{"id":1158,"date":"2025-12-04T19:56:25","date_gmt":"2025-12-04T10:56:25","guid":{"rendered":"https:\/\/yumilab.ei.st.gunma-u.ac.jp\/diary\/?p=1158"},"modified":"2025-12-10T11:39:09","modified_gmt":"2025-12-10T02:39:09","slug":"1158","status":"publish","type":"post","link":"https:\/\/yumilab.ei.st.gunma-u.ac.jp\/diary\/?p=1158","title":{"rendered":"\u5f13\u4ef2\u7814\u7a76\u5ba4\u3067\u6df1\u5c64\u5b66\u7fd2"},"content":{"rendered":"

\u3053\u3093\u306b\u3061\u306f\u3001\u5f13\u4ef2\u7814\u7a76\u5ba4\u3067\u753b\u50cf\u751f\u6210\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30fb\u8a55\u4fa1\u30fb\u5fdc\u7528\u306b\u95a2\u3059\u308b\u7814\u7a76\u3092\u884c\u3063\u3066\u3044\u308bB4<\/span><\/span><\/span>\u306e\u91ce\u53e3\u7fd4\u4f0d\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u4e3b\u306b\u5f13\u4ef2\u7814\u3092\u30a8\u30f3\u30c8\u30ea\u30fc\u5019\u88dc\u306b\u8003\u3048\u3066\u3044\u308b\u5b66\u90e8\uff11\u301c\uff13\u5e74\u751f\u306e\u65b9\u5411\u3051\u306b\u3001\u7c21\u5358\u306b\u79c1\u306e\u7814\u7a76\u76ee\u7684\u3084\u7814\u7a76\u74b0\u5883\u7b49\u306b\u3064\u3044\u3066\u66f8\u304d\u307e\u3059\u3002\u7814\u7a76\u74b0\u5883\u306f\u5f13\u4ef2\u7814\u306e\u5927\u4e8b\u306a\u30a2\u30d4\u30fc\u30eb\u30dd\u30a4\u30f3\u30c8\u306e\uff11\u3064\u3060\u3068\u601d\u3044\u307e\u3059\u306e\u3067\u3001\u7d4c\u9a13\u8ac7\u3092\u7d30\u304b\u304f\u66f8\u304d\u307e\u3059\u3002<\/p>\n

\n

\u76ee\u6b21\uff1a<\/span><\/p>\n

\uff11\uff0e\u7814\u7a76\u76ee\u7684<\/span><\/p>\n

\uff12\uff0e\u7814\u7a76\u74b0\u5883\u7b49<\/span><\/p>\n

\uff13\uff0e\u7d50\u8ad6<\/span><\/p>\n

\n

\uff11\uff0e\u7814\u7a76\u76ee\u7684<\/span><\/p>\n

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\u5f93\u6765\u306e\u753b\u50cf\u51e6\u7406\u7684\u306a\u6c34\u5897\u3057\uff08\u5e7e\u4f55\u7684\u5909\u63db\u7b49\uff09\u306f\u3001\u672a\u3060\u306b\u6df1\u5c64\u5b66\u7fd2\u5206\u91ce\u3067\u3082\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u6709\u52b9\u306a\u624b\u6bb5\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u30b9\u30bf\u30a4\u30eb\u306e\u591a\u69d8\u6027\u304c\u5897\u3048\u306a\u3044\u306e\u3067\u3053\u308c\u306b\u983c\u308a\u3059\u304e\u308b\u3068\u30e2\u30c7\u30eb\u304c\u904e\u5b66\u7fd2\uff08overfitting<\/span><\/span><\/span>\uff09\u3057\u3066\u3057\u307e\u3044\u3001\u6c4e\u5316\u80fd\u529b\u304c\u4f4e\u4e0b\u3057\u307e\u3059\u3002<\/p>\n

