{"id":91,"date":"2026-09-30T12:15:24","date_gmt":"2026-09-30T12:15:24","guid":{"rendered":"https:\/\/suto.duckdns.org\/?p=91"},"modified":"2026-09-30T12:15:24","modified_gmt":"2026-09-30T12:15:24","slug":"qwen2-vl-%ec%97%90-%ec%86%90%ea%b0%80%eb%9d%bd-%ed%91%9c%ed%98%84-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ed%95%99%ec%8a%b5-%ec%8b%a4%ed%8c%a8%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/suto.duckdns.org\/?p=91","title":{"rendered":"qwen2-vl \uc5d0 \uc190\uac00\ub77d \ud45c\ud604 \ub370\uc774\ud130 \ud559\uc2b5 \uc2e4\ud328\uae30"},"content":{"rendered":"\n

\uae30\ub85d\uc744 \uc798 \ub0a8\uae30\uc9c0 \uc54a\uc544 10\uac1c\uc6d4\uac04\uc758 \ubed8\uc9d3\uc744 \uc815\ub9ac\ud558\uba70, \uc774\ub807\uac8c \uac04\ub7b5\ud558\uac8c \uae30\ub85d\uc73c\ub85c \ub0a8\uae40.<\/p>\n\n\n\n

\uc81c\ubbf8\ub098\uc774\uac00 \uadf8\ub098\ub9c8 \uba40\uca61\ud558\ub358 \uc791\ub144 12\uc6d4, qwen1\uc5d0 \uc774\uac83\uc800\uac83 \ud574\ubcf4\ub358 \ub098\ub97c \uae01\uc740 \ud558\ub098\uac00 \uc788\uc73c\ub2c8 \ubc14\ub85c \uc190\uac00\ub77d \ud45c\ud604. \uc81c\ubbf8\ub098\uc774\uc57c \uc774\uac70 \uc5b4\ub5bb\uac8c \ud574\uacb0\ud560 \uc218 \uc788\uc744\uae4c \ud558\uace0 \ud2f0\ud0a4\ud0c0\uce74\ub97c \ud558\ub358 \uc911, \uc81c\ubbf8\ub098\uc774\uac00 \ub098\uc5d0\uac8c \uc774\ub7f0 \uc81c\uc548\uc744 \ud55c\ub2e4<\/p>\n\n\n\n

\uc2dc\ub180\ub85c\uc9c0 920\uc5d0 \uac00\ub4dd \uc601\uc0c1\uc744 \ucc44\uc6cc\uc11c, \ud559\uc2b5\ub370\uc774\ud130\ub97c \ub9cc\ub4e4\uc5b4 \uc801\uc6a9\ud574\ubcf4\uc790.<\/p>\n\n\n\n

\uc81c\ubbf8\ub098\uc774 \ud504\ub85c \uad6c\ub3c5\ud558\ub290\ub77c \uc0dd\uae34 2TB(\uc774\ud6c4 5TB\uac00 \ub429\ub2c8\ub2e4) \uc5d0 \uc2dc\ub180\ub85c\uc9c0 \uc790\ub8cc\ub97c \uaf49\uaf49 \ucc44\uc6b0\uace0 \uc2dc\ub180\ub85c\uc9c0\ub97c \ud145\ud145 \ube44\uc6b4\ub2e4\uc74c, \ucd1d 40\ud14c\ub77c\uc758 \uc6a9\ub7c9\uc5d0 \uc2e0\uccb4\ub3d9\uc601\uc0c1(!)\uc744 \uac00\ub4dd \ucc44\uc6c0.<\/p>\n\n\n\n

– \uc601\uc0c1 \uc804\ucc98\ub9ac<\/p>\n\n\n\n

\uc2dc\ub180\ub85c\uc9c0\uc5d0\uc11c ffmpeg\uc73c\ub85c \ud504\ub808\uc784 2~5, \ud574\uc0c1\ub3c4 720P \uc77c\uad04 \ucf54\ub529\uc744 \uac78\uc5b4\uc11c 10TB\ub97c 3\uc8fc\ub9cc\uc5d0 \ucf54\ub529\ud588\uace0, AMD 5800x\uac00 1Gbps \uc774\ub354\ub137\uc73c\ub85c 35TB\ub97c \uc778\ucf54\ub529\ud558\uace0 \uc6d0\ubcf8\uc744 \uc0ad\uc81c (\ub355\ubd84\uc5d0 \ud559\uc2b5 \uc601\uc0c1 \uac2f\uc218\uac00 3500\uac1c\uc5d0\uc11c 12000\uac1c\ub85c \ub298\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

