{"id":12415,"date":"2025-07-28T16:19:32","date_gmt":"2025-07-28T08:19:32","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=12415"},"modified":"2026-03-10T18:07:18","modified_gmt":"2026-03-10T10:07:18","slug":"kubeflow-ixgpu-tutorial","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/ko\/kubeflow-ixgpu-tutorial","title":{"rendered":"Kubeflow GPU \uc2ac\ub77c\uc774\uc2f1 \ud65c\uc6a9: \uc778\ud53c\ub2c8\ud2f1\uc2a4 ixGPU \ubaa8\ub4c8 \uc2e4\uc804 \uac00\uc774\ub4dc, \uc790\uc6d0 \ud6a8\uc728\uc801 \ud65c\uc6a9 \uc2e4\ud604!"},"content":{"rendered":"\n

Kubeflow<\/a>\ub294 Kubernetes<\/a>\ub97c \uae30\ubc18\uc73c\ub85c \uad6c\ucd95\ub41c \uc624\ud508\uc18c\uc2a4 \ud50c\ub7ab\ud3fc\uc73c\ub85c, \ub370\uc774\ud130 \uc900\ube44, \ubaa8\ub378 \ud6c8\ub828, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubaa8\ub378 \ubc30\ud3ec \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \ub4f1 \uac01 \ub2e8\uacc4\ub97c \ud3ec\uad04\ud558\ub294 \ud45c\uc900\ud654\ub418\uace0 \ud1b5\ud569\ub41c \ub3c4\uad6c \uc138\ud2b8\ub97c \uc81c\uacf5\ud568\uc73c\ub85c\uc368 AI \ubaa8\ub378\uc758 \uc2e4\uc81c \uc801\uc6a9 \uacfc\uc815\uc744 \ud06c\uac8c \uac04\uc18c\ud654\ud569\ub2c8\ub2e4. \ud604\uc7ac \ub9ce\uc740 \ub370\uc774\ud130 \uacfc\ud559\uc790\uc640 \uba38\uc2e0\ub7ec\ub2dd \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \uc790\uc8fc \uc0ac\uc6a9\ud558\ub294 \ud50c\ub7ab\ud3fc\uc73c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uadf8\ub7ec\ub098 \ub9ce\uc740 \uac1c\ubc1c\uc790\uac00 Kubeflow \uc0ac\uc6a9 \uc2dc GPU \ub9ac\uc18c\uc2a4 \ubd84\ud560\uc774 \ubd88\uac00\ub2a5\ud55c \ubb38\uc81c\ub97c \uacaa\uc2b5\ub2c8\ub2e4. \ud50c\ub7ab\ud3fc \ud2b9\uc131\uc0c1 \ub2e8\uc77c \ucee8\ud14c\uc774\ub108\uac00 \uc804\uccb4 GPU \ub9ac\uc18c\uc2a4\ub97c \uc810\uc720\ud558\uae30 \ub54c\ubb38\uc5d0, \ud504\ub85c\uc81d\ud2b8\uc5d0 \ud544\uc694\ud55c \ub9ac\uc18c\uc2a4\uac00 \uc801\uc744 \uacbd\uc6b0 \uc77c\ubd80 GPU \ucef4\ud4e8\ud305 \uc790\uc6d0\uc774 \uc720\ud734 \uc0c1\ud0dc\ub85c \ubc29\uce58\ub418\uc5b4 \ud6a8\uc728\uc801\uc73c\ub85c \ud65c\uc6a9\ub418\uc9c0 \ubabb\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uc778\ud53c\ub2c8\ud2f1\uc2a4\uc758 ixGPU \ubaa8\ub4c8\uc744 \ud65c\uc6a9\ud574 Kubeflow\uc5d0\uc11c GPU \ubd84\ud560\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc744 \ub2e8\uacc4\ubcc4\ub85c \uc548\ub0b4\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

Kubeflow \ud50c\ub7ab\ud3fc\uc5d0\uc11c ixGPU \ubaa8\ub4c8\uc744 \ud65c\uc6a9\ud55c GPU \ud0c4\ub825\uc801 \ubd84\ud560<\/p>\n\n\n\n