\u305d\u3053\u3067\u3001\u8fd1\u5e74\u65b0\u305f\u306a\u8a66\u307f\u3068\u3057\u3066\u3001\u753b\u50cf\u751f\u6210\u30e2\u30c7\u30eb\u3067\u8a13\u7df4\u30c7\u30fc\u30bf\u3092\u5897\u3084\u3059\u8a66\u307f\u304c\u3042\u308a\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u6211\u3005\u306e\u5834\u5408\u3001\u4f55\u3089\u304b\u306e\u8efd\u91cf\u306a\u30e2\u30c7\u30eb\u3067\u5143\u306e\u753b\u50cf\u306e\u5929\u5019\u30fb\u6642\u9593\u5e2f\u3092\u5224\u65ad\u3057\u3001\u305d\u308c\u3092\u5909\u3048\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u753b\u50cf\u3092\u5897\u3084\u3057\u307e\u3059\uff08\u4f8b\uff1a\u300c\u6674\u308c\u2715\u663c\u3092\u96ea\u2715\u591c\u3078\u300d\uff09\u3002\u4ee5\u4e0b\u306e\u753b\u50cf\u306f\u305d\u306e\u4f8b\u3067\u3059\u3002<\/p>\n

\"\"<\/a><\/p>\n

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\u5177\u4f53\u7684\u306a\u5de5\u592b\u3068\u3057\u3066\u306f\u3001\u5143\u753b\u50cf\u306eRGB<\/span><\/span><\/span>\u304b\u3089Canny Edge<\/span><\/span><\/span>\u3084Depth<\/span><\/span><\/span>\u3001semantic segmentation<\/span><\/span><\/span>\u753b\u50cf\u3092\u63a8\u5b9a\u3057\u3001\u305d\u308c\u3092\u201d\u6761\u4ef6\u201d\u3068\u3057\u3066\u751f\u6210\u30e2\u30c7\u30eb\u304c\u753b\u50cf\u3092\u4f5c\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002\u5b66\u7fd2\u306e\u904e\u7a0b\u3067\u30e2\u30c7\u30eb\u304c\u3053\u308c\u3089\u306e\uff13\u6761\u4ef6\u306b\u5fe0\u5b9f\u306b\u753b\u50cf\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3092\u899a\u3048\u308b\u3053\u3068\u3067\u3001\u300c\u5143\u306e\u753b\u50cf\u306e\u610f\u5473\u3092\u8a73\u7d30\u306b\u4fdd\u3061\u306a\u304c\u3089\u6c34\u5897\u3057\u3059\u308b\u300d\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u4ee5\u4e0b\u306f\u73fe\u5728\u306e\u6210\u679c\u306e\u4e00\u90e8\u3067\u3059\u3002<\/p>\n

\"\"<\/a>

\u5de6\u7aef\u306e\u96e8\u306e\u753b\u50cf\u304c\u65e2\u306b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u3064\u3044\u305fRGB\u3067\u3059\u3002\u305d\u3053\u304b\u3089Canny Edge, Semantic Segmentation, Depth\u3092\u63a8\u5b9a\u3057\u3066\u3001\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3057\u307e\u3059\u3002\u8a13\u7df4\u5f8c\u306e\u30e2\u30c7\u30eb\u306f\u3001\u8a13\u7df4\u7121\u3057\u306e\u30e2\u30c7\u30eb\u306b\u6bd4\u3079\u3066\u5927\u5e45\u306b\u5143\u3005\u306eRGB\u3078\u306e\u8ffd\u5f93\u6027\u304c\u5411\u4e0a\u3057\u3066\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u96e8\u304b\u3089\u96ea\u3078\u5909\u5316\u3057\u3066\u308b\u3068\u3053\u308d\u304b\u3089\u3001\u300c\u591a\u69d8\u6027\u3092\u5931\u308f\u305a\u306b\u8ffd\u5f93\u6027\u3092\u4e0a\u3052\u305f\u300d\u3068\u8a00\u3048\u307e\u3059\u3002<\/p><\/div>\n

\uff12\uff0e\u7814\u7a76\u74b0\u5883\u7b49<\/span><\/p>\n

\u79c1\u306f\u4eca\u5e74\u5ea6\u3067\u5352\u696d\u3057\u3001\u7fa4\u99ac\u5927\u5b66\u3092\u51fa\u308b\u4e88\u5b9a\u3067\u3059\u306e\u3067\u3001\u79c1\u304c\u4f7f\u7528\u3057\u3066\u308bPC<\/span><\/span><\/span>\u306e\u74b0\u5883\u3092\u8ab0\u304b\u304c\u5f15\u304d\u7d99\u3050\u3053\u3068\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3001\u304b\u306a\u308a\u9ad8\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u5f15\u304d\u7d99\u304c\u308c\u308b\u65b9\u306f\u3053\u306e\u8a18\u4e8b\u3092\u898b\u308b\u3068\u53c2\u8003\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3067\u3059\u3002<\/p>\n