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<\ucc38\uace0, 2026\ub144 9\uc6d4 30\uc77c \ud604\uc7ac, \ud558\ub4dc\uc6e8\uc5b4 \uc0c1\ud0dc \uc810\uac80\ud558\uace0 \uc791\uc5c5 \uc811\ub294 \uc911><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\ubaa8\ub4e0\uac83\uc744 \uc815\ub9ac\ud55c \ub9cc 9\uac1c\uc6d4\ub9cc\uc758 \uc0c1\ud0dc. 10TB \ub514\uc2a4\ud06c \ud558\ub098\ub294 1400\uc6d0\ub300 \ud658\uc728\uc774 \ubb34\ub108\uc9c0\ub358 \uc9c0\ub09c\ub2ec\uc5d0 \uac00\ubc84\ub838\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

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\uc601\uc0c1\uc744 \uc798\uac8c \ub098\ub204\uc5b4 \uccad\ud0b9 tar+json \uc791\uc5c5\uc744 \ud569\ub2c8\ub2e4. \uc774\ub54c\uae4c\uc9c4 \uc81c\ubbf8\ub098\uc774\uac00 \ucf54\ub4dc\ub97c \uc798 \uc9dc\uc90d\ub2c8\ub2e4. \ucf54\uc5b4\ube68\uc744 \uc138\uc6b0\ubbc0\ub85c, 5800x \ucf54\uc5b4\uc5d0 \uc808\uc804\uc774\ub098 \uac00\ubcc0\uc744 \ub2e4 \uaebc\ubc84\ub9ac\uace0 \ucd5c\ub300\ud074\ub7ed \uace0\uc815\uc73c\ub85c \ucfe8\ub7ec\ub97c \uc950\uc5b4 \uc9ed\ub2c8\ub2e4. 2\uc6d4\ub9d0 \uc300\uc300\ud55c\ub370, \ubcf8\uccb4 \ucf00\uc774\uc2a4 \uc606 \uc720\ub9ac\ub97c \uc5f4\uc5b4\ub450\ub2c8 \ubc29\uc5d0 \ub09c\ubc29\uc744 \ub530\ub85c \ud558\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4. \ucd08\ubc18\uc5d0 \ucde8\uc18c\/\uc7ac\uc2dc\ub3c4 \uc880 \ud558\ub2e4 \ubcf4\ub2c8 3\uc8fc \uac78\ub838\uc2b5\ub2c8\ub2e4. \ub098\uc911\uc5d0 \uc54c\uc558\ub294\ub370, \uc774 \uc791\uc5c5\uc740 \uadf8\ub798\ud53d\uce74\ub4dc\uc778 rx6750xt\uac00 \ud6e8\uc52c \ube60\ub974\uac8c \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

VL-7b\uc5d0 ms-swift ; flashAttention2(1\uc740 \uc798 \uc548\ub428) \uc774\uc600\uace0 \uba54\ubaa8\ub9ac \ud33d\ucc3d \ub9c9\uc73c\ub824\uace0 bfloat16\uc5d0 \uadf8\ub798\ub514\uc5b8\ud2b8\ub97c \ud55c\ucc38 \uc0bd\uc9c8\ud574\uc11c \uc5b4\ucc0c\uc800\ucc0c \uba39\uc600\uc2b5\ub2c8\ub2e4. MLP \ud480\ud29c\ub2dd \ud558\ub294\ub370 \uc804\uccb4\ub97c \uac74\ub4e4\uba74 \uc624\ud788\ub824 \uae30\uc874 \ud559\uc2b5\uc744 \ud769\uc5b4\ub193\uc2b5\ub2c8\ub2e4. \uc190\uac00\ub77d\uc774 9\uac1c\uc778\ub370, \uc65c\uc9c0 \ud588\ub354\ub2c8 \ud559\uc2b5 \uc601\uc0c1\uc774 \uc11c\ub85c \uae4d\uc9c0\ub97c \uc790\uc8fc \ub07c\ub294\ub370 \uadf8\uac83 \ub54c\ubb38\uc778\ub4ef \ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c \uc544\ucc28!!!!! \ud568\uc744 \ub290\ub08d\ub2c8\ub2e4.<\/p>\n\n\n\n