\ub9de\ucda4\ud615 YAML PodDefault \uad6c\uc131<\/p>\n\n\n\n

Tesla P4 GPU\ub97c \uc608\uc2dc\ub85c GPU \ubd84\ud560\uc744 \uc2dc\uc5f0\ud569\ub2c8\ub2e4. ixGPU \ubaa8\ub4c8\uc744 Kubeflow\uc5d0 \uc801\uc6a9\ud558\uae30 \uc804\uc5d0 YAML \ud30c\uc77c\uc744 \uc900\ube44\ud574\uc57c \ud569\ub2c8\ub2e4. poddefault1.yaml\uacfc poddefault2.yaml \ub450 \uac1c\uc758 YAML \ud30c\uc77c\uc744 \uc900\ube44\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uadf8\ub9bc\uacfc \uac19\uc774 \uc544\ub798 \ub450 \uba85\ub839\uc5b4\ub97c \ud1b5\ud574 \ub450 YAML \ud30c\uc77c\uc5d0 \uc815\uc758\ub41c PodDefault \ub9ac\uc18c\uc2a4\uc758 \uc0c1\uc138 \uad6c\uc131\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

cat poddefault1.yaml<\/strong><\/p>\n\n\n\n

cat poddefault2.yaml<\/strong><\/p>\n\n\n\n

\uc774 \ub450 yaml \ud30c\uc77c\uc740 \uc11c\ub85c \ub2e4\ub978 PodDefault \uad6c\uc131\uc744 \uc815\uc758\ud558\uba70, Kubeflow \ud658\uacbd\uc5d0\uc11c \ud2b9\uc815 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c Pod\uc5d0 \ub300\ud574 \uae30\ubcf8\uc801\uc73c\ub85c \ub2e4\ub978 \ud06c\uae30\ub97c \ud560\ub2f9\ud558\uc5ec Tesla P4 GPU \uba54\ubaa8\ub9ac \ub9ac\uc18c\uc2a4\ub97c 1GB\uc640 3GB\ub85c \ubd84\ud560\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

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

\ub2e4\uc74c\uc73c\ub85c apply yaml \uba85\ub839\uc5b4\ub97c \uc2e4\ud589\ud558\uc5ec yaml \ud30c\uc77c\uc5d0\uc11c \uc815\uc758\ub41c PodDefault \uad6c\uc131, \uc989 GPU \ubd84\ud560 \uad6c\uc131 \uc815\ubcf4\ub97c \uc77d\uc5b4\uc640 Kubernetes \ud074\ub7ec\uc2a4\ud130\uc5d0 \uc801\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

kubectl apply -f poddefault1.yaml<\/strong><\/p>\n\n\n\n

kubectl apply -f poddefault2.yaml<\/strong><\/p>\n\n\n\n

\uc774\uc81c kubectl get poddefault -A \uba85\ub839\uc5b4\ub97c \uc785\ub825\ud558\uba74 \ud604\uc7ac Kubernetes \ud074\ub7ec\uc2a4\ud130 \ub0b4 \ubaa8\ub4e0 \ub124\uc784\uc2a4\ud398\uc774\uc2a4\uc5d0 \uc874\uc7ac\ud558\ub294 \ubaa8\ub4e0 PodDefault \ub9ac\uc18c\uc2a4\uc758 \uc0c1\uc138 \uc815\ubcf4\ub97c \uc870\ud68c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

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

Kubeflow Notebooks GPU \ubd84\ud560<\/p>\n\n\n\n

\uc0ac\uc804 \uc791\uc5c5 \uc900\ube44\uac00 \uc644\ub8cc\ub418\uba74 Kubeflow \ud50c\ub7ab\ud3fc\uc73c\ub85c \uc774\ub3d9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ub178\ud2b8\ubd81 \ucee8\ud14c\uc774\ub108\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

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

\uc544\ub798\uc758 Advanced Options\ub97c \ud074\ub9ad\ud558\uba74 Configurations \uc635\uc158\uc5d0\uc11c \ubc29\uae08 \ucd94\uac00\ud55c \ub450 \uac1c\uc758 GPU \ub9ac\uc18c\uc2a4 \uc0ac\uc591\uc778 Tesla P4 1GB\uc640 Tesla P4 3GB\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