\uff12.\uff11\u3000GPU<\/span><\/span><\/span><\/p>\n

\u672c\u7814\u7a76\u3067\u306f\u3001\u753b\u50cf\u751f\u6210\u30e2\u30c7\u30eb\u3068\u3057\u3066\uff13\uff14\u5c64\u306eU-Net<\/span><\/span><\/span>\u3068\u3001\u305d\u308c\u3068\u306f\u5225\u306b\u6761\u4ef6\u4ed8\u4e0e\u306e\u305f\u3081\u306e\uff11\uff13\u5c64\u306eCNN<\/span><\/span><\/span>\u3092\u4f7f\u7528\u3057\u3066\u304a\u308a\u3001\u5b66\u7fd2\u306e\u8efd\u91cf\u5316\u306e\u89b3\u70b9\u304b\u3089U-Net<\/span><\/span><\/span>\u306fStableDiffusion 1.5<\/span><\/span><\/span>\u306e\u91cd\u307f\u3067\u521d\u671f\u5316\u3057\u3066\u51cd\u7d50\u3057\u3001\u5b66\u7fd2\u5bfe\u8c61\u306f\uff11\uff13\u5c64\u306eCNN<\/span><\/span><\/span>\u306e\u307f\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u5b66\u7fd2\u5bfe\u8c61\u304c\uff11\uff13\u5c64\u306eCNN<\/span><\/span><\/span>\u306e\u307f\u3067\u3042\u3063\u3066\u3082\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306f\u81a8\u5927\u306a\u6f14\u7b97\u51e6\u7406\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u306e\u3067\u3001\u4ee5\u4e0b\u306e VRAM 32GB <\/span><\/span><\/span>\u642d\u8f09\u306e\u9ad8\u4fa1\u306a GPU <\/span><\/span><\/span>\u3092\u4f7f\u308f\u305b\u3066\u3044\u305f\u3060\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n

\"\"<\/a><\/p>\n

\u203bVRAM<\/span><\/span><\/span>\u304c\u5927\u304d\u3044\u307b\u3069\u3001\u3088\u308a\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3092\u6271\u3048\u307e\u3059\u3002<\/p>\n

https:\/\/www.nvidia.com\/ja-jp\/geforce\/graphics-cards\/50-series\/rtx-5090\/<\/a><\/span><\/span><\/span><\/p>\n

\u203b\u305f\u3060\u3057\u3001\u6700\u8fd1\u306f\u6d41\u901a\u91cf\u304c\u6e1b\u3063\u3066\u5024\u4e0a\u304c\u308a\u304c\u61f8\u5ff5\u3055\u308c\u3066\u304a\u308a\u3001\u5e0c\u671b\u5c0f\u58f2\u4fa1\u683c\u3067\u306e\u8cfc\u5165\u304c\u96e3\u3057\u304f\u306a\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n