6\uc6d4\ucbe4 \ub418\ub2c8\uae4c \ucd5c\uc2e0 \uc601\uc0c1\ud234\uc774 \uc5c4\uccad\ub098\uac8c \uc5c5\ub383 \ub410\uace0, \uc2ec\uc9c0\uc5b4 \uc81c\ubbf8\ub098\uc774 \uc634\ub2c8\uc870\ucc28 \uc88b\uc740 \uacb0\uacfc\ubb3c\uc774 \ub098\uc635\ub2c8\ub2e4. \uc81c \ud559\uc2b5\ub370\uc774\ud130\ub294 \ud504\ub86c\ud504\ud2b8\ub97c \uc774\ud574\ud558\uc9c0 \ubabb\ud560 \uc815\ub3c4\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uae09\ud55c\ub300\ub85c \uccad\ud0b9\uc744 \ud14d\uc2a4\ud2b8\ub85c \ubcc0\ud658\ud574\uc11c \uc5bc\uad74\uc774 \uba87\uac1c \uc190\uac00\ub77d\uc774 \uba87\uac1c \ub4f1\ub4f1\uc73c\ub85c \uc2dc\ub3c4\ud588\uc9c0\ub9cc, 7\uc6d4\ubd80\ud130 \uc601\uc0c1\uc81c\uc791 \ud234\ub4e4\uc774 \uc6cc\ub099\uc5d0 \uc88b\uc544\uc9c0\uba70 \ud504\ub85c\uc81d\ud2b8\ub97c \uc911\ub2e8\ud569\ub2c8\ub2e4. \uc81c\ubbf8\ub098\uc774\ub3c4 \ubd04\ubd80\ud130 \ubcf8\uaca9\uc801\uc73c\ub85c \ub9db\uc774 \uac00\uc11c \uc800\uc758 \uc18c\uc911\ud55c ‘\uc9c4\uc9dc’ \ub370\uc774\ud130\ub97c \uc0b4\ub824\uc57c \ud558\uae30\uc5d0 nas\uc790\ub8cc\ub97c \uc815\ub9ac\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uae68\ub2ec\uc740 \uc810.<\/p>\n\n\n\n

