{"id":2011,"date":"2025-08-28T00:36:30","date_gmt":"2025-08-28T07:36:30","guid":{"rendered":"https:\/\/aarkiwebstg.wpenginepowered.com\/?p=2011"},"modified":"2025-08-28T02:37:58","modified_gmt":"2025-08-28T09:37:58","slug":"aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale","status":"publish","type":"post","link":"https:\/\/www.aarki.com\/ko\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/","title":{"rendered":"Aarki\uc758 \uc785\ucc30 \ub450\ub1cc \uc9c4\ud654, 2\ubd80: 10\uc5b5 \ud589 \uaddc\ubaa8\uc5d0\uc11c GPU\ub97c \ud65c\uc6a9\ud55c \ud655\uc7a5\uc131"},"content":{"rendered":"
\"\"<\/figure>\n\n\n

\uc800\uc790 \uc18c\uac1c<\/mark><\/p>\ubca4 \uc6e8\ubc84\ub294 Aarki\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubd80\ubb38 \ubd80\uc0ac\uc7a5\uc73c\ub85c, \ucd08\ub2f9 \uc218\ubc31\ub9cc \uac74\uc758 \uc2e4\uc2dc\uac04 \uc785\ucc30 \uacb0\uc815\uc744 \ucc98\ub9ac\ud558\ub294 \ub354\uc6b1 \uc2a4\ub9c8\ud2b8\ud55c \ubaa8\ub378 \uac1c\ubc1c\uc744 \uc8fc\ub3c4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub294 McAfee, Zynga, Twitch, EA \ub4f1\uc5d0\uc11c \uace0\uc704\uc9c1\uc744 \uc5ed\uc784\ud588\uc2b5\ub2c8\ub2e4. \uc785\ucc30 \uc2dc\uc2a4\ud15c \uad6c\ucd95\ubd80\ud130 \uc608\uce21 \ud30c\uc774\ud504\ub77c\uc778 \uc7ac\uc124\uacc4\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0, \uadf8\uc758 \uacbd\ud5d8\uc740 \uc2e4\ubb34 \uc911\uc2ec\uc801\uc774\uace0 \uc2e4\uc81c \ud604\uc7a5\uc5d0\uc11c \uac80\uc99d\ub41c \uac83\uc785\ub2c8\ub2e4.<\/mark><\/cite><\/blockquote><\/figure>\n\n\n\n

~ \uc548\uc5d0 \uc774 \uc2dc\ub9ac\uc988\uc758 1\ubd80<\/a>, \uc6b0\ub9ac\ub294 Aarki\uac00 \uae30\uc874 \uba38\uc2e0\ub7ec\ub2dd\uc5d0\uc11c \ub525 \ub274\ub7f4 \ub124\ud2b8\uc6cc\ud06c\ub85c \uc9c4\ud654\ud558\uba74\uc11c DSP\uac00 \ub525\ub7ec\ub2dd\uc744 \ud1b5\ud574 \ub354\uc6b1 \ub611\ub611\ud558\uac8c \uc0ac\uace0\ud558\ub3c4\ub85d \ud559\uc2b5\uc2dc\ud0a8 \uacfc\uc815\uc744 \uacf5\uc720\ud588\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc544\ubb34\ub9ac \ub611\ub611\ud55c \ubaa8\ub378\uc774\ub77c\ub3c4 \uc774\ub97c \ub4b7\ubc1b\uce68\ud560 \uc778\ud504\ub77c\uac00 \ub4b7\ubc1b\uce68\ub418\uc9c0 \uc54a\uc73c\uba74 \ud55c\uacc4\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774 \uae00\uc5d0\uc11c\ub294 \uadf8 \uc774\uc57c\uae30\uc758 \ud6c4\ubc18\ubd80, \uc989 GPU\uc5d0 \ud22c\uc790\ud558\uae30\ub85c \uacb0\uc815\ud55c \uacfc\uc815, \ud37c\ube14\ub9ad \ud074\ub77c\uc6b0\ub4dc\uac00 \uc6b0\ub9ac\uc5d0\uac8c \uc801\ud569\ud558\uc9c0 \uc54a\uc558\ub358 \uc774\uc720, \uadf8\ub9ac\uace0 \ub9e4\uc77c \uc218\uc2ed\uc5b5 \uac74\uc758 \ub808\ucf54\ub4dc\ub97c \ud559\uc2b5\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \ud544\uc694\ud55c \uc791\uc5c5\uc5d0 \ub300\ud574 \ub2e4\ub8f9\ub2c8\ub2e4.<\/p>\n\n\n\n

CPU\ub97c \uc774\uc6a9\ud55c \ud6c8\ub828\ub9cc\uc73c\ub85c\ub294 \ub354 \uc774\uc0c1 \ucda9\ubd84\ud558\uc9c0 \uc54a\uc558\ub2e4.<\/h2>\n\n\n\n