\u5f13\u4ef2\u7814\u914d\u5c5e\u5f53\u521d\u306f\u3053\u306eGPU<\/span><\/span><\/span>\u306f\u306a\u304f\u3001\u624b\u5143\u306b\u3042\u308b\u306e\u306fRTX3070<\/span><\/span><\/span>\u3068\u3044\u3046\u3060\u3044\u305f\u30443.5<\/span><\/span><\/span>\u4e07\u301c7.5<\/span><\/span><\/span>\u4e07\u5186\u306eGPU<\/span><\/span><\/span>\u3067\u3001VRAM<\/span><\/span><\/span>\u304c\uff18GB<\/span><\/span><\/span>\u3057\u304b\u306a\u3044\u305f\u3081\u3001\u300c\u753b\u50cf\u751f\u6210\u30e2\u30c7\u30eb\u306e\u8a13\u7df4\u306f\u53b3\u3057\u304f\u3001Deep Learning<\/span><\/span><\/span>\u95a2\u9023\u3067\u3084\u308c\u308b\u3053\u3068\u306f\u3060\u3044\u3076\u9650\u3089\u308c\u308b\u306a\u300d\u3068\u611f\u3058\u3066\u3044\u307e\u3057\u305f\u3002\u305d\u306e\u305f\u3081\u3001\u3084\u308a\u305f\u3044\u7814\u7a76\u3068\u624b\u5143\u306e\u4e8b\u60c5\u3092\u5f13\u4ef2\u5148\u751f\u306b\u76f8\u8ac7\u3057\u305f\u7d50\u679c\u3001\u3059\u3050\u306b\u65b0\u305f\u306aGPU<\/span><\/span><\/span>\u4ed8\u304dPC<\/span><\/span><\/span>\u306e\u8cfc\u5165\u3092\u63d0\u6848\u3057\u3066\u3044\u305f\u3060\u304d\u3001\u76f8\u8ac7\u304b\u3089\u306a\u3093\u3068\uff11\u30f6\u6708\u7d4c\u305f\u306a\u3044\u5185\u306b5090\u3092\u7814\u7a76\u5ba4\u3078\u8fce\u3048\u5165\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n

\u203b\u30b3\u30b9\u30d1\u3092\u8003\u3048\u308b\u3068\u3001RTX3070<\/span><\/span><\/span>\u3082\u7528\u9014\u306b\u3088\u3063\u3066\u306f\u5927\u5909\u3044\u3044GPU<\/span><\/span><\/span>\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n

\uff12.\uff12\u3000SSD\u30fb\u4ed6<\/span><\/p>\n

\u672c\u7814\u7a76\u3067\u306f\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30fb\u8a55\u4fa1\u6642\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u8a13\u7df4\u6642\u306f\uff11\uff15\u4e07\u679a\u306eRGB<\/span><\/span><\/span>\u3068\u3001\u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\uff13\u7a2e\u306e\u6761\u4ef6\u30de\u30c3\u30d7\uff08Edge, Depth, semseg<\/span><\/span><\/span>\uff09\u3092\u4f7f\u3046\u306e\u3067\u3001\u5168\u4f53\u3067\uff16\uff10\u4e07\u679a\u7a0b\u5ea6\u306e\u753b\u50cf\u3092\u8a13\u7df4\u4e2d\u4f7f\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u79c1\u306e\u7814\u7a76\u3067\u306f\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u306e\u3067\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3084\u4f7f\u3044\u65b9\u3092\u3059\u3053\u3057\u5909\u3048\u308b\u305f\u3073\u306b\u3001\u8a55\u4fa1\u7528\u3068\u3057\u3066\uff13\u5343\u679a\u306e\u30c7\u30fc\u30bf\u304c\u5897\u3048\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u5927\u304d\u306a\u5bb9\u91cf\u306eSSD<\/span><\/span><\/span>\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n

\u203b\u3082\u3063\u3068\u8a00\u3046\u3068TEXT prompt<\/span><\/span><\/span>\u3092TEXT Encoder<\/span><\/span><\/span>\u306b\u4e8b\u524d\u306b\u901a\u3057\u305f\u308a\u3001RGB<\/span><\/span><\/span>\u985e\u306fVAE<\/span><\/span><\/span>\u306b\u4e8b\u524d\u306b\u901a\u3057\u3066\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u4fdd\u6301\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001SSD<\/span><\/span><\/span>\u306b\u8ca0\u62c5\u3092\u304b\u3051\u308b\u4ee3\u308f\u308a\u306b\u3001\u5b66\u7fd2\u6642\u306eGPU<\/span><\/span><\/span>\u8ca0\u62c5\u3092\u8efd\u6e1b\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u5927\u304d\u306aSSD<\/span><\/span><\/span>\u304c\u8981\u308b\u306e\u3067\u3059\u3002<\/p>\n