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

\ub450 \uac1c\uc758 \ucee8\ud14c\uc774\ub108(notebook1\uc758 1GB\uc640 notebook2\uc758 3GB)\ub97c \uac01\uac01 \uc0dd\uc131\ud55c \ud6c4, \ucee8\ud14c\uc774\ub108\uc758 \ub9ac\uc18c\uc2a4 \ud560\ub2f9\uc774 \uc2e4\uc81c\ub85c \ubd84\ub9ac\ub418\uc5c8\ub294\uc9c0 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. CONNECT\ub97c \ub20c\ub7ec notebook1\uc758 Jupyter Lab\uc744 \uc5fd\ub2c8\ub2e4.<\/p>\n\n\n\n

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

\uc774\uc5b4\uc11c !nvidia-smi \uba85\ub839\uc5b4\ub97c \ud1b5\ud574 \ud604\uc7ac \ucee8\ud14c\uc774\ub108\uc758 \ub9ac\uc18c\uc2a4\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub9bc\uc5d0\uc11c \ubcf4\ub4ef\uc774, notebook 1\uc758 \uba54\ubaa8\ub9ac \ub9ac\uc18c\uc2a4\ub294 1GB\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

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

notebook 2\ub3c4 \ub3d9\uc77c\ud55c \ub2e8\uacc4\ub85c, CONNECT\ub97c \ub20c\ub7ec Jupyter Lab\uc744 \uc2dc\uc791\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

!nvidia-smi \uba85\ub839\uc5b4\ub97c \uc785\ub825\ud558\uba74 \ud574\ub2f9 \ucee8\ud14c\uc774\ub108\uc5d0 3GB\uc758 \uba54\ubaa8\ub9ac \ub9ac\uc18c\uc2a4\uac00 \ud560\ub2f9\ub41c \uac83\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

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

\uc774\ub807\uac8c \ud558\uba74 Kubeflow \ub2e8\uc77c GPU \ub9ac\uc18c\uc2a4 \ud0c4\ub825\uc801 \ubd84\ud560\uc774 \uc644\ub8cc\ub429\ub2c8\ub2e4! \uc544\uc8fc \uac04\ub2e8\ud558\uc9c0 \uc54a\ub098\uc694?<\/p>\n\n\n\n

\ub2e4\uc74c\uc73c\ub85c, Kubeflow Pipeline \uae30\ub2a5\uc5d0 ixGPU \ubaa8\ub4c8\uc744 \uc801\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \uc2e4\uc81c \uc2dc\uc5f0\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc804\uccb4 \ud504\ub85c\uc138\uc2a4 \ub0b4 \ub2e4\uc591\ud55c \uc791\uc5c5 \ubaa9\ud45c \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub9de\ucdb0 \ud544\uc694\ud55c GPU \uba54\ubaa8\ub9ac \ub9ac\uc18c\uc2a4\ub97c \ud560\ub2f9\ud568\uc73c\ub85c\uc368, \ubcf4\ub2e4 \uc815\ubc00\ud558\uace0 \ud6a8\uc728\uc801\uc778 \ud0c4\ub825\uc801 \ubd84\ubc30\ub97c \uc2e4\ud604\ud558\uc5ec \ucef4\ud4e8\ud305 \ud6a8\uc728\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

ixGPU \ubaa8\ub4c8\uc744 Kubeflow Pipeline\uc5d0 \ud1b5\ud569\ud558\uc5ec GPU \ub9ac\uc18c\uc2a4\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ud560\ub2f9\ud569\ub2c8\ub2e4.<\/strong><\/h2>\n\n\n\n

\uc774 \uc608\uc81c\uc5d0\uc11c\ub294 \ud30c\uc774\ud504\ub77c\uc778\uc5d0 \ubaa8\ub378 \ud6c8\ub828(Training)\uacfc \ud14c\uc2a4\ud2b8(Testing)\ub77c\ub294 \ub450 \uac00\uc9c0 \ud504\ub85c\uc138\uc2a4\ub97c \uac04\ub2e8\ud788 \uc124\uc815\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\uba38\uc2e0\ub7ec\ub2dd \ud30c\uc774\ud504\ub77c\uc778 GPU \ub9ac\uc18c\uc2a4 \ud560\ub2f9 \uc0ac\uc804 \uc124\uc815<\/strong><\/h3>\n\n\n\n