Aarki\uc758 \uba38\uc2e0\ub7ec\ub2dd \ud50c\ub7ab\ud3fc\uc740 \ub9e4\uc77c \uc218\uc2ed \uac1c\uc758 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uba70, \uac00\uc7a5 \uaddc\ubaa8\uac00 \ud070 \ubaa8\ub378\ub4e4\uc740 \ud558\ub8e8\uc5d0 10\uc5b5 \uac74 \uc774\uc0c1\uc758 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4. \ubaa8\ub378\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \ud559\uc2b5\uc2dc\ud0a4\uae30 \uc704\ud574 GPU\ub97c \ud65c\uc6a9\ud55c \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc800\ud76c\ub294 TensorFlow \uc0dd\ud0dc\uacc4\uc640 NVIDIA\uc758 CUDA \ud50c\ub7ab\ud3fc\uc744 \ud65c\uc6a9\ud558\uc5ec \ub300\uaddc\ubaa8 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \uad11\uace0\uc8fc\uc5d0\uac8c \ucd5c\uace0\uc758 \uac00\uce58\ub97c \uc81c\uacf5\ud558\ub294 \uad11\uace0 \ub178\ucd9c\uc744 \ud30c\uc545\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc218\uc694\uce21 \ud50c\ub7ab\ud3fc(DSP)\uc5d0 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ub3c4\uc785\ud558\uae30 \uc2dc\uc791\ud588\uc744 \ub54c, GPU\ub97c \uc784\ub300\ud560\uc9c0 \uad6c\ub9e4\ud560\uc9c0 \uacb0\uc815\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774 \uae00\uc5d0\uc11c\ub294 \uc800\ud76c\uac00 \uac80\ud1a0\ud588\ub358 \uc635\uc158\ub4e4, GPU\uc758 \uac00\uce58\ub97c \uc785\uc99d\ud558\uae30 \uc704\ud574 \uac70\uccd0\uc628 \uacfc\uc815, \uadf8\ub9ac\uace0 \ud5a5\ud6c4 \ub300\uaddc\ubaa8 \ub525\ub7ec\ub2dd \uc9c0\uc6d0\uc744 \uc704\ud55c \uacc4\ud68d\uc744 \uc911\uc810\uc801\uc73c\ub85c \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc6b0\ub9ac \uc778\ud504\ub77c\uac00 GPU\ub85c \uc2dc\uc791\ud558\uc9c0 \uc54a\uc740 \uc774\uc720<\/h2>\n\n\n\n

\uc800\ud76c \ub370\uc774\ud130 \uc13c\ud130\ub294 \uc774\ubbf8 \uc18d\ub3c4 \ucd5c\uc801\ud654\uac00 \ub418\uc5b4 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/h3>\n\n\n\n

\uc800\ud76c DSP\ub294 \uc8fc\uc694 \ud504\ub85c\uadf8\ub798\ub9e4\ud2f1 \uad11\uace0 \uac70\ub798\uc18c\uc758 \uac70\ub798 \uc704\uce58\uc640 \ub3d9\uc77c\ud55c \uacf3\uc5d0 \uc704\uce58\ud55c 4\uac1c\uc758 \uc790\uccb4 \ub370\uc774\ud130 \uc13c\ud130\uc5d0 \uad6c\ucd95\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc790\uccb4 \uc18c\uc720 \ubc0f \uc6b4\uc601\ud558\ub294 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ucd08\ub2f9 500\ub9cc \uac74 \uc774\uc0c1\uc758 \uc785\ucc30 \uc694\uccad\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub4dc\uc6e8\uc5b4\uc5d0 \ud22c\uc790\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774 \uc811\uadfc \ubc29\uc2dd\uc740 AWS\ub098 GCP\ucc98\ub7fc \ud544\uc694\uc5d0 \ub530\ub77c \uc0c8\ub85c\uc6b4 \uba38\uc2e0\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub294 \ud37c\ube14\ub9ad \ud074\ub77c\uc6b0\ub4dc \uc635\uc158\uc5d0 \ube44\ud574 \uc720\uc5f0\uc131\uc774 \ud6e8\uc52c \ub5a8\uc5b4\uc9c0\uc9c0\ub9cc, \ub124\ud2b8\uc6cc\ud06c \uc1a1\ucd9c \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uace0 \uc694\uccad\ub2f9 \ube44\uc6a9 \ub610\ud55c \uc774\ub7ec\ud55c \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\ubcf4\ub2e4 \ub0ae\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc6b0\ub9ac\uc758 \ucd08\uae30 \uc778\ud504\ub77c\ub294 \ud559\uc2b5\uc774 \uc544\ub2cc \ud575\uc2ec DSP \ucc98\ub9ac\ub7c9\uc5d0 \uc9d1\uc911\ud588\uc2b5\ub2c8\ub2e4.<\/h3>\n\n\n\n

\uc800\ud76c\ub294 \ucd08\uae30\uc5d0 DSP\ub97c \uc9c0\uc6d0\ud558\ub294 \ud558\ub4dc\uc6e8\uc5b4\uc5d0 \uc9d1\uc911\ud588\uace0, GPU\uc5d0\ub294 \uc120\ubd88 \ud22c\uc790\ub97c \ud558\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc13c\ud130\uc5d0 GPU\uac00 \uc5c6\ub354\ub77c\ub3c4 \uc774\uc804 \uc138\ub300\uc758 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc5d0\ub294 \ubb38\uc81c\uac00 \ub418\uc9c0 \uc54a\uc558\ub294\ub370, \ubaa8\ub378 \ud559\uc2b5\uc5d0 \uc0ac\uc6a9\ud558\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 Rust\uc5d0 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uace0 \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d\uc744 \uc9c0\uc6d0\ud558\uc9c0 \uc54a\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

DeepFM\uc740 \uac00\uc18d \uc5c6\uc774\ub3c4 \uc791\ub3d9\ud588\uc9c0\ub9cc, \uc774\uc81c\ub294 \uc791\ub3d9\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/h3>\n\n\n\n

