{"id":47039,"date":"2024-08-15T15:59:37","date_gmt":"2024-08-15T15:59:37","guid":{"rendered":"https:\/\/meetcody.ai\/blog\/%eb%b2%a1%ed%84%b0-db%ec%99%80-%ea%b7%b8%eb%9e%98%ed%94%84-db-%ec%a3%bc%ec%9a%94-%ec%b0%a8%ec%9d%b4%ec%a0%90-%ec%84%a4%eb%aa%85\/"},"modified":"2024-08-15T15:59:37","modified_gmt":"2024-08-15T15:59:37","slug":"%eb%b2%a1%ed%84%b0-db%ec%99%80-%ea%b7%b8%eb%9e%98%ed%94%84-db-%ec%a3%bc%ec%9a%94-%ec%b0%a8%ec%9d%b4%ec%a0%90-%ec%84%a4%eb%aa%85","status":"publish","type":"post","link":"https:\/\/meetcody.ai\/ko\/blog\/%eb%b2%a1%ed%84%b0-db%ec%99%80-%ea%b7%b8%eb%9e%98%ed%94%84-db-%ec%a3%bc%ec%9a%94-%ec%b0%a8%ec%9d%b4%ec%a0%90-%ec%84%a4%eb%aa%85\/","title":{"rendered":"\ubca1\ud130 DB\uc640 \uadf8\ub798\ud504 DB: \uc8fc\uc694 \ucc28\uc774\uc810 \uc124\uba85"},"content":{"rendered":"

\ub370\uc774\ud130\uc758 \ubcf5\uc7a1\uc131\uacfc \uc591\uc774 \uacc4\uc18d \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc62c\ubc14\ub978 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad00\ub9ac \uc2dc\uc2a4\ud15c\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.
\n\ub300\uaddc\ubaa8 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ub450 \uac00\uc9c0 \uc635\uc158\uc740 Vector DB\uc640 Graph DB\uc785\ub2c8\ub2e4.
\n\ub450 \uac00\uc9c0 \ubaa8\ub450 \ub2e4\uc591\ud55c \uc720\ud615\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud55c \uace0\uc720\ud55c \uae30\ub2a5\uc744 \uac16\ucd94\uace0 \uc788\uc5b4 \ucd5c\uc801\ud654\ub41c \uc131\ub2a5\uacfc \ud6a8\uc728\uc131\uc744 \uc704\ud574 \uc758\uc0ac \uacb0\uc815 \uacfc\uc815\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.
\n\uac01\uac01\uc758 \uc7a5\ub2e8\uc810\uc744 \uc774\ud574\ud558\uba74 \uc870\uc9c1\uc774 \ub370\uc774\ud130\uc758 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n

\n

\ud575\uc2ec \uac1c\ub150: \ubca1\ud130 DB\uc640 \uadf8\ub798\ud504 DB<\/h2>\n<\/div>\n

\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4(VDB)<\/strong> \ub294 \uace0\ucc28\uc6d0 \ubca1\ud130 \ub370\uc774\ud130\uc758 \ud6a8\uc728\uc801\uc778 \uc800\uc7a5, \uc0c9\uc778, \uac80\uc0c9\uc744 \uc804\ubb38\uc73c\ub85c \ud569\ub2c8\ub2e4.
\n\ubca1\ud130\ub294 \uace0\uc815\ub41c \ucc28\uc6d0\uc758 \uc218\ud559\uc801 \uad6c\uc870\ub97c \ub098\ud0c0\ub0b4\uba70, \uba38\uc2e0 \ub7ec\ub2dd\uc5d0\uc11c \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc774\uc6c3 \uac80\uc0c9\uc774\ub098 \ubca1\ud130 \uc591\uc790\ud654\uc640 \uac19\uc740 \uc791\uc5c5\uc5d0 \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.
\n\uc608\ub97c \ub4e4\uc5b4, \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ub300\uaddc\ubaa8 \ud14d\uc2a4\ud2b8 \uceec\ub809\uc158\uc758 \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \uad00\ub9ac\ud558\uace0, \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc744 \uac15\ud654\ud558\uace0, \uc720\uc0ac\uc131 \uac80\uc0c9\uc744 \uc2e4\ud589\ud558\ub294 \ub370 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.
\n\uc774\uc640\ub294 \ub300\uc870\uc801\uc73c\ub85c \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4(GDB)\ub294<\/strong> \uc5d4\ud2f0\ud2f0\uc640 \uadf8 \uad00\uacc4\ub97c \ub098\ud0c0\ub0b4\ub294 \ub178\ub4dc\uc640 \uc5d0\uc9c0\ub85c \uad6c\uc131\ub41c \uadf8\ub798\ud504 \ud615\ud0dc\ub85c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud569\ub2c8\ub2e4.
\n\uc774\ub7ec\ud55c \uad6c\uc870 \ub355\ubd84\uc5d0 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c, \ucd94\ucc9c \uc2dc\uc2a4\ud15c, \uc9c0\uc2dd \uadf8\ub798\ud504\uc5d0\uc11c \ubcfc \uc218 \uc788\ub294 \ubcf5\uc7a1\ud55c \uc0c1\ud638 \uc5f0\uacb0\uc5d0 \ub2a5\uc219\ud558\uac8c \ub300\ucc98\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n\uc774\ub7ec\ud55c \ubcf5\uc7a1\ud55c \uad00\uacc4\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucffc\ub9ac\ud558\uae30 \uc704\ud574 \uadf8\ub798\ud504 \ud0d0\uc0c9 \ubc0f \ud328\ud134 \ub9e4\uce6d \uae30\uc220\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. <\/p>\n