pipeline.py \ud30c\uc77c\uc740 Kubeflow Pipeline\uc744 \uc815\uc758\ud558\ub294 Python \uc2a4\ud06c\ub9bd\ud2b8\ub85c, \ud2b8\ub808\uc774\ub2dd(Training)\uacfc \ud14c\uc2a4\ud2b8(Testing) \ub450 \ub2e8\uacc4\uc5d0 \ub300\ud574 GPU \ub9ac\uc18c\uc2a4 \ud560\ub2f9\uc744 \uba3c\uc800 \uc815\uc758\ud569\ub2c8\ub2e4. \ud2b8\ub808\uc774\ub2dd \ub2e8\uacc4\ub294 \ucef4\ud4e8\ud305 \ud30c\uc6cc \uc694\uad6c\ub7c9\uc774 \ud06c\uae30 \ub54c\ubb38\uc5d0 3GB\uc758 GPU \uba54\ubaa8\ub9ac\ub97c \ud560\ub2f9\ud588\uc73c\uba70, \ud14c\uc2a4\ud2b8 \ub2e8\uacc4\ub294 \ucef4\ud4e8\ud305 \ud30c\uc6cc \uc694\uad6c\ub7c9\uc774 \ub0ae\uc544 1GB\uc758 \ub9ac\uc18c\uc2a4\ub97c \ud560\ub2f9\ud588\uc2b5\ub2c8\ub2e4. \uad00\ub828 \ucf54\ub4dc\ub294 \uc544\ub798 \uadf8\ub9bc\uc744 \ucc38\uc870\ud558\uc2ed\uc2dc\uc624.<\/p>\n\n\n\n

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

\ub2e4\uc74c\uc73c\ub85c TERMINAL\uc5d0\uc11c python pipeline.py\ub97c \uc785\ub825\ud558\uc5ec \uc804\uccb4 \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \ucef4\ud30c\uc77c\ud569\ub2c8\ub2e4. \uc2e4\ud589 \ud6c4 \uc67c\ucabd \ubaa9\ub85d\uc5d0 mnist-pipeline.yaml \ud30c\uc77c\uc774 \ud45c\uc2dc\ub418\uba74, \uc774\ub294 Python \uc2a4\ud06c\ub9bd\ud2b8\uac00 \uc2e4\ud589\ub418\uc5b4 Python \ucf54\ub4dc\uc5d0\uc11c \uc815\uc758\ud55c \uc804\uccb4 \uba38\uc2e0\ub7ec\ub2dd \uc6cc\ud06c\ud50c\ub85c\uc6b0\uac00 Kubeflow Pipeline \uaddc\uaca9\uc5d0 \ub9de\ub294 YAML \ud30c\uc77c\ub85c \ucef4\ud30c\uc77c\ub418\uc5c8\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

Kubeflow \ud50c\ub7ab\ud3fc \ud30c\uc774\ud504\ub77c\uc778 \uad6c\uc131<\/strong><\/p>\n\n\n\n

\uc774\uc81c Kubeflow\uc758 \ud30c\uc774\ud504\ub77c\uc778 \ud398\uc774\uc9c0\ub85c \uc774\ub3d9\ud558\uc5ec \uc624\ub978\ucabd \uc0c1\ub2e8\uc758 ‘+ \ud30c\uc774\ud504\ub77c\uc778 \uc5c5\ub85c\ub4dc’\ub97c \ud074\ub9ad\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ud30c\uc774\ud504\ub77c\uc778 \ubc84\uc804\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

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

Upload a file \uc635\uc158\uc744 \uc120\ud0dd\ud558\uace0 \ubc29\uae08 \ucef4\ud30c\uc77c\ud55c mnist-pipeline.yaml \ud30c\uc77c\uc744 \uc5c5\ub85c\ub4dc\ud569\ub2c8\ub2e4. \uc774\ub294 \ub85c\uceec\uc5d0\uc11c \uac1c\ubc1c \ubc0f \uc815\uc758\ub41c \uba38\uc2e0\ub7ec\ub2dd \uc6cc\ud06c\ud50c\ub85c\ub97c Kubeflow \ud074\ub7ec\uc2a4\ud130\uc5d0 \ubc30\ud3ec\ud558\uc5ec \uc2e4\ud589 \ubc0f \uad00\ub9ac\ud558\uae30 \uc704\ud55c \ud575\uc2ec \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