\uc800\ud76c \uae30\uc874 \ubaa8\ub378\uc740 \ub525 \ud329\ud130\ub77c\uc774\uc81c\uc774\uc158 \uba38\uc2e0(Deep Factorization Machines)\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ubaa8\ub4e0 \uc785\ub825 \ud2b9\uc9d5\uc5d0 \ub300\ud55c \uc784\ubca0\ub529\uc744 \ud559\uc2b5\ud558\ub294 \ub525 \ub2e8\uacc4\uc640 \ud2b9\uc9d5 \uac04\uc758 \uc0c1\ud638 \uc791\uc6a9\uc744 \ud559\uc2b5\ud558\ub294 \ud329\ud130\ub77c\uc774\uc81c\uc774\uc158 \uba38\uc2e0 \ub2e8\uacc4\ub97c \uacb0\ud569\ud55c \uac83\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc124\uce58 \ud6c4 \uc804\ud658 \uc774\ubca4\ud2b8\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \ub9ac\ud0c0\uac9f\ud305 \ucea0\ud398\uc778, \uc608\ub97c \ub4e4\uc5b4 \uc720\ub8cc \uc0ac\uc6a9\uc790\ub85c \uc804\ud658\ub420 \uac00\ub2a5\uc131\uc774 \uac00\uc7a5 \ub192\uc740 \uc124\uce58\ub97c \uc2dd\ubcc4\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc774\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\ud558\uc9c0\ub9cc \ud074\ub9ad \uc608\uce21\uacfc \uac19\uc740 \uc0ac\uc804 \uc124\uce58 \ubaa8\ub378 \uac1c\ubc1c\uc744 \uc2dc\uc791\ud558\uba74\uc11c \ubaa8\ub378 \ud559\uc2b5 \ud50c\ub7ab\ud3fc\uc5d0\uc11c \ubcd1\ubaa9 \ud604\uc0c1\uc5d0 \ubd80\ub52a\ud788\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. \ud558\ub8e8\uc5d0 \uc218\uc5b5 \uac74\uc758 \ub808\ucf54\ub4dc\ub97c \ud559\uc2b5\uc2dc\ud0ac \uc218\ub294 \uc788\uc5c8\uc9c0\ub9cc, \ud558\ub8e8 10\uc5b5 \uac74 \uc774\uc0c1\uc758 \ub808\ucf54\ub4dc\ub97c \ucc98\ub9ac\ud574\uc57c \ud558\ub294 \uc0c1\ud669\uc5d0\uc11c\ub294 \ud559\uc2b5 \uc18d\ub3c4\uac00 \ub108\ubb34 \ub290\ub824 \ud655\uc7a5\uc774 \uc5b4\ub824\uc6e0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc2ec\uce35 \uc2e0\uacbd\ub9dd(DNN)\uc73c\ub85c\uc758 \uc804\ud658\uc73c\ub85c GPU\uac00 \ud544\uc218\uc801\uc774 \ub418\uc5c8\ub2e4.<\/h2>\n\n\n\n

\uc0c8\ub85c\uc6b4 \ubaa8\ub378\uc5d0\ub294 \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/h3>\n\n\n\n

\ub2f9\uc0ac\uc758 \ucc28\uc138\ub300 \uac00\uaca9 \ucc45\uc815 \ubaa8\ub378\uc740 \ubaa8\ub378 \ud559\uc2b5 \ubc0f \ubaa8\ub378 \uc81c\uacf5 \ubaa8\ub450\uc5d0 \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d\uc744 \uc9c0\uc6d0\ud558\ub294 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ucd08\uae30\uc5d0\ub294 \ubaa8\ub378 \ud559\uc2b5\uc5d0 GPU\ub97c \ud65c\uc6a9\ud558\ub294 \ub370 \uc9d1\uc911\ud560 \uc608\uc815\uc774\uba70, \ud559\uc2b5 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \uaddc\ubaa8\uac00 \uc8fc\uc694 \ubcd1\ubaa9 \ud604\uc0c1 \uc694\uc778\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

TensorFlow\uc640 PyTorch\uac00 \uc800\ud76c DNN \ud559\uc2b5 \uc2a4\ud0dd\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/h3>\n\n\n\n

\ud604\uc7ac \uc6b4\uc601 \uc911\uc778 \ubaa8\ub378\uc740 \uac00\uaca9 \ucc45\uc815 \ubaa8\ub378\uc5d0 TensorFlow \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc0ac\uc6a9\ud558\uace0 \uc788\uc73c\uba70, \ubaa8\ub378\uc5d0 \uc785\ub825\ud560 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\ub294 \ud30c\uc774\ud504\ub77c\uc778\uc5d0\ub294 PyTorch \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0, \uae30\uc874 DSP \uc778\ud504\ub77c\uc758 CPU\ub97c \uc0ac\uc6a9\ud558\uc5ec Rust\ub85c \uc2e4\ud589\ud560 \uc218 \uc788\ub294 ONNX \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

GPU\uc758 \uac00\uce58\ub97c \uc785\uc99d\ud558\ub2e4<\/h2>\n\n\n\n

\ub370\uc774\ud130 \uc13c\ud130 \uc678\ubd80\uc5d0\uc11c\uc758 \ud14c\uc2a4\ud2b8 \uad50\uc721<\/h3>\n\n\n\n

\uc800\ud76c\ub294 \uc790\uccb4 \ub370\uc774\ud130 \uc13c\ud130\uc5d0 GPU\ub97c \ub3c4\uc785\ud558\uae30 \uc804\uc5d0 \ucc28\uc138\ub300 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc774 DSP \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uace0, \uc0c8\ub85c\uc6b4 \ubaa8\ub378\uc744 CPU\ubcf4\ub2e4 GPU\uc5d0\uc11c \ud6e8\uc52c \ud6a8\uc728\uc801\uc73c\ub85c \ud559\uc2b5\uc2dc\ud0ac \uc218 \uc788\ub294\uc9c0 \ud655\uc778\ud558\uace0 \uc2f6\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\ud559\uc2b5 \ud6a8\uc728\uc131\uc5d0 \ub300\ud55c \ud655\uc2e0\uc744 \uc5bb\uae30 \uc704\ud574 \ub370\uc774\ud130 \uc13c\ud130 \uc678\ubd80\uc758 GPU\ub97c \ud65c\uc6a9\ud55c \ud559\uc2b5 \uc635\uc158\uc744 \uba87 \uac00\uc9c0 \uac80\ud1a0\ud588\uc2b5\ub2c8\ub2e4. \ucc98\uc74c\uc5d0\ub294 \uc0ac\ubb34\uc2e4 \ub0b4 \ucef4\ud4e8\ud130\uc5d0\uc11c \uc0d8\ud50c\ub9c1\ub41c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\ud574 \ubcf4\uc558\uace0, \uadf8 \ub2e4\uc74c\uc5d0\ub294 AWS\uc5d0\uc11c GPU \uc778\uc2a4\ud134\uc2a4\ub97c \uc0dd\uc131\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc73c\uba70, \ub9c8\uc9c0\ub9c9\uc73c\ub85c Google Colab\uc744 \uc0ac\uc6a9\ud558\uc5ec GPU \uc0ac\uc6a9\uc774 \ubaa8\ub378 \ud559\uc2b5 \uc2dc\uac04\uc744 \ud06c\uac8c \ub2e8\ucd95\uc2dc\ud0a8\ub2e4\ub294 \uac83\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