    \n
  1. Qwen \ub294 \uacf5\ubd80\ub97c \ud558\uace0 \ub2ec\ub824\ub4e4\uba74 \ub354 \uc88b\uc744\uac83 \uac19\uc2b5\ub2c8\ub2e4. \ud30c\uc774\uc36c\uc73c\ub85c \ub358\uc838\uc8fc\ub294 \ucf54\ub4dc \ub9d0\uace0 C\ub97c \uc751\uc6a9\ud574\uc11c \uba39\uc5ec\ubcf4\uba74 \ub354 \uc138\ubc00\ud558\uac8c \uc870\uc808\ud560 \uc218 \uc788\uc5b4 \ubcf4\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n
  2. \uad73\uc774 \uc2e0\uccb4\ub3d9\uc601\uc0c1\uc744 \uae01\uc9c0 \uc54a\uc544\ub3c4 \ub410\uc2b5\ub2c8\ub2e4. \uc81c\uac00 \uac00\uc9c4 700GB\uc758 “\uc9c4\uc9dc \ub098\uc640 \uac00\uc871\uc758 \uc77c\uc0c1 \ubaa8\uc2b5” \uc774 \ub354\uc6b1 \ud559\uc2b5\uc6a9\uc73c\ub85c \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.\uc131\uc778\uc6a9 \uc2e0\uccb4\ub3d9\uc601\uc0c1\uc740 \uc815\uc0c1\uc801\uc778 \ubb54\uac00\ub97c \ud559\uc2b5\ud558\uae30\uac00 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \ub098\ub204\ub294 \ub300\ud654\ub97c whisper-ai large\ub85c \ub3cc\ub838\ub294\ub370 \uc544\uc544\uc544 \ub9cc \uc81c\ub300\ub85c \ub098\uc624\uace0 \ub625\ub9dd\uc785\ub2c8\ub2e4. \ub300\ud654 \uc790\uccb4\ub3c4 \uc5c9\ub9dd\uc774\uace0\uc694. \ubc18\uba74 \uc81c \uac1c\uc778 \uc601\uc0c1\ub4e4(\uc2ec\uc9c0\uc5b4 \uc544\uc774\ud3f0\uc758 \ub77c\uc774\ube0c\ud3ec\ud1a0\ub9c8\uc800) \uc774 \uc815\ud655\ud558\uac8c \uc798 \ub098\uc635\ub2c8\ub2e4. whisper\ub3c4 \ud654\uba74\uc744 \ud14d\uc2a4\ud2b8\ub85c \uc77d\ub294\uac83\ub3c4…<\/li>\n\n\n\n
  3. \ud559\uc2b5\uc774\uace0 \ud30c\uc778\ud29c\ub2dd\uc774\uace0 \ubb50\uace0 \uc591\uc790\ud654 \ub41c \uc0c1\uc6a9 \uba54\uc774\uc800\uc758 \uac1c\ubc1c\uc218\uc900\uc744 \ub530\ub77c\uac08 \uc218\ub294 \uc5c6\uc2b5\ub2c8\ub2e4. \uc628\ud504\ub77c\ubbf8\uc2a4 \uad6c\ucd95\uacfc \uc138\ubc00\ud568\uc5d0\uc11c \ube44\uad50\ud574 \ubcf4\uc790\uba74 LLM\uc740 \uba87\ub2ec \ub9cc\uc871\ud560 \uc218\uc900\uc77c \ubfd0, \uadf8\uc815\ub3c4\ub97c \uac00\uafd4\ub098\uac08 \uc2e4\ub825\uc774\ub77c\uba74 \uc9c0\uae08\uc774\ub77c\ub3c4 \uc2a4\ucf00\uc77c\uc5c5 \ud574\uc11c \uc790\uccb4\uad6c\ucd95 \uc194\ub8e8\uc158\uc744 \ub0b4\ub193\ub294\uac8c \ub354 \uc88b\uc744\uac81\ub2c8\ub2e4. \uae30\uc5c5\uc5d0\uac8c \uadf8\ub7f4\uc2f8\ud55c \uc81c\uc548-\uadf8 \uc218\uc900\uc744 \ubc97\uc5b4\ub098\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \ud55c\uc21c\uac04\uc758 \uc2e4\uc218\ub97c \ub864\ubc31\ud558\ub294\uac74 \uadf8\ub0e5 \ub2e4 \ub0a0\ub9ac\uace0 \uc0c8\ub85c \uac00\ub294\uac8c \uc88b\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n
  4. \ud559\uc2b5 \ub370\uc774\ud130\ub3c4 \uc804\ubb38\uac00\uc5d0 \uc758\ud574 \uce58\ubc00\ud558\uac8c \uc124\uacc4\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \ubd84\uc7ac\ub97c \uac00\uafb8\ub4ef \uacc4\uc18d \uc190\uc744 \ubd10\uc57c\ud569\ub2c8\ub2e4 \ube44\ub85d Qwen\uc774 \ubc84\uc804\uc774 \ub418\ub4e0 \uc548\ub418\ub4e0.<\/li>\n\n\n\n