\u5143\u3005\u3001PC<\/span><\/span><\/span>\u306b\u306f\uff12\u679a\u306e\uff14TB SSD<\/span><\/span><\/span>\uff08Windows<\/span><\/span><\/span>\uff09\u304c\u5165\u3063\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u7814\u7a76\u3067Linux<\/span><\/span><\/span>\u3092\u4f7f\u3044\u305f\u3044\u3053\u3068\u304b\u3089\u3001\u3046\u3061\uff11\u679a\u306fwindows<\/span><\/span><\/span>\u304b\u3089\u524a\u9664\u3057\u3001Ubuntu(Linux<\/span><\/span><\/span>\u7cfbOS)<\/span><\/span><\/span>\u3092\u5165\u308c\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u3063\u3066Ubuntu<\/span><\/span><\/span>\u306f\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u304c\u3001Ubuntu<\/span><\/span><\/span>\u304b\u3089\u30cd\u30a4\u30c6\u30a3\u30d6\u306b\u4f7f\u7528\u3067\u304d\u308bSSD<\/span><\/span><\/span>\u304c\uff11\u679a\u306b\u306a\u3063\u3066\u3057\u307e\u3063\u305f\u306e\u3067\u3001\u5927\u304d\u306a\u5bb9\u91cf\u306eSSD<\/span><\/span><\/span>\u304c\u3082\u3046\u4e00\u679a\u6b32\u3057\u304f\u306a\u308a\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u3001\u307e\u305f\u307e\u305f\u5f13\u4ef2\u5148\u751f\u306bmeeting<\/span><\/span><\/span>\u3067\u76f8\u8ac7\u3057\u3001\u4ee5\u4e0b\u306e\uff18TB<\/span><\/span><\/span>\u306eSSD<\/span><\/span><\/span>\u3092\u5373\u6c7a\u3067\u8ffd\u52a0\u8cfc\u5165\u3057\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002<\/p>\n

\"\"<\/a><\/p>\n

https:\/\/semiconductor.samsung.com\/jp\/consumer-storage\/internal-ssd\/9100-pro\/<\/a><\/p>\n

\u203b\u3053\u308c\u306e\u5c0e\u5165\u306e\u969b\u3001PC<\/span><\/span><\/span>\u306b\u8a73\u3057\u3044\u73feM2<\/span><\/span><\/span>\u306e\u5b89\u9054\u3055\u3093\u306b\u975e\u5e38\u306b\u304a\u4e16\u8a71\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n

Linux<\/span><\/span><\/span>\u3092\u4f7f\u3044\u305f\u3044\u7406\u7531\u306f\u69d8\u3005\u3042\u308a\u307e\u3059\u304c\u3001\u4e3b\u306a\u7406\u7531\u306f\u6df1\u5c64\u5b66\u7fd2\u7cfb\u8ad6\u6587\u3067\u516c\u958b\u3055\u308c\u3066\u308b\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u304c\u3001\u307b\u3068\u3093\u3069Linux<\/span><\/span><\/span>\u3067\u52d5\u304b\u3059\u3053\u3068\u3092\u524d\u63d0\u3068\u3055\u308c\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002windows<\/span><\/span><\/span>\u304b\u3089WSL2<\/span><\/span><\/span>\u3092\u4f7f\u3063\u3066\u4eee\u60f3\u74b0\u5883\u3068\u3057\u3066Ubuntu<\/span><\/span><\/span>\u3092\u4f7f\u7528\u3059\u308b\u3068\u3044\u3046\u624b\u3082\u3042\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u7814\u7a76\u30b3\u30fc\u30c9\u306b\u306f C++ \/ CUDA <\/span><\/span><\/span>\u306e\u30ab\u30b9\u30bf\u30e0\u30b3\u30f3\u30d1\u30a4\u30eb\uff08setup.py
\nbuild_ext<\/code><\/span><\/span><\/span>\uff09\u304c\u5fc5\u8981\u306a\u3082\u306e\u3082\u591a\u304f\u3001WSL2 <\/span><\/span><\/span>\u3060\u3068\u300c\u30b3\u30f3\u30d1\u30a4\u30eb\u306f\u901a\u308b\u304c\u3001\u5b9f\u884c\u3059\u308b\u3068 CUDA <\/span><\/span><\/span>\u30ab\u30fc\u30cd\u30eb\u304c\u843d\u3061\u308b\u300d\u300c\u74b0\u5883\u306f\u540c\u3058\u306e\u306f\u305a\u306a\u306e\u306b\u6319\u52d5\u304c\u672c\u5bb6 Ubuntu <\/span><\/span><\/span>\u3068\u5fae\u5999\u306b\u9055\u3046\u300d\u3068\u3044\u3063\u305f\u72b6\u6cc1\u304c\u8d77\u304d\u3084\u3059\u304f\u3001\u5b9f\u969b\u306bWSL2 <\/strong><\/span><\/span><\/span>\u3067\u306f\u3069\u3046\u3057\u3066\u3082\u52d5\u304b\u306a\u3044\u30b3\u30fc\u30c9\u304c\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n