A\/B \ud14c\uc2a4\ud2b8 (\uc2e0\uaddc \ubaa8\ub378 vs \uae30\uc874 \ubaa8\ub378)<\/h3>\n\n\n\n

\uc800\ud76c\ub294 Google Colab\uc5d0\uc11c \ucc4c\ub9b0\uc800 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0 \ud604\uc7ac \ubaa8\ub378\uacfc \ucc28\uc138\ub300 \ub525\ub7ec\ub2dd \ubaa8\ub378 \uac04\uc758 A\/B \ud14c\uc2a4\ud2b8\ub97c \uc2e4\ud589\ud558\uc5ec \ubaa8\ub378 \ud559\uc2b5\uc5d0 GPU\ub97c \ub3c4\uc785\ud558\ub294 \uac83\uc5d0 \ub300\ud55c \ud655\uc2e0\uc744 \uad6c\ucd95\ud588\uc2b5\ub2c8\ub2e4. GPU \uad6c\ub9e4 \uc5ec\ubd80\ub97c \uacb0\uc815\ud560 \ub54c \uac00\uc7a5 \uc911\uc694\ud55c \uc0ac\ud56d \uc911 \ud558\ub098\ub294 \uc800\ud76c \ubaa8\ub378 \ud559\uc2b5 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \uce74\ub4dc \uc720\ud615\uc744 \uacb0\uc815\ud558\ub294 \uac83\uc774\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

L4 GPU\ub294 CPU \ub300\ube44 10\ubc30\uc758 \uc18d\ub3c4 \ud5a5\uc0c1\uc744 \uc81c\uacf5\ud588\uc2b5\ub2c8\ub2e4.<\/h3>\n\n\n\n

Google Colab\uc744 \uc0ac\uc6a9\ud558\uc5ec NVIDIA T4, L4 \ubc0f A100 \uc778\uc2a4\ud134\uc2a4 \uc720\ud615\uc73c\ub85c \ubaa8\ub378 \ud559\uc2b5 \ud1b5\uacc4\ub97c \uc218\uc9d1\ud55c \uacb0\uacfc, L4 \uce74\ub4dc\uac00 \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98\uc5d0 \uc801\ud569\ud55c \uac83\uc73c\ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4. CPU\uc5d0\uc11c \ud559\uc2b5\ud560 \ub54c\uc640 \ube44\uad50\ud558\uc5ec NVIDIA L4 \uce74\ub4dc\ub97c \uc0ac\uc6a9\ud558\uba74 \ucd5c\ub300 10\ubc30\uc758 \uc18d\ub3c4 \ud5a5\uc0c1\uc744 \uc5bb\uc744 \uc218 \uc788\uc5c8\uc73c\uba70, \uac00\uc7a5 \ud070 \ubaa8\ub378\uc758 \ubc30\uce58 \ucc98\ub9ac \uc2dc\uac04\uc744 200\ubc00\ub9ac\ucd08\uc5d0\uc11c 20\ubc00\ub9ac\ucd08\ub85c \ub2e8\ucd95\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc800\ud76c\ub294 L4 \uce74\ub4dc\uac00 GPU \ud22c\uc790\uc5d0 \uc788\uc5b4 \uc88b\uc740 \ucd9c\ubc1c\uc810\uc774\ub77c\ub294 \uac83\uc744 \uc54c\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \uc544\ud0a4\ud14d\ucc98\ub97c \ud0d0\uc0c9\ud558\uace0, \ubaa8\ub378 \ub9e4\uac1c\ubcc0\uc218\ub97c \ub298\ub9ac\uace0, \ubaa8\ub378\uc5d0 \ub354 \ub9ce\uc740 \uae30\ub2a5\uc744 \ucd94\uac00\ud568\uc5d0 \ub530\ub77c \uc5b4\ub5a4 \uc778\uc2a4\ud134\uc2a4 \uc720\ud615\uc774 \ubaa8\ub378\uc5d0 \ucd5c\uc0c1\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\ub294\uc9c0 \uc9c0\uc18d\uc801\uc73c\ub85c \ud3c9\uac00\ud560 \uac83\uc785\ub2c8\ub2e4. <\/p>\n\n\n\n

\uc2dc\uc81c\ud488\uc744 \ud1b5\ud574 \uc785\uc99d\ub418\uc5c8\uc9c0\ub9cc, \uc591\uc0b0\uc5d0 \ud544\uc694\ud55c \uaddc\ubaa8 \ud655\uc7a5\uc774 \ud544\uc694\ud588\uc2b5\ub2c8\ub2e4.<\/h3>\n\n\n\n

Google Colab\uc744 \ud65c\uc6a9\ud55c A\/B \ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 GPU \ub3c4\uc785\uc758 \uac00\uce58\ub97c \uc785\uc99d\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. GPU\ub97c \uc0ac\uc6a9\ud558\uba74 \ud6e8\uc52c \ub354 \ud070 \ub370\uc774\ud130 \uc138\ud2b8\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\uc5c8\uace0, \uae30\uc874 \ub525\ub7ec\ub2dd \ubaa8\ub378\ubcf4\ub2e4 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \ub2e8\uacc4\ub294 \uc774\ub7ec\ud55c \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc790\ub3d9\ud654\ud558\uc5ec \uc218\uc2ed\uc5b5 \uac74\uc758 \ub808\ucf54\ub4dc\ub97c \uae30\ubc18\uc73c\ub85c \ub9e4\uc77c \ubaa8\ub378\uc744 \uc7ac\ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uac83\uc774\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

