{"id":2369,"date":"2025-06-06T08:39:33","date_gmt":"2025-06-05T23:39:33","guid":{"rendered":"https:\/\/www.dogrow.net\/nnet\/?p=2369"},"modified":"2025-06-11T22:47:07","modified_gmt":"2025-06-11T13:47:07","slug":"blog55-cvr10000-%e6%94%b9%e3%82%81-cvr500%e3%81%ab%e5%a4%89%e6%9b%b4%e3%81%99%e3%82%8b%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.dogrow.net\/nnet\/blog55-cvr10000-%e6%94%b9%e3%82%81-cvr500%e3%81%ab%e5%a4%89%e6%9b%b4%e3%81%99%e3%82%8b%e3%80%82\/","title":{"rendered":"(55)\u3010Othello AI\u3011CvR-10000 \u6539\u3081 CvR-500 \u306b\u5909\u66f4\u3059\u308b\u3002"},"content":{"rendered":"<h1 class=\"my_h\">CvR-10000\u306e\u554f\u984c\u70b9<\/h1>\n<p>\u6700\u521d\u304b\u3089\u5206\u304b\u3063\u3066\u3044\u305f\u3053\u3068\u3067\u3059\u304c&#8230;<br \/>\n<span class='my_fc_redBBig'>\u6642\u9593\u304c\u304b\u304b\u308b\u30fb\u30fb\u30fb<\/span><\/p>\n<p>1\u56de\u306e CvR\u8a08\u6e2c\u306b\u8981\u3059\u308b\u6642\u9593\u306f\u3001\u30e2\u30c7\u30eb\u306e\u898f\u6a21\u306b\u3082\u3088\u308b\u304c 8\u79d2\u304b\u3089 20\u79d2\u307b\u3069\u3002<br \/>\n\u3053\u308c\u3092 1\u3064\u306e\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066 DQN\u5b66\u7fd2\u4e2d\u306b\u6570\u5341\u56de\u304b\u3089\u6570\u767e\u56de\u7e70\u308a\u8fd4\u3059\u3002<br \/>\n\u3000\u2193\u2193\u2193<br \/>\n<span class='my_fc_redBBig'>\u4e00\u3064\u306e\u30e2\u30c7\u30eb\u3092 DQN\u5b66\u7fd2\u4e2d\u306b CvR\u8a08\u6e2c\u6642\u9593\u304c 10\u5206\u304b\u3089 30\u5206\u3082\u304b\u304b\u3063\u3066\u3044\u308b\u3002<\/span><br \/>\n\u8d85\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u7d44\u5408\u305b\u3092\u5909\u3048\u3066\u4f55\u30bb\u30c3\u30c8\u3082\u6bd4\u8f03\u5b9f\u9a13\u3057\u305f\u3044\u5834\u5408\u306b\u3001\u3053\u306e\u6642\u9593\u304c\u7121\u8996\u3067\u304d\u306a\u3044\u306e\u3060\u30fb\u30fb\u30fb<\/p>\n<p><span class='my_fc_redBBig'>\u305d\u3082\u305d\u3082 10,000\u56de\u3082\u8a08\u6e2c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u304b\uff1f<\/span><br \/>\n\u904e\u53bb\u8a18\u4e8b <a href=\"https:\/\/www.dogrow.net\/nnet\/blog50%e3%80%90othello-ai%e3%80%91cvr-9000%e3%81%ab%e5%88%b0%e9%81%94\/\" target=\"_blank\">(50)\u3010Othello AI\u3011DQN\u3067 CvR 9000\u306b\u5230\u9054<\/a> \u306b\u66f8\u3044\u305f\u901a\u308a\u3001<br \/>\n<span class='my_fc_redBBig'>10,000\u56de\u306b\u3057\u305f\u7406\u7531\u306f\u30018,000\u3084 9,000\u7b49\u306e\u5927\u304d\u306a\u6570\u5b57\u3092\u898b\u308b\u3068\u9054\u6210\u611f\u3092\u611f\u3058\u308b\u304b\u3089<\/span><br \/>\n\u3068\u3044\u3046\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u6307\u6a19\u3068\u3057\u3066\u306e\u6027\u80fd\u3068\u306f\u95a2\u4fc2\u306a\u3044\u7406\u7531\u3060\u3063\u305f\u3002<\/p>\n<h1 class=\"my_h\">CvR-500\u306b\u3057\u305f\u7406\u7531<\/h1>\n<p>\u305d\u3053\u3067\u30fb\u30fb\u30fb<br \/>\n<span class='my_fc_blueBBig'>\u8a08\u6e2c\u7cbe\u5ea6\u3068\u8a08\u6e2c\u6642\u9593\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8003\u616e\u3057\u300110,000\u56de\u304b\u3089 500\u56de\u306b\u6e1b\u3089\u3059\u3053\u3068\u306b\u3057\u305f\u3002<\/span><\/p>\n<p>100\u56de\u3001300\u56de\u3001500\u56de\u3067\u8ff7\u3063\u305f\u304c\u3001500\u56de\u3092\u9078\u3093\u3060\u306e\u306f\u3053\u3093\u306a\u7406\u7531\u3060\u3002<br \/>\n<table class=\"my_tbl_simple\">\n<tr><th>\u5bfe\u6226\u56de\u6570<\/th><th>\u8003\u5bdf<\/th><\/tr><tr><td>100\u56de<\/td><td>\u5076\u7136\u52dd\u5229\u304c\u7d9a\u3044\u305f\u5834\u5408\u306a\u3069\u3001\u6027\u80fd\u8a55\u4fa1\u6307\u6a19\u3068\u3057\u3066\u30ce\u30a4\u30ba\u306b\u5f31\u3044\u6c17\u304c\u3059\u308b\u3002<\/td><\/tr><tr><td>300\u56de<\/td><td>\u8a08\u6e2c\u7d50\u679c\u306e\u6570\u5024\u306b\u5bfe\u3057\u3066\u3001\u76f4\u611f\u7684\u306b\u9ad8\u3044\/\u4f4e\u3044\u304c\u308f\u304b\u308a\u306b\u304f\u3044\u3002<\/td><\/tr><tr><td>500\u56de<\/td><td>\u30ce\u30a4\u30ba\u4f4e\u6e1b\u4e14\u3064\u3001\u4e2d\u5b66\u751f\u6642\u4ee3\u306e\u4e2d\u9593\u30fb\u671f\u672b\u30c6\u30b9\u30c8\u3067 500\u70b9\u6e80\u70b9\u306b\u306f\u99b4\u67d3\u307f\u304c\u3042\u308b\u3002\u2192 <span class='my_fc_deeppinkB'>\u76f4\u611f\u7684\u306bGood\/Bad\u304c\u308f\u304b\u308b\u3002<\/span><\/td><\/tr>\n<\/table><\/p>\n<p>\u5b9f\u969b\u306b\u3084\u3063\u3066\u307f\u308b\u3068\u3001420, 430, 440, &#8230;<br \/>\n<span class='my_fc_deeppinkBBig'>450\u3084\u3063\u305f\u3041\uff01<\/span><br \/>\n\u3068\u3001\u6570\u5341\u5e74\u524d\u306e\u61d0\u304b\u3057\u3044\u611f\u60c5\u304c\u8607\u3063\u3066\u304d\u305f\u3002<\/p>\n<p>\u78ba\u304b\u3001\u4e2d\u5b66\u751f\u6642\u4ee3\u306b\u521d\u3081\u3066\u5b66\u5e74\u4e00\u4f4d\u3092\u53d6\u3063\u305f\u3068\u304d\u306f 476\u70b9\u3001\u4eca\u3067\u3082\u305d\u306e\u6570\u5024\u3092\u8a18\u61b6\u3057\u3066\u3044\u308b\u306e\u3060\u304b\u3089\u3088\u307b\u3069\u5b09\u3057\u304b\u3063\u305f\u306e\u3060\u308d\u3046\u3002<br \/>\n\u305d\u306e\u5f8c\u3001\u963f\u90e8\u304f\u3093\u304c 495\u70b9\u3068\u304b\u3044\u3046\u4fe1\u3058\u3089\u308c\u306a\u3044\u6570\u5024\u3092\u51fa\u3057\u300c\u52aa\u529b\u3058\u3083\u57cb\u307e\u3089\u306a\u3044\u4f55\u304b\u304c\u3042\u308b\u30fb\u30fb\u30fb\u300d\u3068\u73fe\u5b9f\u306e\u53b3\u3057\u3055\u3092\u5b66\u3093\u3060\u8a18\u61b6\u3082\u306f\u3063\u304d\u308a\u3068&#8230;<\/p>\n<h1 