\u305f\u3060\u3001Linux<\/span><\/span><\/span>\u3067\u306fOffice<\/span><\/span><\/span>\u304c\u4f7f\u3048\u306a\u3044\u305f\u3081\u3001LibreOffice<\/span><\/span><\/span>\u3068\u3044\u3046\u4e92\u63db\u30bd\u30d5\u30c8\u3092\u4f7f\u3046\u304b\u3001\u30d6\u30e9\u30a6\u30b6\u7248\u306eOffice<\/span><\/span><\/span>\u3092\u666e\u901a\u306f\u4f7f\u3046\u7fbd\u76ee\u306b\u306a\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u500b\u4eba\u7684\u306b\u3069\u3061\u3089\u3082\u5c11\u3057\u4f7f\u3044\u52dd\u624b\u304c\u60aa\u304f\u3001LibreOffice<\/span><\/span><\/span>\u306b\u3064\u3044\u3066\u306f\u6163\u308c\u306a\u3044\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u306e\u305f\u3081\u4f7f\u3044\u305f\u304f\u306a\u304f\u3001\u30d6\u30e9\u30a6\u30b6\u7248\u306eOffice<\/span><\/span><\/span>\u306fUbuntu<\/span><\/span><\/span>\u304b\u3089\u958b\u304f\u3068\u7279\u5b9a\u306e\u6587\u5b57\u3084\u8a18\u53f7\u3067\u6587\u5b57\u5316\u3051\u3057\u305f\u308a\u3057\u3066\u4f7f\u3044\u306b\u304f\u304b\u3063\u305f\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001Ubuntu <\/span><\/span><\/span>\u4e0a\u306b\u300cWindows <\/span><\/span><\/span>\u3092\u4e38\u3054\u3068\u4eee\u60f3\u30de\u30b7\u30f3\u3068\u3057\u3066\u52d5\u304b\u3057\u3001\u305d\u3053\u306b Office <\/span><\/span><\/span>\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3001Ubuntu <\/span><\/span><\/span>\u306e\u30a2\u30d7\u30ea\u306e\u3088\u3046\u306b\u4f7f\u3046\u300d\u3068\u3044\u3046\u65b9\u6cd5\u3092\u53d6\u3063\u3066\u307e\u3059\u3002\u7d50\u679c\u7684\u306b\u4ee5\u4e0b\u306e\u753b\u50cf\u306e\u3088\u3046\u306b\u3001\u672c\u6765Web<\/span><\/span><\/span>\u7248\u3060\u3068\u6587\u5b57\u5316\u3051\u3059\u308b\u6587\u5b57\u304c\u3001\u6b63\u5e38\u306b\u8868\u793a\u3055\u308c\u3066\u304a\u308a\u3001\u4f7f\u3048\u306a\u304b\u3063\u305f\u30d5\u30a9\u30f3\u30c8\u3082\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u7d50\u679c\u7684\u306b\u4eca\u306f\u3001\u5927\u5bb9\u91cf\u306eSSD<\/span><\/span><\/span>\u3068Linux<\/span><\/span><\/span>\u3067\u958b\u767a\u306f\u3067\u304d\u308b\u3057\u3001Office<\/span><\/span><\/span>\u3067\u30d1\u30ef\u30dd\u3084word<\/span><\/span><\/span>\u3092\u66f8\u3051\u308b…<\/span><\/span><\/span>\u3068\u3044\u3046\u3044\u3044\u611f\u3058\u306e\u74b0\u5883\u3092\u6574\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n