\n

\ud655\uc7a5\uc131 \ubc0f \uc131\ub2a5: \uc5b4\ub5a4 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \ube5b\uc744 \ubc1c\ud560\uae4c\uc694?<\/h2>\n<\/div>\n

\ubca1\ud130 DB\ub294 \ub300\uaddc\ubaa8 \uc720\uc0ac\ub3c4 \uac80\uc0c9 \ubc0f AI\uc640 \uad00\ub828\ub41c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ud575\uc2ec\uc778 \ucd5c\uc778\uc811 \uc774\uc6c3(NN) \uac80\uc0c9 \ubc0f \ubca1\ud130 \uc591\uc790\ud654\uc640 \uac19\uc740 \uc791\uc5c5\uc5d0 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.
\n\uc608\ub97c \ub4e4\uc5b4, Faiss\uc640 \uac19\uc740 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uace0\ucc28\uc6d0 \ubca1\ud130\ub97c \uc0c9\uc778\ud558\uace0 \uac80\uc0c9\ud558\ub294 \ub370 \ud0c1\uc6d4\ud558\uba70, \uc11c\ube0c\uc120\ud615 \ucffc\ub9ac \uc2dc\uac04 \ubcf5\uc7a1\ub3c4(O(n+kd))\ub97c \uc720\uc9c0\ud558\ubbc0\ub85c \uc218\ubc31\ub9cc\uc5d0\uc11c \uc218\uc2ed\uc5b5 \uac1c\uc758 \ubca1\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uc728\uc801\uc785\ub2c8\ub2e4.
\n\ubc18\uba74\uc5d0 \uadf8\ub798\ud504 DB\ub294 \ubcf5\uc7a1\ud55c \uad00\uacc4\ub97c \uad00\ub9ac\ud558\ub294 \uac83\uc73c\ub85c \uc720\uba85\ud558\uba70, \ubcf5\uc7a1\ud55c \ub124\ud2b8\uc6cc\ud06c \ud0d0\uc0c9\uacfc \ud328\ud134 \ub9e4\uce6d\uc774 \ud544\uc694\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0 \ud0c1\uc6d4\ud569\ub2c8\ub2e4.
\n\ubd84\uc0b0\ud615 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc544\ud0a4\ud14d\ucc98\uc640 \ud30c\ud2f0\uc154\ub2dd \uc804\ub7b5\uc744 \uc0ac\uc6a9\ud574 \ud655\uc7a5\uc131 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ubbc0\ub85c \ub370\uc774\ud130 \ubcfc\ub968\uc774 \uc99d\uac00\ud574\ub3c4 \uc801\uc808\ud55c \ucffc\ub9ac \uc131\ub2a5\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n‘\uc288\ud37c\ub178\ub4dc’ \ubc0f \ub2e4\uc911 \ub124\ud2b8\uc6cc\ud06c \ud649\uacfc \uac19\uc740 \ub0b4\uc7ac\uc801 \uacfc\uc81c\ub85c \uc778\ud574 \uc774 \uc791\uc5c5\uc774 \uac04\ub2e8\ud558\uc9c0\ub294 \uc54a\uc9c0\ub9cc \uadf9\ubcf5\ud560 \uc218 \uc5c6\ub294 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4.
\n\uc2a4\ud1a0\ub9ac\uc9c0 \uacf5\uac04 \ubc0f \uc778\ub371\uc2f1 \uc2dc\uac04\uacfc \uac19\uc740 \uc131\ub2a5 \uba54\ud2b8\ub9ad \uce21\uba74\uc5d0\uc11c \ubcf4\uba74, \uc77c\ubc18\uc801\uc73c\ub85c \ubca1\ud130 DB\uac00 \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4.
\n\uc608\ub97c \ub4e4\uc5b4, Faiss\ub294<\/a> \uc800\uc7a5 \uacf5\uac04\uc774 \uc791\uace0 \uc778\ub371\uc2a4 \uad6c\ucd95 \uc2dc\uac04\uc774 \ube60\ub985\ub2c8\ub2e4.
\n\ubc18\ub300\ub85c \uadf8\ub798\ud504 DB\ub294 \ub178\ub4dc\uc640 \uc5e3\uc9c0 \uc720\uc9c0 \uad00\ub9ac\uc758 \ubcf5\uc7a1\uc131\uc73c\ub85c \uc778\ud574 \ub354 \ub9ce\uc740 \uc2a4\ud1a0\ub9ac\uc9c0\uc640 \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\uac00 \ud544\uc694\ud560 \uc218 \uc788\uc9c0\ub9cc, \uc0c1\ud638 \uc5f0\uacb0\ub41c \ub370\uc774\ud130\ub97c \ud0d0\uc0c9\ud558\uace0 \ucffc\ub9ac\ud558\ub294 \ub370 \uc788\uc5b4\uc11c\ub294 \ube44\uad50\ud560 \uc218 \uc5c6\ub294 \uc131\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. <\/p>\n