Google Colab\uc740 \ud504\ub85c\ud1a0\ud0c0\uc785 \uc81c\uc791 \ubc0f \uc2e4\ud5d8\uc5d0 \uc801\ud569\ud558\uc9c0\ub9cc, \ud504\ub85c\ub355\uc158 \uc6cc\ud06c\ub85c\ub4dc\uc6a9\uc73c\ub85c\ub294 \uc801\ud569\ud558\uc9c0 \uc54a\uc73c\uba70 Google\uc740 \uc774\ub7ec\ud55c \ud30c\uc774\ud504\ub77c\uc778\uc5d0\ub294 Vertex AI \uc0ac\uc6a9\uc744 \uad8c\uc7a5\ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc6b0\ub9ac\ub294 AWS SageMaker\ub098 GCP Vertex\uc640 \uac19\uc740 \ud37c\ube14\ub9ad \ud074\ub77c\uc6b0\ub4dc \uc635\uc158\uc744 \ud65c\uc6a9\ud560\uc9c0, \uc544\ub2c8\uba74 \ubaa8\ub378 \ud559\uc2b5 \uc18d\ub3c4\ub97c \ub192\uc774\uae30 \uc704\ud574 \uc790\uccb4 \ud558\ub4dc\uc6e8\uc5b4\ub97c \uad6c\ub9e4\ud560\uc9c0 \uacb0\uc815\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

GPU\ub97c \uc784\ub300\ud558\ub294 \uac83\uc740 \uc6b0\ub9ac \uaddc\ubaa8\ub098 \ud658\uacbd\uc5d0 \uc801\ud569\ud558\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4.<\/h2>\n\n\n\n

\ub370\uc774\ud130 \uc804\uc1a1 \ubc0f TensorFlow I\/O\ub85c \uc778\ud574 \ud074\ub77c\uc6b0\ub4dc \uad50\uc721\uc774 \ube44\ud604\uc2e4\uc801\uc774 \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/h3>\n\n\n\n

\ubaa8\ub378 \ud559\uc2b5\uc744 \uc704\ud574 \uadf8\ub798\ud53d \uce74\ub4dc\ub97c \uc784\ub300\ud558\uba74\uc11c \uac00\uc7a5 \ud070 \ubb38\uc81c\ub294 \uc790\uccb4 \ub370\uc774\ud130 \uc13c\ud130\uc5d0\uc11c GPU\uac00 \uc788\ub294 \uacf3\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc804\uc1a1\ud558\ub294 \uac83\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uc800\ud76c\ub294 \uc790\uccb4 \ub370\uc774\ud130 \uc13c\ud130\uc758 \ud074\ub7ec\uc2a4\ud130\uc5d0\uc11c Spark\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud559\uc2b5 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc900\ube44\ud558\uace0, \uc778\ucf54\ub529\ub41c \ub370\uc774\ud130 \uc138\ud2b8\ub97c TensorFlow\uc758 TFRecord \ud615\uc2dd\uc73c\ub85c \ucd9c\ub825\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc800\ud76c\uac00 \ubcf4\uc720\ud55c \uac00\uc7a5 \ud070 \ub370\uc774\ud130 \uc138\ud2b8\ub294 \ub808\ucf54\ub4dc\ub97c gzip\uc73c\ub85c \uc555\ucd95\ud558\ub354\ub77c\ub3c4 \uc218\ubc31 \uae30\uac00\ubc14\uc774\ud2b8\uc5d0 \ub2ec\ud558\uba70, \uc800\ud76c\ub294 \ub9e4\uc77c \ub2e4\uc591\ud55c \ud559\uc2b5 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\uc640 \uac19\uc740 \uaddc\ubaa8\uc758 \ubaa8\ub378\uc744 \uc218\uc2ed \uac1c\uc529 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\ub610 \ub2e4\ub978 \ubb38\uc81c\ub294 AWS S3 \ubc0f GCP \ud074\ub77c\uc6b0\ub4dc \uc2a4\ud1a0\ub9ac\uc9c0\uc640 \uac19\uc740 \ud074\ub77c\uc6b0\ub4dc \uc2a4\ud1a0\ub9ac\uc9c0\uc5d0 \uc788\ub294 \ud30c\uc77c\uc744 \uc9c1\uc811 \uc0ac\uc6a9\ud558\uc5ec TensorFlow \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \uae30\ub2a5\uc774 \ud575\uc2ec TensorFlow \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0\uc11c \uc81c\uac70\ub418\uace0 \ub354 \uc774\uc0c1 \uc720\uc9c0 \uad00\ub9ac\ub418\uc9c0 \uc54a\ub294 TensorFlow I\/O \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c \uc774\ub3d9\ub418\uc5c8\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \ub9e4\uc77c \ubaa8\ub378 \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \uc774\ub7ec\ud55c \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \uc774\ub3d9\uc2dc\ud0a4\uba74 \ubaa8\ub378 \ud30c\uc774\ud504\ub77c\uc778\uc758 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158\uc5d0 \uc5b4\ub824\uc6c0\uc774 \ubc1c\uc0dd\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \ub9e4\uc77c \ud14c\ub77c\ubc14\uc774\ud2b8 \ub2e8\uc704\uc758 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \ud074\ub77c\uc6b0\ub4dc \uc2a4\ud1a0\ub9ac\uc9c0 \ubc0f \uc804\uc1a1 \ube44\uc6a9\uc744 \uc9c0\ubd88\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc6b0\ub9ac\ub294 GPU\ub97c \uc790\uccb4\uc801\uc73c\ub85c \ub3c4\uc785\ud558\uace0 \uc774\ub97c \uc911\uc2ec\uc73c\ub85c \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud588\uc2b5\ub2c8\ub2e4.<\/h3>\n\n\n\n

