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Attention 鍗囩駭闈?PDF 涓嬭澆

杞澆鑷細(xì)http://www.python222.com/article/1164

鐩稿叧鎴浘錛?/strong>

涓昏鍐呭錛?/strong>

1 浼犵粺 Attention 瀛樺湪鍝簺闂錛?/strong>

1. 浼犵粺 Attention 瀛樺湪涓婁笅鏂囬暱搴?綰︽潫闂錛?/span>

2. 浼犵粺 Attention 閫熷害鎱紝鍐呭瓨鍗犵敤澶э紱

2 Attention 浼樺寲鏂瑰悜

1. 鎻愬崌涓婁笅鏂囬暱搴?/span>

2. 鍔犻€熴€佸噺灝戝唴瀛樺崰鐢?/span>

3 Attention 鍙樹綋鏈夊摢浜涳紵

紼€鐤?/span> attention銆傚皢紼€鐤忓亸宸紩鍏?/span> attention 鏈哄埗鍙互闄嶄綆浜嗗鏉傛€э紱

• 綰挎€у寲 attention銆傝В寮€ attention 鐭╅樀涓庡唴鏍哥壒寰佸浘錛岀劧鍚庝互鐩稿弽鐨勯『搴忚綆?/span> attention 浠ュ疄鐜扮嚎鎬у鏉傚害錛?/span>

• 鍘熷瀷鍜屽唴瀛樺帇緙┿€傝繖綾繪柟娉曞噺灝戜簡鏌ヨ鎴栭敭鍊艱蹇嗗鐨勬暟閲忥紝浠ュ噺灝戞敞鎰忓姏鐭╅樀鐨勫ぇ灝忥紱

• 浣庨樁 self-Attention銆傝繖涓€緋誨垪宸ヤ綔鎹曡幏浜?/span> self-Attention 鐨勪綆闃跺睘鎬э紱

• Attention 涓庡厛楠屻€傝鐮旂┒鎺㈢儲浜嗙敤鍏堥獙 attention 鍒嗗竷鏉ヨˉ鍏呮垨鏇夸唬鏍囧噯 attention錛?/span>

• 鏀硅繘澶氬ご鏈哄埗銆傝緋誨垪鐮旂┒鎺㈢儲浜嗕笉鍚岀殑鏇夸唬澶氬ご鏈哄埗銆?/span>

4 Multi-Query Attention 綃?/strong>

4.1 Multi-head Attention 瀛樺湪浠€涔堥棶棰橈紵

• 璁粌榪囩▼錛氫笉浼?xì)鏄捐憲濯勫搷璁l冭繃紼嬶紝璁粌閫熷害涓嶅彉錛屼細(xì)寮曡搗闈炲父緇嗗井鐨勬ā鍨嬫晥鏋滄崯澶憋紱

• 鎺ㄧ悊榪囩▼錛氬弽澶嶅姞杞?宸ㄥぇ鐨?/span> KV cache , 瀵艱嚧鍐呭瓨寮€閿€澶э紝鎬ц兘鏄唴瀛樺彈闄愶紱

4.2 浠嬬粛涓€涓?/strong> Multi-Query Attention錛?/strong>

Multi-Query Attention 鍦ㄦ墍鏈夋敞鎰忓姏澶翠笂鍏變韓 key 鍜?/span> value.

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springcloud鍒嗗竷寮忕數(shù)鍟嗙鏉€瀹炴垬璇劇▼

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閿嬪摜寮€濮嬫敹Java瀛﹀憳鍟︼紒

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Attention 鍗囩駭闈?PDF 涓嬭澆

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