\n

\uc62c\ubc14\ub978 \uc120\ud0dd\ud558\uae30: \uace0\ub824\ud574\uc57c \ud560 \uc694\uc18c<\/h2>\n<\/div>\n

\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4(VDB)\uc640 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4(GDB) \uc911 \ud558\ub098\ub97c \uc120\ud0dd\ud558\ub294 \uac83\uc740 \uc5b4\ub824\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n\ub2e4\uc74c\uc740 \uc758\uc0ac \uacb0\uc815 \uacfc\uc815\uc744 \uac04\uc18c\ud654\ud558\ub294 \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4: <\/p>\n

\n

\ub370\uc774\ud130 \uc774\ud574<\/h3>\n<\/div>\n

\uba3c\uc800, \ub370\uc774\ud130\uc758 \ubcf5\uc7a1\uc131\uc744 \ud3c9\uac00\ud558\uc138\uc694.
\n\uc815\ud615 \ub370\uc774\ud130\uc778\uac00\uc694, \uc544\ub2c8\uba74 \ube44\uc815\ud615 \ub370\uc774\ud130\uc778\uac00\uc694?
\n\ubcf5\uc7a1\ud55c \uad00\uacc4\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\ub098\uc694, \uc544\ub2c8\uba74 \ub3c5\ub9bd\uc801\uc778 \uac1c\uccb4\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\ub098\uc694?
\n\uc608\ub97c \ub4e4\uc5b4, \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc740 \uad00\uacc4\uc5d0 \ud06c\uac8c \uc758\uc874\ud558\ub294 \ubc18\uba74 \uc774\ubbf8\uc9c0 \uac80\uc0c9\uc740 \uace0\ucc28\uc6d0 \ub370\uc774\ud130\uc5d0 \uc758\uc874\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n

\n

\uc8fc\uc694 \uc0ac\uc6a9 \uc0ac\ub840 \ud30c\uc545<\/h3>\n<\/div>\n

\ub2e4\uc74c\uc73c\ub85c, \uc6d0\ud558\ub294 \uc8fc\uc694 \uc778\uc0ac\uc774\ud2b8\ub97c \uacb0\uc815\ud558\uc138\uc694.
\n\uc608\ub97c \ub4e4\uc5b4, \ub300\uaddc\ubaa8 \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc744 \uc218\ud589\ud574\uc57c \ud558\ub294 \uacbd\uc6b0 \ubca1\ud130 DB\uac00 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.
\n\ubc18\ub300\ub85c \ub124\ud2b8\uc6cc\ud06c \ud0d0\uc0c9 \ubc0f \ud328\ud134 \ub9e4\uce6d\uc5d0\ub294 \uadf8\ub798\ud504 DB\uac00 \uc801\ud569\ud569\ub2c8\ub2e4. <\/p>\n