Google Colab\uc744 \uc0ac\uc6a9\ud55c \uc0ac\uc804 \ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 NVIDIA L4 \uce74\ub4dc\uac00 \ubaa8\ub378 \ud559\uc2b5\uc5d0 \uc88b\uc740 \ucd9c\ubc1c\uc810\uc774 \ub420 \uac83\uc774\ub77c\ub294 \uac83\uc744 \uc774\ubbf8 \uc54c\uace0 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec \uac1c\uc758 L4 \uce74\ub4dc\ub97c \ud0d1\uc7ac\ud55c \uc11c\ubc84\ub97c \uc790\uccb4 \ub370\uc774\ud130 \uc13c\ud130\uc5d0 \ucd94\uac00\ud558\ub294 \ubc29\uc548\uc5d0 \ub300\ud574 \uc5c5\uccb4\uc640 \ud611\uc758\ud558\uc5ec \ube44\uc6a9\uc744 \uc0b0\ucd9c\ud588\uace0, GPU \uae30\ubc18 \uc11c\ubc84\ub97c \uc18c\ub7c9\uc73c\ub85c \uad6c\ucd95\ud558\ub294 \uac83\ubd80\ud130 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uba38\uc2e0 \uc124\uce58\ub97c \uc644\ub8cc\ud55c \ud6c4\uc5d0\ub294 \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \uc0ac\ub0b4 \ud504\ub77c\uc774\ube57 \ub370\uc774\ud130\uc13c\ud130\uc5d0 \ubcf4\uad00\ud560 \uc218 \uc788\uc5c8\uace0, \ub370\uc774\ud130 \uc804\uc1a1\uc774\ub77c\ub294 \uac00\uc7a5 \ud070 \ubb38\uc81c\uc810\uc744 \ud574\uacb0\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158\uc744 \uc704\ud55c Prefect, \ud504\ub85c\ud30c\uc77c\ub9c1\uc744 \uc704\ud55c TensorBoard, \uadf8\ub9ac\uace0 \ubaa8\ub378 \ud30c\uc774\ud504\ub77c\uc778\uc758 ML \uc6b4\uc601\uc744 \uc704\ud55c MLflow \ub4f1 \uc624\ud508\uc18c\uc2a4 \ud234\uc5d0 \ub354 \ub9ce\uc774 \ud22c\uc790\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

GPU \uad6c\ub9e4\uac00 \ud56d\uc0c1 \ucd5c\uc120\uc758 \uc120\ud0dd\uc740 \uc544\ub2c8\uc9c0\ub9cc, \uc800\ud76c\ub294 \uc790\uccb4 \ub370\uc774\ud130 \uc13c\ud130\ub97c \uad6c\ucd95\ud558\uace0 \ubaa8\ub378 \ud559\uc2b5 \uc6cc\ud06c\ub85c\ub4dc\uac00 \uc608\uce21 \uac00\ub2a5\ud588\uae30 \ub54c\ubb38\uc5d0 \uc88b\uc740 \uacb0\uacfc\ub97c \uc5bb\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774\uc81c \uc6b0\ub9ac\ub294 \ub9e4\uc77c \uc0ac\ub0b4\uc5d0\uc11c \uc218\uc2ed\uc5b5 \uac1c\uc758 \ud589\uc73c\ub85c \ud6c8\ub828\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/h3>\n\n\n\n

\ub370\uc774\ud130 \uc900\ube44\ub97c \uc704\ud55c Spark \uc6cc\ud06c\ud50c\ub85c\uc640 \ubaa8\ub378 \ud559\uc2b5\uc744 \uc704\ud55c GPU \uc791\uc5c5 \uac04\uc758 \uc778\uc218\uc778\uacc4\ub97c \uc870\uc815\ud558\ub294 \ub370 \uc57d\uac04\uc758 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc791\uc5c5\uc774 \ud544\uc694\ud588\uc9c0\ub9cc, \uadf8\ub9cc\ud55c \uac00\uce58\uac00 \uc788\uc5c8\uace0 \uc774\uc81c \ub9e4\uc77c \uc218\uc2ed\uc5b5 \uac1c\uc758 \uc608\uc81c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac00\uc7a5 \ud070 \ubaa8\ub378\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc778\uc218 \ubc29\uc2dd\uc774 \ud56d\uc0c1 \uc633\uc740 \uc120\ud0dd\uc740 \uc544\ub2c8\uc9c0\ub9cc, \uc800\ud76c\uc758 \uc790\uccb4 \ub370\uc774\ud130 \uc13c\ud130\uc640 \uc608\uce21 \uac00\ub2a5\ud55c \ubaa8\ub378 \uc6cc\ud06c\ub85c\ub4dc\uc5d0\ub294 \ud544\uc694\ud55c \uc81c\uc5b4\ub825, \ud6a8\uc728\uc131 \ubc0f \ud655\uc7a5\uc131\uc744 \uc81c\uacf5\ud574 \uc8fc\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uacb0\uad6d, \uc778\ud504\ub77c\ub97c \ud655\uc7a5\ud558\uc9c0 \uc54a\uace0\ub294 \uc778\ud154\ub9ac\uc804\uc2a4\ub97c \ud655\uc7a5\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4.<\/h2>\n\n\n\n

1\ubd80\uc5d0\uc11c\ub294 \ub450\ub1cc\uc758 \uc9c4\ud654\uc5d0 \ub300\ud574 \ub2e4\ub8e8\uc5c8\uace0, 2\ubd80\uc5d0\uc11c\ub294 \uadf8 \ub450\ub1cc\uac00 \uc131\uc7a5\ud558\ub294 \ub370 \ud544\uc694\ud55c \uc778\ud504\ub77c\ub97c \uad6c\ucd95\ud558\ub294 \uac83\uc5d0 \ub300\ud574 \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. GPU\uc5d0 \ud22c\uc790\ud558\uace0 \ubaa8\ub378 \ud559\uc2b5\uc744 \uc790\uccb4\uc801\uc73c\ub85c \uc9c4\ud589\ud568\uc73c\ub85c\uc368 \ud074\ub77c\uc6b0\ub4dc \ube44\uc6a9\uc744 \ud06c\uac8c \ub298\ub9ac\uc9c0 \uc54a\uace0\ub3c4 \uc131\ub2a5\uc744 \ud68d\uae30\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774\uc81c \ub525\ub7ec\ub2dd\uc774 \uc785\ucc30 \ub85c\uc9c1\uc758 \ud575\uc2ec\uc774 \ub418\uc5c8\uace0, GPU\ub97c \ud65c\uc6a9\ud558\uc5ec \ub9e4\uc77c \uc218\uc2ed\uc5b5 \uac1c\uc758 \ud589\uc73c\ub85c \uad6c\uc131\ub41c \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud568\uc73c\ub85c\uc368, \uc6b0\ub9ac\ub294 \ub354 \ube60\ub974\uac8c \ud559\uc2b5\ud558\uace0, \ub354 \uc2a4\ub9c8\ud2b8\ud558\uac8c \ucd5c\uc801\ud654\ud558\uba70, \uc131\ub2a5 \uc800\ud558 \uc5c6\uc774 \ud655\uc7a5\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub41c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774\uc57c\uae30\uc758 \uc2dc\uc791 \ubd80\ubd84\uc744 \ub193\uce58\uc168\ub098\uc694? 1\ubd80\ub97c \uc77d\uc5b4\ubcf4\uc138\uc694. \uc5ec\uae30<\/a>.<\/p>\n\n\n\n