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

\uc0dd\uc131 \ud6c4 Kubeflow Pipelines \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4\uc5d0\ub294 \uc131\uacf5\uc801\uc73c\ub85c \uc5c5\ub85c\ub4dc\ub41c mnist-pipeline\uc758 \uac1c\uc694 \ud398\uc774\uc9c0\uac00 \ud45c\uc2dc\ub429\ub2c8\ub2e4. + Create run\uc744 \ub20c\ub7ec \uba38\uc2e0\ub7ec\ub2dd \ud30c\uc774\ud504\ub77c\uc778 \uc2e4\ud589\uc744 \uc2dc\uc791\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

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

\ud6c8\ub828 \ud504\ub85c\uc138\uc2a4 \uc2e4\ud589\uc774 \uc644\ub8cc\ub41c \ud6c4, \ub85c\uadf8\ub97c \ud655\uc778\ud574 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

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

\uc774 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \ud6c8\ub828 \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc5d0\uc11c \uc6b0\ub9ac\ub294 3GB\uc758 GPU \uba54\ubaa8\ub9ac \ub9ac\uc18c\uc2a4\ub9cc\uc744 \uc0ac\uc6a9\ud574 \ud6c8\ub828 \uc791\uc5c5\uc744 \uc131\uacf5\uc801\uc73c\ub85c \uc644\ub8cc\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

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

\ub2e4\uc74c\uc73c\ub85c \ud14c\uc2a4\ud2b8 \uc791\uc5c5\uc758 \uc2e4\ud589 \ub85c\uadf8\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

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

\uc6b0\ub9ac\ub294 GPU\ub97c \uc131\uacf5\uc801\uc73c\ub85c \ubd84\ud560\ud558\uace0 \ud14c\uc2a4\ud2b8 \uc791\uc5c5\uc5d0 1GB\uc758 \ub9ac\uc18c\uc2a4\ub97c \ud560\ub2f9\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

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

\uacb0\ub860<\/strong><\/h2>\n\n\n\n
\n
<\/div>\n<\/div><\/figure>\n\n\n\n

\uc774\uc0c1\uc73c\ub85c Kubeflow \ud50c\ub7ab\ud3fc\uc5d0\uc11c ixGPU \ubaa8\ub4c8\uc744 \ud65c\uc6a9\ud558\ub294 \uc804\uccb4 \uac00\uc774\ub4dc\ub97c \ub9c8\uce58\uaca0\uc2b5\ub2c8\ub2e4!<\/p>\n\n\n\n

\ub3d9\uc601\uc0c1 \uac15\uc758\ub97c \ubcf4\uc2dc\ub824\uba74 \uc544\ub798 \uc601\uc0c1\uc744 \ucc38\uace0\ud574 \uc8fc\uc138\uc694.<\/p>\n\n\n\n

\uc778\ud53c\ub2c8\ud2f1\uc2a4\uc758 ixGPU \ubaa8\ub4c8\uc740 \uae30\uc5c5\uc774 GPU \ucef4\ud4e8\ud305 \uc790\uc6d0\uc744 \ub354\uc6b1 \uc720\uc5f0\ud558\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. ixGPU \ubaa8\ub4c8\uacfc Kubeflow\uc758 GPU \ubd84\ud560 \uc801\uc6a9 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uc2e0 \ud6c4, \uc774 \uae30\ub2a5\uc5d0 \uad00\uc2ec\uc774 \uc0dd\uae30\uc168\ub098\uc694? \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \uc6d0\ud558\uc2dc\uba74 \uc800\ud76c\uc5d0\uac8c \uc5f0\ub77d \uc8fc\uc138\uc694!<\/p>\n\n\n\n

ixGPU \ubaa8\ub4c8\uc758 \ud575\uc2ec \uc7a5\uc810\uc744 \uc790\uc138\ud788 \uc54c\uace0 \uc2f6\uc73c\uc2dc\ub2e4\uba74 \ud574\ub2f9 \uae00\uc744 \ucc38\uace0\ud558\uc138\uc694: Kubeflow\uc758 \ud55c\uacc4\ub97c \ub6f0\uc5b4\ub118\ub2e4: \ub514\uc9c0\ud138 \ubb34\ud55c (\uc778\ud53c\ub2c8\ud2f1\uc2a4) ixGPU \ubaa8\ub4c8\ub85c GPU \uc720\uc5f0\ud55c \ubd84\ud560\uacfc \ud6a8\uc728\uc801 \ud65c\uc6a9 \uc2e4\ud604!<\/p>\n","protected":false},"excerpt":{"rendered":"