\n

\uc131\ub2a5 \ubc0f \ud655\uc7a5\uc131 \ud3c9\uac00<\/h3>\n<\/div>\n

\uc131\ub2a5\uacfc \ud655\uc7a5\uc131 \uc694\uad6c \uc0ac\ud56d\uc744 \uace0\ub824\ud558\uc138\uc694.
\n\uc2e4\uc2dc\uac04 \uc751\ub2f5\uacfc \ub300\uc6a9\ub7c9 \ub370\uc774\ud130 \uc138\ud2b8 \ucc98\ub9ac\uac00 \uc911\uc694\ud55c \uacbd\uc6b0, \ubca1\ud130 DB\ub294 \uace0\ucc28\uc6d0 \ub370\uc774\ud130\uc5d0 \ud6a8\uc728\uc801\uc785\ub2c8\ub2e4.
\n\uadf8\ub7ec\ub098 \uadf8\ub798\ud504 DB\ub294 \ubcf5\uc7a1\ud55c \uad00\uacc4\ub97c \ub354 \uc798 \ucc98\ub9ac\ud558\uc9c0\ub9cc \uadf8\ub798\ud504 \ud0d0\uc0c9\uacfc \ud328\ud134 \ub9e4\uce6d\uc744 \uc704\ud574 \ub354 \ub9ce\uc740 \ub9ac\uc18c\uc2a4\uac00 \ud544\uc694\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n

\n

\uac15\uc810 \ubc0f \uc57d\uc810<\/h3>\n<\/div>\n

VDB\ub294 \uac00\uc7a5 \uac00\uae4c\uc6b4 \uc774\uc6c3 \uac80\uc0c9\uacfc \uc778\ub371\uc2f1\uc5d0 \ud0c1\uc6d4\ud558\uae30 \ub54c\ubb38\uc5d0 \ube60\ub978 \ubca1\ud130 \uc5f0\uc0b0\uc774 \ud544\uc694\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.
\nGDB\ub294 \ubcf5\uc7a1\ud55c \ub124\ud2b8\uc6cc\ud06c\ub97c \uad00\ub9ac\ud558\uace0 \ucffc\ub9ac\ud558\ub294 \ub370 \uac15\ub825\ud558\uba70, \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c \ubd84\uc11d \ubc0f \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uacfc \uac19\uc740 \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.
\n\uad81\uadf9\uc801\uc73c\ub85c \uc120\ud0dd\uc740 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uacfc \ud2b9\uc815 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.
\n\uc774\ub7ec\ud55c \ub258\uc559\uc2a4\ub97c \uc774\ud574\ud558\uba74 \ub370\uc774\ud130\uc758 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. <\/p>\n

\n
\n

\uacb0\ub860 \uacb0\ub860: \ub370\uc774\ud130\uc758 \uc7a0\uc7ac\ub825 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud558\uae30<\/h2>\n<\/div>\n

\ud2b9\uc815 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub530\ub77c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4(VDB)\uc640 \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4(GDB) \uc911\uc5d0\uc11c \uc2e0\uc911\ud558\uac8c \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.
\n\uac01 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc720\ud615\uc5d0\ub294 \uace0\uc720\ud55c \uac15\uc810\uc774 \uc788\uc73c\uba70 \ub2e4\uc591\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.
\nVDB\ub294 \uace0\ucc28\uc6d0 \ub370\uc774\ud130 \ucc98\ub9ac\uc640 \uc720\uc0ac\ub3c4 \uac80\uc0c9\uc5d0 \ud0c1\uc6d4\ud558\uc5ec AI \ubc0f \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.
\n\ubc18\uba74, GDB\ub294 \ub124\ud2b8\uc6cc\ud06c \ud0d0\uc0c9\uacfc \ud328\ud134 \ub9e4\uce6d\uc5d0 \uac15\ub825\ud558\uba70 \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c \ubd84\uc11d\uacfc \ubcf5\uc7a1\ud55c \uad00\uacc4 \uad00\ub9ac\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.
\n\ub370\uc774\ud130\uc640 \uc0ac\uc6a9 \uc0ac\ub840\ub97c \ud3c9\uac00\ud558\uba74 \ub354 \ub098\uc740 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc73c\uba70, \ud544\uc694\uc5d0 \ub9de\ub294 \uc62c\ubc14\ub978 \uae30\uc220\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n\uc62c\ubc14\ub978 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c<\/a> \uc120\ud0dd\ud558\uba74 \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud5a5\uc0c1\ub41c \uc131\ub2a5, \ud655\uc7a5\uc131, \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \ub4f1 \uc0c1\ub2f9\ud55c \uc774\uc810\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/div>\n

 <\/p>\n","protected":false},"excerpt":{"rendered":"

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