\"\"<\/a><\/span><\/p>\n

\uff13\uff0e\u7d50\u8ad6<\/span><\/p>\n

\u5f13\u4ef2\u7814\u7a76\u5ba4\u3067\u306f\u3001\u56de\u8def\u30fbVR<\/span><\/span><\/span>\u30fbAR<\/span><\/span><\/span>\u7b49\u3001\u69d8\u3005\u306a\u30c6\u30fc\u30de\u304c\u6271\u308f\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u6df1\u5c64\u5b66\u7fd2\u306b\u3082\u304d\u3061\u3093\u3068\u53d6\u308a\u7d44\u3081\u307e\u3059\u3002\u307e\u305f\u3001\u6df1\u5c64\u5b66\u7fd2\u3067\u5927\u4e8b\u306a\u8a08\u7b97\u8cc7\u6e90\u306a\u3069\u3082\u3001\u76f8\u8ac7\u6b21\u7b2c\u3067\u5feb\u304f\u5c0e\u5165\u3057\u3066\u3044\u305f\u3060\u3051\u307e\u3059\u3057\u3001PC<\/span><\/span><\/span>\u306e\u30bb\u30c3\u30c6\u30a3\u30f3\u30b0\u3067\u56f0\u308c\u3070\u5148\u8f29\u3084\u5148\u751f\u304c\u512a\u3057\u304f\u52a9\u3051\u3066\u304f\u308c\u307e\u3059\u3002\u306a\u306e\u3067\u7d50\u8ad6\u3068\u3057\u3066\u3001\u8a87\u5f35\u629c\u304d\u3067\u304a\u3059\u3059\u3081\u3067\u304d\u308b\u7814\u7a76\u5ba4\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n

\u4ee5\u4e0a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u3053\u3093\u306b\u3061\u306f\u3001\u5f13\u4ef2\u7814\u7a76\u5ba4\u3067\u753b\u50cf\u751f\u6210\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30fb\u8a55\u4fa1\u30fb\u5fdc\u7528\u306b\u95a2\u3059\u308b\u7814\u7a76\u3092\u884c\u3063\u3066\u3044\u308bB4\u306e\u91ce\u53e3\u7fd4\u4f0d\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u4e3b\u306b\u5f13\u4ef2\u7814\u3092\u30a8\u30f3\u30c8\u30ea\u30fc\u5019\u88dc\u306b\u8003\u3048\u3066\u3044\u308b\u5b66\u90e8\uff11\u301c\uff13\u5e74\u751f\u306e\u65b9\u5411\u3051\u306b\u3001\u7c21\u5358\u306b\u79c1\u306e\u7814\u7a76\u76ee\u7684\u3084\u7814\u7a76\u74b0\u5883\u7b49\u306b\u3064\u3044\u3066\u66f8\u304d\u307e […]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[2],"tags":[],"_links":{"self":[{"href":"https:\/\/yumilab.ei.st.gunma-u.ac.jp\/diary\/index.php?rest_route=\/wp\/v2\/posts\/1158"}],"collection":[{"href":"https:\/\/yumilab.ei.st.gunma-u.ac.jp\/diary\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/yumilab.ei.st.gunma-u.ac.jp\/diary\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/yumilab.ei.st.gunma-u.ac.jp\/diary\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/yumilab.ei.st.gunma-u.ac.jp\/diary\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1158"}],"version-history":[{"count":23,"href":"https:\/\/yumilab.ei.st.gunma-u.ac.jp\/diary\/index.php?rest_route=\/wp\/v2\/posts\/1158\/revisions"}],"predecessor-version":[{"id":1233,"href":"https:\/\/yumilab.ei.st.gunma-u.ac.jp\/diary\/index.php?rest_route=\/wp\/v2\/posts\/1158\/revisions\/1233"}],"wp:attachment":[{"href":"https:\/\/yumilab.ei.st.gunma-u.ac.jp\/diary\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1158"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/yumilab.ei.st.gunma-u.ac.jp\/diary\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1158"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/yumilab.ei.st.gunma-u.ac.jp\/diary\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1158"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}