Kubeflow\ub294 Kubernetes\ub97c \uae30\ubc18\uc73c\ub85c \uad6c\ucd95\ub41c \uc624\ud508\uc18c\uc2a4 \ud50c\ub7ab\ud3fc\uc73c\ub85c, \ub370\uc774\ud130 \uc900\ube44, \ubaa8\ub378 \ud6c8\ub828, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubaa8\ub378 \ubc30\ud3ec \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \ub4f1 \uac01 \ub2e8\uacc4\ub97c \ud3ec\uad04\ud558\ub294 \ud45c\uc900\ud654\ub418\uace0 \ud1b5\ud569\ub41c \ub3c4\uad6c \uc138\ud2b8\ub97c \uc81c\uacf5\ud568\uc73c\ub85c\uc368 AI \ubaa8\ub378\uc758 \uc2e4\uc81c \uc801\uc6a9 \uacfc\uc815\uc744 \ud06c\uac8c \uac04\uc18c\ud654\ud569\ub2c8\ub2e4. \ud604\uc7ac \ub9ce\uc740 \ub370\uc774\ud130 \uacfc\ud559\uc790\uc640 \uba38\uc2e0\ub7ec\ub2dd \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \uc790\uc8fc \uc0ac\uc6a9\ud558\ub294 \ud50c\ub7ab\ud3fc\uc73c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub9ce\uc740 \uac1c\ubc1c\uc790\uac00 Kubeflow \uc0ac\uc6a9 \uc2dc GPU \ub9ac\uc18c\uc2a4 \ubd84\ud560\uc774 \ubd88\uac00\ub2a5\ud55c \ubb38\uc81c\ub97c \uacaa\uc2b5\ub2c8\ub2e4. \ud50c\ub7ab\ud3fc \ud2b9\uc131\uc0c1 \ub2e8\uc77c \ucee8\ud14c\uc774\ub108\uac00 \uc804\uccb4 GPU \ub9ac\uc18c\uc2a4\ub97c \uc810\uc720\ud558\uae30 \ub54c\ubb38\uc5d0, \ud504\ub85c\uc81d\ud2b8\uc5d0 \ud544\uc694\ud55c \ub9ac\uc18c\uc2a4\uac00 \uc801\uc744 \uacbd\uc6b0 \uc77c\ubd80 GPU \ucef4\ud4e8\ud305 \uc790\uc6d0\uc774 \uc720\ud734 \uc0c1\ud0dc\ub85c \ubc29\uce58\ub418\uc5b4 \ud6a8\uc728\uc801\uc73c\ub85c \ud65c\uc6a9\ub418\uc9c0 \ubabb\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uc778\ud53c\ub2c8\ud2f1\uc2a4\uc758 ixGPU \ubaa8\ub4c8\uc744 \ud65c\uc6a9\ud574 Kubeflow\uc5d0\uc11c GPU \ubd84\ud560\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc744 \ub2e8\uacc4\ubcc4\ub85c \uc548\ub0b4\ud569\ub2c8\ub2e4. Kubeflow \ud50c\ub7ab\ud3fc\uc5d0\uc11c ixGPU \ubaa8\ub4c8\uc744 \ud65c\uc6a9\ud55c GPU \ud0c4\ub825\uc801 \ubd84\ud560 \ub9de\ucda4\ud615…<\/p>\n","protected":false},"author":253372388,"featured_media":12503,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_crdt_document":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[96988277],"tags":[96988409,96988410],"class_list":["post-12415","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technical-support","tag-kubernetes","tag-kubeflow"],"blocksy_meta":[],"acf":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/07\/Blog%E6%8A%80%E8%A1%93%E6%94%AF%E6%8F%B42-e44c6aab.jpg?fit=1920%2C1080&quality=100&ct=202603031250&ssl=1","jetpack_shortlink":"https:\/\/wp.me\/ph344V-3ef","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts\/12415","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/users\/253372388"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/comments?post=12415"}],"version-history":[{"count":1,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts\/12415\/revisions"}],"predecessor-version":[{"id":12479,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts\/12415\/revisions\/12479"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/media\/12503"}],"wp:attachment":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/media?parent=12415"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/categories?post=12415"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/tags?post=12415"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}