  5. \uc0ac\ub78c\uc774 \uc27d\uac8c \uc4f0\ub824\uace0 \ub9cc\ub4e0 \ud30c\uc774\uc36c\uc740 \uc774\ubbf8 \uc778\uac04\uc758 \uc778\uc9c0\ub2a5\ub825 \ubc14\uae65\uae4c\uc9c0 \uac00\ubc84\ub9b0\uac83 \uac19\uc2b5\ub2c8\ub2e4. \uc774\ub7f4\uc218\ub85d C++\uc774 \uc624\ud788\ub824 \ub354\uc6b1 \uac15\ub825\ud558\uace0 \uc778\uac04\ub2e4\uc6cc \ubcf4\uc77c \uc9c0\uacbd\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n
  6. \uace0\uae09 \uc219\ub828\uc790\uac00 \uc544\ub2c8\ub77c\uba74 \uc774\uac19\uc740 \uc2dc\ub3c4\ub97c \uc808\ub300 \ud574\ubcfc \uc0dd\uac01 \ub9c8\uc2ed\uc2dc\uc624. 1\ub144\uc5d0 20\ub9cc\uc6d0 \uc815\ub3c4\uba74 \uc88b\uc740 \uba54\uc774\uc800 \uc194\ub8e8\uc158\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc81c\ubbf8\ub098\uc774\ub294 \ube44\ub85d 5TB\uc5d0 \ub178\ud2b8\ubd81LM\uac19\uc740\uac78 \uc900\ub2e4 \uccd0\ub3c4, \uc218\uc900 \uc774\ud558\ub97c \uc790\uc8fc \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. <\/li>\n\n\n\n
  7. \ud558\uc9c0\ub9cc \ub9e5\ubbf8\ub2c8 M5\uae09\uc744 \uad6c\ud55c\ub2e4\uba74… \uc557 \uc544\uc544… \uc778\uac04\uc758 \uc695\uc2ec\uc740 \ub05d\uc774 \uc5c6\uace0…<\/li>\n\n\n\n
  8. \uc2dc\ub180\ub85c\uc9c0 DS920\uc740 \uae30\ubcf8 \ucfe8\ub7ec\ub85c \uc790\uafb8 \uace0\uc5f4 \uc167\ub2e4\uc6b4\uc774 \ub418\uc5b4 \uc678\ubd80\uc5d0(\uc2dc\ub180\ub85c\uc9c0 \ub85c\uace0 \ucabd\uc5d0) 80\ubbf8\ub9ac\ucfe8\ub7ec\ub97c \ud558\ub098 \ub354 \ub2ec\uc558\uace0, \uc21c\uc815 \ucfe8\ub7ec \ub2e4 \ubf51\uace0 \uc5d0\ubc84\ucfe8 \uc2f8\uad6c\ub824 \uace0\uc18d 2\ubcfc \ucfe8\ub7ec\ub85c \uac08\uc558\uc2b5\ub2c8\ub2e4. \ucc98\uc74c\uc5d4 \uc870\uc6a9\ud588\uc9c0\ub9cc 5\uac1c\uc6d4 \ud480\ub85c \ub3cc\ub9ac\ub2c8 \uc2a4\uc544\uc544\uc544 \ud558\ub294 \uc18c\ub9ac\uac00 \ub098\ub124\uc694. ddr5 \uac00\uaca9 \ubabb\uc9c0\uc54a\uac8c \ud558\ub4dc\ub514\uc2a4\ud06c \uac00\uaca9\ub3c4 \ubbf8\uccd0 \ub3cc\uc544\uac00\uc11c, \uc774\uc820 \ub514\uc2a4\ud06c \ud558\ub098 \uc8fd\uc744\ub54c\ub9c8\ub2e4 \uad6c\uc11d\uc5d0 \uccd0\ubc15\ud600\uc788\ub294 1~2TB 2280 ssd nvme\uc5d0 \uc544\ub2f5\ud130 \ub2ec\uc544\uc11c sata\uc5f0\uacb0\ud574\uc57c\ud560 \uc9c0\uacbd\uc785\ub2c8\ub2e4.<\/li>\n<\/ol>\n\n\n\n

    \uc774\uc81c \uc77c\ubc18\uc778 \ubaa8\ub4dc\ub85c \uc804\ud658\ud558\uc5ec \uc2f9 \uc815\ub9ac\ud569\ub2c8\ub2e4. \uadf8\ub7ec\uba74 \uc774 \uc11c\ubc84\ub3c4 \uc2dc\ud55c\ubd80\uac00 \ub420\uac81\ub2c8\ub2e4. \uc804\uae30\uc138\ub3c4 \uc904\uaca0\uc8e0.<\/p>\n\n\n\n

    \uc774\uc0c1\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

    <\/p>\n\n\n\n

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

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