓嚭寤鸿ō(sh猫)銆佹暩(sh霉)鎿�(j霉)妯欐簴鍖�/娓呮礂铏曠悊銆佸鏅傝垏鎵硅檿鐞嗚兘鍔涙(g貌u)寤�銆佹寚妯欓珨绯诲鐝�(xi脿n)绛�銆�
鑳藉姏鎸囨
- 骞宠嚭鎶�琛�(sh霉)妫э細Spark/Kafka/Presto/ClickHouse/ClickHouse
- 鏁�(sh霉)鎿�(j霉)璩�(zh矛)閲忔帶鍒舵鏋堕枊鐧�(f膩)
- 瀵︽檪鏁�(sh霉)鎿�(j霉)绠￠亾鎬ц兘瑾�(di脿o)鍎�(y艒u)
鍥�銆佽柂閰垏甯傚牬绔剁埈鎱�(t脿i)鍕�
1) 钖叕甯跺锛堝礂浣嶇窗鍖栵級
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宕椾綅椤炲垾
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骞磋柂鍗�(q奴)闁擄紙钀厓锛�
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甯傚牬钖叕鐗瑰緛
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鍒濈礆宸ユキ(y猫)杌熶欢闁嬬櫦(f膩)
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55–85
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鍏ヨ 2–5 骞�
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涓礆鏁�(sh霉)鎿�(j霉)宸ョ▼甯�
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80–120
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鏈夐爡鐩稉(j墨ng)椹�
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楂樼礆鏋舵(g貌u)甯�
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120–180
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鎶�琛�(sh霉)鑸囪妤�(y猫)寰�(f霉)鍚堣兘鍔�
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鏁�(sh霉)瀛楀鐢�/澶ф暩(sh霉)鎿�(j霉)灏堝
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90–170
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鐢�(ch菐n)绶氬劒(y艒u)鍖栫稉(j墨ng)椹楃█缂�
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OT/IT 瀹夊叏灏堝
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90–180
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楂樺畨鍏ㄨ姹傝妤�(y猫)婧㈠児鏄庨’
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瓒ㄥ嫝鎽樿
- 楂樼浜烘墠钖叕澧為�熸槑椤珮浜庤妤�(y猫)骞冲潎锛�
- 鍦ㄦ櫤鑳藉埗閫犻牁(l菒ng)鍩熶腑“鍫存櫙鐞嗚В + 鎶�琛�(sh霉)娣卞害”椤憲鎻愰珮钖叕涓婇檺锛�
- 寰�(f霉)鍚堝瀷浜烘墠钖叕婧㈠児鏄庨’锛屽嵆鍏峰倷宸ユキ(y猫)杌熶欢 + 宸ユキ(y猫)鍫存櫙缍�(j墨ng)椹楃殑鍊欓伕浜哄線寰�鑳界嵅寰楅珮钖� offer銆�
2) 鍗�(q奴)鍩熺鐖笅鐨勮柂閰畾浣嶇瓥鐣�
绂忓窞 vs 闀蜂笁瑙�/鐝犱笁瑙�/浜触鍐�
绺介珨鐪�锛岀宸炵浉灏嶄簬涓�绶氫腑蹇冨煄甯傦紙濡備笂娴�/娣卞湷/鍖椾含锛夎柂閰腑浣嶆暩(sh霉)鐣ヤ綆锛屼絾绲�(ji茅)鍚�鐢熸椿鎴愭湰銆佷汉鎵嶆斂绛栬璨�銆佷紒妤�(y猫)闀锋湡婵�鍕电祼(ji茅)妲�(g貌u)锛屽叾灏嶄腑楂樼礆浜烘墠浠嶄繚鏈夊惛寮曞姏銆�
浜�銆佹嫑鑱橀洠榛炶垏渚涢渶鐗瑰緛
1) 闇�姹傛�ュ锛屼緵绲﹂殠娈垫�т笉瓒�
- 澶氭暩(sh霉)鍒堕�犱紒妤�(y猫)灏嶅伐妤�(y猫)杌熶欢浜烘墠闇�姹傚揩閫熶笂鍗�锛�
- 鑸� IT/浜掕伅(li谩n)缍�(w菐ng)琛屾キ(y猫)鐩告瘮锛屾湰鍦颁汉鎵嶅皪宸ユキ(y猫)鍫存櫙閬╅厤鑳藉姏涓嶈冻锛�
- “宸ユキ(y猫) + 杌熶欢 + 鏁�(sh霉)鎿�(j霉)”寰�(f霉)鍚堝瀷浜烘墠渚涚郸涓嶈冻銆�
2) 浜烘墠鏇寸湅閲嶈伔妤�(y猫)璺緫鑸囨妧琛�(sh霉)鎰挎櫙
灏嶉珮绱氬�欓伕浜鸿�岃█锛�
- 钖叕鏄熀绀�(ch菙)椹�(q奴)鍕曞姏锛屼絾閬犱笉濡�“鎶�琛�(sh霉)绌嶇疮澹佸寤鸿ō(sh猫)”銆�“鍙冭垏鎴�(zh脿n)鐣ュ钩鑷烘(g貌u)寤�”鏇磋兘婵�鐧�(f膩)鑸堣叮锛�
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