class=\"my_h\">\u65e2\u5b58\u306e\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u66f8\u304d\u63db\u3048\u308b\u3002<\/h1>\n<p>\u5b66\u7fd2\u6e08\u307f\u30d1\u30e9\u30e1\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u306e\u30d5\u30a1\u30a4\u30eb\u540d\u306b CvR\u5024\u3092\u57cb\u3081\u8fbc\u3093\u3067\u3044\u308b\u306e\u3067\u3001\u3053\u306e\u5024\u3092 1\/20 \u306b\u5909\u66f4\u3057\u305f\u3044\u3002<br \/>\nBash\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u4e00\u6c17\u306b\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u5909\u66f4\u3057\u3066\u3057\u307e\u304a\u3046\u3002<\/p>\n<p><span class='my_fs_big1B'>\u4f8b\uff1a<\/span><br \/>\n\u5909\u66f4\u524d: .\/model\/00080_othello_dqn_model_20250522_150813_6_8000_<span class='my_fc_redB'>CvR_8762<\/span>.pth<br \/>\n\u3000\u2193<br \/>\n\u5909\u66f4\u5f8c: .\/model\/00080_othello_dqn_model_20250522_150813_6_8000_<span class='my_fc_blueB'>CvR_438<\/span>.pth<\/p>\n<pre class=\"brush: bash; title: ; notranslate\" title=\"\">\r\n#!\/bin\/bash\r\n\r\n# \u7b2c\u4e00\u5f15\u6570\u3067\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u6307\u5b9a\uff08\u6307\u5b9a\u304c\u306a\u3051\u308c\u3070\u30ab\u30ec\u30f3\u30c8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\uff09\r\nTARGET_DIR=&quot;${1:-.}&quot;\r\n\r\n# \u6307\u5b9a\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u4ee5\u4e0b\u306e .pth \u30d5\u30a1\u30a4\u30eb\u3092\u518d\u5e30\u7684\u306b\u691c\u7d22\r\nfor FILE in `find &quot;$TARGET_DIR&quot; -type f -name &quot;*othello_dqn_model_*.pth&quot;`; do\r\n  CvR=`echo &quot;$FILE&quot; | sed -n &#039;s\/.*CvR_\\(&#x5B;0-9]\\+\\)\\.pth\/\\1\/p&#039;`\r\n  if &#x5B;&#x5B; -n &quot;$CvR&quot; ]]; then\r\n    # CvR\u3092 1\/20\u306b\u3057\u3066\u6574\u6570\u306b\uff08\u5c0f\u6570\u70b9\u5207\u308a\u6368\u3066\uff09\r\n    CvR_New=$(( CvR \/ 20 ))\r\n    # \u65b0\u3057\u3044\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u751f\u6210\uff08CvR_{CvR} \u3092 CvR_{CvR_New} \u306b\u7f6e\u63db\uff09\r\n    NEW_FILE=$(echo &quot;$FILE&quot; | sed &quot;s\/CvR_${CvR}\/CvR_${CvR_New}\/&quot;)\r\n    # \u30ea\u30cd\u30fc\u30e0\uff08\u4e0a\u66f8\u304d\u306b\u6ce8\u610f\uff09\r\n    echo &quot;Renaming:&quot;\r\n    echo &quot;  $FILE&quot;\r\n    echo &quot;\u2192 $NEW_FILE&quot;\r\n    mv &quot;$FILE&quot; &quot;$NEW_FILE&quot;\r\n  fi\r\ndone\r\n<\/pre>\n<p>\u73fe\u6642\u70b9\u3067\u3001CvR-500\u5024\u304c 450\u70b9\u3092\u8d85\u3048\u3066\u3044\u308b\u30e2\u30c7\u30eb\u3060\u3051\u3092\u8868\u793a\u3057\u3066\u307f\u308b\u3002<\/p>\n<pre class=\"brush: bash; title: ; notranslate\" title=\"\">\r\n#!