\uc774 \ube14\ub85c\uadf8 \uae00\uc774 \ub9c8\uc74c\uc5d0 \ub4dc\uc168\ub2e4\uba74 \ubca4\uc5d0\uac8c \uba54\uc2dc\uc9c0\ub97c \ubcf4\ub0b4\uc8fc\uc138\uc694.\u00a0<\/em>bweber@aarki.com<\/em><\/a>. \uadf8\ub294 \ub2f9\uc2e0\uc758 \uc5f0\ub77d\uc744 \uc815\ub9d0 \uc88b\uc544\ud560 \uac70\uc608\uc694!<\/em><\/p>","protected":false},"excerpt":{"rendered":"

\uc800\uc790 \uc18c\uac1c: \ubca4 \uc6e8\ubc84\ub294 Aarki\uc758 \uba38\uc2e0\ub7ec\ub2dd \ub2f4\ub2f9 \ubd80\uc0ac\uc7a5\uc73c\ub85c, \uc218\ubc31\ub9cc \uac74\uc758 \uc2e4\uc2dc\uac04 \uc785\ucc30 \uacb0\uc815\uc744 \uc9c0\uc6d0\ud558\ub294 \ub354\uc6b1 \uc2a4\ub9c8\ud2b8\ud55c \ubaa8\ub378 \uac1c\ubc1c\uc744 \uc8fc\ub3c4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>","protected":false},"author":15,"featured_media":2012,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","event_date":"","external_url":"","gated_content":false,"hubspot_url":"","footnotes":""},"categories":[13],"tags":[],"class_list":["post-2011","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insights"],"yoast_head":"\nAarki\u2019s Bidding Brain Evolution, Part 2: Scaling with GPUs at Billion-Row Scale - Aarki<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.aarki.com\/ko\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Aarki\u2019s Bidding Brain Evolution, Part 2: Scaling with GPUs at Billion-Row Scale\" \/>\n<meta property=\"og:description\" content=\"About The Author Ben Weber is the VP of Machine Learning at Aarki, where he leads the charge on building smarter models that power millions of real-time bidding decisions per ...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.aarki.com\/ko\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/\" \/>\n<meta property=\"og:site_name\" content=\"Aarki\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-28T07:36:30+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-28T09:37:58+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.aarki.com\/wp-content\/uploads\/2025\/08\/Ben-Weber-blog-2.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Abhishek\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"Abhishek\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"8\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.aarki.com\\\/insights\\\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.aarki.com\\\/insights\\\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\\\/\"},\"author\":{\"name\":\"Abhishek\",\"@id\":\"https:\\\/\\\/www.aarki.com\\\/#\\\/schema\\\/person\\\/7a3f8915280b7a82b36d29c8766fdc6e\"},\"headline\":\"Aarki\u2019s Bidding Brain Evolution, Part 2: Scaling with GPUs at Billion-Row Scale\",\"datePublished\":\"2025-08-28T07:36:30+00:00\",\"dateModified\":\"2025-08-28T09:37:58+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.aarki.com\\\/insights\\\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\\\/\"},\"wordCount\":1654,\"image\":{\"@id\":\"https:\\\/\\\/www.aarki.com\\\/insights\\\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.aarki.com\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/Ben-Weber-blog-2.png\",\"articleSection\":[\"Insights\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.aarki.com\\\/insights\\\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\\\/\",\"url\":\"https:\\\/\\\/www.aarki.com\\\/insights\\\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\\\/\",\"name\":\"Aarki\u2019s Bidding Brain Evolution, Part 2: Scaling with GPUs at Billion-Row Scale - Aarki\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.aarki.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.aarki.com\\\/insights\\\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.aarki.com\\\/insights\\\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.aarki.com\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/Ben-Weber-blog-2.png\",\"datePublished\":\"2025-08-28T07:36:30+00:00\",\"dateModified\":\"2025-08-28T09:37:58+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/www.aarki.com\\\/#\\\/schema\\\/person\\\/7a3f8915280b7a82b36d29c8766fdc6e\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.aarki.com\\\/insights\\\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\\\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.aarki.com\\\/insights\\\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\\\/\\\/www.aarki.com\\\/insights\\\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.aarki.com\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/Ben-Weber-blog-2.png\",\"contentUrl\":\"https:\\\/\\\/www.aarki.com\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/Ben-Weber-blog-2.png\",\"width\":1920,\"height\":1080},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.aarki.com\\\/insights\\\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.aarki.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Aarki\u2019s Bidding Brain Evolution, Part 2: Scaling with GPUs at Billion-Row Scale\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.aarki.com\\\/#website\",\"url\":\"https:\\\/\\\/www.aarki.com\\\/\",\"name\":\"Aarki\",\"description\":\"AI-Enabled Mobile Marketing Platform\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.aarki.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.aarki.com\\\/#\\\/schema\\\/person\\\/7a3f8915280b7a82b36d29c8766fdc6e\",\"name\":\"Abhishek\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/f3f4915162aa6eef428c3bdc0003a6b4469ebc38c3ca7929195c7897827e5f2a?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/f3f4915162aa6eef428c3bdc0003a6b4469ebc38c3ca7929195c7897827e5f2a?