\/bin\/bash\r\n\r\nTARGET_DIR=&quot;${1:-.}&quot;\r\n\r\nfor FILE in `find &quot;$TARGET_DIR&quot; -type f -name &quot;*othello_dqn_model_*.pth&quot;`; do\r\n  CvR=`echo &quot;$FILE&quot; | sed -n &#039;s\/.*CvR_\\(&#x5B;0-9]\\+\\)\\.pth\/\\1\/p&#039;`\r\n  if &#x5B;&#x5B; -n &quot;$CvR&quot; &amp;&amp; &quot;$CvR&quot; -ge 450 ]]; then\r\n    echo &quot;$(basename &quot;$FILE&quot;)&quot;\r\n  fi\r\ndone\r\n<\/pre>\n<p>\u3055\u3089\u306b CvR-500\u5024\u306e\u964d\u9806\u3067\u4e26\u3073\u66ff\u3048\u305f\u3002<br \/>\n\u5bfe\u30e9\u30f3\u30c0\u30e0\u3067 <span class='my_fc_deeppinkBBig'>\u52dd\u7387 90%\u8d85\u3048<\/span> \u306e\u731b\u8005\uff08\uff1f\uff09\u305f\u3061\u304c\u3001\u73fe\u6642\u70b9\u3067 22\u4f53\u3042\u308b\u3002 <span class='my_fc_redB'>\u203b<a href=\"https:\/\/www.dogrow.net\/nnet\/blog50%e3%80%90othello-ai%e3%80%91cvr-9000%e3%81%ab%e5%88%b0%e9%81%94\/\" target=\"_blank\">\u904e\u53bb\u8a18\u4e8b\u306b\u8a18\u8ff0<\/a>\u306e\u901a\u308a\u3001\u5b9f\u969b\u306b\u5bfe\u6226\u3057\u3066\u307f\u308b\u3068\u5f31\u3044\u2026<\/span><\/p>\n<pre class='my_pre_bgBlack'>\r\nothello_dqn_model_CNN_02_20250606_051621_E0004_0002400020_CvR_<span class='my_fc_lightpinkB'>459<\/span>.pth\r\nothello_dqn_model_CNN_02_20250606_071543_E0007_0004300072_CvR_<span class='my_fc_lightpinkB'>458<\/span>.pth\r\nothello_dqn_model_CNN_04_20250606_073215_E0004_0002300052_CvR_<span class='my_fc_lightpinkB'>457<\/span>.pth\r\nothello_dqn_model_CNN_02_20250606_071737_E0010_0006200124_CvR_<span class='my_fc_lightpinkB'>455<\/span>.pth\r\nothello_dqn_model_CNN_02_20250606_051603_E0004_0002100116_CvR_<span class='my_fc_lightpinkB'>453<\/span>.pth\r\nothello_dqn_model_20250605_184501_CNN_02_6_10000_R0.61_CvR_<span class='my_fc_lightpinkB'>453<\/span>.pth\r\nothello_dqn_model_20250605_162524_CNN_02_75_97000_R0.68_CvR_<span class='my_fc_lightpinkB'>452<\/span>.pth\r\nothello_dqn_model_CNN_02_20250605_042717_E0009_0002700016_CvR_<span class='my_fc_lightpinkB'>452<\/span>.pth\r\nothello_dqn_model_CNN_02_20250606_093406_E00008000_CvR_<span class='my_fc_lightpinkB'>452<\/span>.pth\r\n00372_othello_dqn_model_CNN_02_20250605_042717_E0009_0002700016_CvR_<span class='my_fc_lightpinkB'>452<\/span>.pth\r\nothello_dqn_model_DUE_01_20250606_092000_E00005000_CvR_<span class='my_fc_lightpinkB'>452<\/span>.pth\r\nothello_dqn_model_CNN_02_20250605_042635_E0008_0002300034_CvR_<span