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/f3f4915162aa6eef428c3bdc0003a6b4469ebc38c3ca7929195c7897827e5f2a?s=96&d=mm&r=g\",\"caption\":\"Abhishek\"},\"url\":\"https:\\\/\\\/www.aarki.com\\\/ko\\\/author\\\/abhishek\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Aarki\uc758 \uc785\ucc30 \ub450\ub1cc \uc9c4\ud654, 2\ubd80: 10\uc5b5 \ud589 \uaddc\ubaa8\uc5d0\uc11c GPU\ub97c \ud65c\uc6a9\ud55c \ud655\uc7a5 - Aarki","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.aarki.com\/ko\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/","og_locale":"ko_KR","og_type":"article","og_title":"Aarki\u2019s Bidding Brain Evolution, Part 2: Scaling with GPUs at Billion-Row Scale","og_description":"About The Author Ben Weber is the VP of Machine Learning at Aarki, where he leads the charge on building smarter models that power millions of real-time bidding decisions per ...","og_url":"https:\/\/www.aarki.com\/ko\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/","og_site_name":"Aarki","article_published_time":"2025-08-28T07:36:30+00:00","article_modified_time":"2025-08-28T09:37:58+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/www.aarki.com\/wp-content\/uploads\/2025\/08\/Ben-Weber-blog-2.png","type":"image\/png"}],"author":"Abhishek","twitter_card":"summary_large_image","twitter_misc":{"\uae00\uc4f4\uc774":"Abhishek","\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04":"8\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.aarki.com\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/#article","isPartOf":{"@id":"https:\/\/www.aarki.com\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/"},"author":{"name":"Abhishek","@id":"https:\/\/www.aarki.com\/#\/schema\/person\/7a3f8915280b7a82b36d29c8766fdc6e"},"headline":"Aarki\u2019s Bidding Brain Evolution, Part 2: Scaling with GPUs at Billion-Row Scale","datePublished":"2025-08-28T07:36:30+00:00","dateModified":"2025-08-28T09:37:58+00:00","mainEntityOfPage":{"@id":"https:\/\/www.aarki.com\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/"},"wordCount":1654,"image":{"@id":"https:\/\/www.aarki.com\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/#primaryimage"},"thumbnailUrl":"https:\/\/www.aarki.com\/wp-content\/uploads\/2025\/08\/Ben-Weber-blog-2.png","articleSection":["Insights"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/www.aarki.com\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/","url":"https:\/\/www.aarki.com\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/","name":"Aarki\uc758 \uc785\ucc30 \ub450\ub1cc \uc9c4\ud654, 2\ubd80: 10\uc5b5 \ud589 \uaddc\ubaa8\uc5d0\uc11c GPU\ub97c \ud65c\uc6a9\ud55c \ud655\uc7a5 - Aarki","isPartOf":{"@id":"https:\/\/www.aarki.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.aarki.com\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/#primaryimage"},"image":{"@id":"https:\/\/www.aarki.com\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/#primaryimage"},"thumbnailUrl":"https:\/\/www.aarki.com\/wp-content\/uploads\/2025\/08\/Ben-Weber-blog-2.png","datePublished":"2025-08-28T07:36:30+00:00","dateModified":"2025-08-28T09:37:58+00:00","author":{"@id":"https:\/\/www.aarki.com\/#\/schema\/person\/7a3f8915280b7a82b36d29c8766fdc6e"},"breadcrumb":{"@id":"https:\/\/www.aarki.com\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.aarki.com\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/"]}]},{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/www.aarki.com\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/#primaryimage","url":"https:\/\/www.aarki.com\/wp-content\/uploads\/2025\/08\/Ben-Weber-blog-2.png","contentUrl":"https:\/\/www.aarki.com\/wp-content\/uploads\/2025\/08\/Ben-Weber-blog-2.png","width":1920,"height":1080},{"@type":"BreadcrumbList","@id":"https:\/\/www.aarki.com\/insights\/aarkis-bidding-brain-evolution-part-2-scaling-with-gpus-at-billion-row-scale\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.aarki.com\/"},{"@type":"ListItem","position":2,"name":"Aarki\u2019s Bidding Brain Evolution, Part 2: Scaling with GPUs at Billion-Row Scale"}]},{"@type":"WebSite","@id":"https:\/\/www.aarki.com\/#website","url":"https:\/\/www.aarki.com\/","name":"\uc544\ub974\ud0a4","description":"AI \uae30\ubc18 \ubaa8\ubc14\uc77c \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.aarki.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Person","@id":"https:\/\/www.aarki.com\/#\/schema\/person\/7a3f8915280b7a82b36d29c8766fdc6e","name":"\uc544\ube44\uc170\ud06c","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/secure.gravatar.com\/avatar\/f3f4915162aa6eef428c3bdc0003a6b4469ebc38c3ca7929195c7897827e5f2a?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/f3f4915162aa6eef428c3bdc0003a6b4469ebc38c3ca7929195c7897827e5f2a?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/f3f4915162aa6eef428c3bdc0003a6b4469ebc38c3ca7929195c7897827e5f2a?s=96&d=mm&r=g","caption":"Abhishek"},"url":"https:\/\/www.aarki.com\/ko\/author\/abhishek\/"}]}},"_links":{"self":[{"href":"https:\/\/www.aarki.com\/ko\/wp-json\/wp\/v2\/posts\/2011","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.aarki.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aarki.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aarki.com\/ko\/wp-json\/wp\/v2\/users\/15"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aarki.com\/ko\/wp-json\/wp\/v2\/comments?post=2011"}],"version-history":[{"count":0,"href":"https:\/\/www.aarki.com\/ko\/wp-json\/wp\/v2\/posts\/2011\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aarki.com\/ko\/wp-json\/wp\/v2\/media\/2012"}],"wp:attachment":[{"href":"https:\/\/www.aarki.com\/ko\/wp-json\/wp\/v2\/media?parent=2011"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aarki.com\/ko\/wp-json\/wp\/v2\/categories?post=2011"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aarki.com\/ko\/wp-json\/wp\/v2\/tags?post=2011"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}