class='my_fc_lightpinkB'>451<\/span>.pth\r\nothello_dqn_model_CNN_02_20250606_071607_E0008_0004700036_CvR_<span class='my_fc_lightpinkB'>451<\/span>.pth\r\nothello_dqn_model_CNN_03_20250606_072322_E0006_0003400012_CvR_<span class='my_fc_lightpinkB'>451<\/span>.pth\r\n00368_othello_dqn_model_CNN_02_20250605_042635_E0008_0002300034_CvR_<span class='my_fc_lightpinkB'>451<\/span>.pth\r\nothello_dqn_model_CNN_04_20250606_073235_E0005_0002600048_CvR_<span class='my_fc_lightpinkB'>450<\/span>.pth\r\nothello_dqn_model_CNN_03_20250606_072512_E0008_0004800004_CvR_<span class='my_fc_lightpinkB'>450<\/span>.pth\r\nothello_dqn_model_20250605_162542_CNN_02_76_98000_R0.69_CvR_<span class='my_fc_lightpinkB'>450<\/span>.pth\r\nothello_dqn_model_20250605_160440_CNN_02_16_20000_R0.65_CvR_<span class='my_fc_lightpinkB'>450<\/span>.pth\r\n00188_othello_dqn_model_20250525_170514_7_13000_\u26059K_vs0_R0.85_CvR_<span class='my_fc_lightpinkB'>450<\/span>.pth\r\nTTT_othello_dqn_model_20250605_081939_10_13000_R0.62_CvR_<span class='my_fc_lightpinkB'>450<\/span>.pth\r\nothello_dqn_model_DUE_01_20250606_092043_E00009000_CvR_<span class='my_fc_lightpinkB'>450<\/span>.pth\r\n<\/pre>\n<p>\u3061\u306a\u307f\u306b\u30fb\u30fb\u30fb<br \/>\n\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u63a2\u7d22\u30e2\u30c7\u30eb\uff08MCTS agent\uff09\u306e CvR-500\u5024\u3092\u518d\u8a08\u6e2c\u3057\u305f\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<br \/>\n<table class=\"my_tbl_simple\">\n<tr><th>\u63a2\u7d22\u6570<\/th><th>CvR-500<\/th><\/tr><tr><td>100<\/td><td><span class='my_fc_deeppinkB'>478<\/span> (95.6%)<\/td><\/tr><tr><td>200<\/td><td><span class='my_fc_deeppinkB'>490<\/span> (98.0%)<\/td><\/tr><tr><td>300<\/td><td><span class='my_fc_deeppinkB'>493<\/span> (98.6%)<\/td><\/tr><tr><td>500<\/td><td><span class='my_fc_deeppinkB'>493<\/span> (98.6%)<\/td><\/tr><tr><td>1000<\/td><td><span class='my_fc_deeppinkB'>497<\/span> (99.4%)<\/td><\/tr><tr><td>3000<\/td><td><span class='my_fc_deeppinkB'>498<\/span> (99.6%)<\/td><\/tr><tr><td>5000<\/td><td><span class='my_fc_deeppinkB'>498<\/span> (99.6%)<\/td><\/tr>\n<\/table><\/p>\n<p><span class='my_fc_deeppinkBBig'>\u5f37\u3044\u30fb\u30fb\u30fb<br \/>\nDQN\u5f37\u5316\u5b66\u7fd2\u3067\u3001\u5c11\u3057\u3067\u3082\u3053\u3053\u306b\u8fd1\u4ed8\u304d\u305f\u3044\u3002<\/span><\/p>\n<p>CvT\u5024\u304c 450\u70b9\u8d85\u3048\u306e\u30e2\u30c7\u30eb 22\u4f53\u3068\u3001\u4e0a\u8868\u306e\u4e2d\u3067\u6700\u5f31\u306e MCTS-100 \u306e\u5408\u8a08\u5168 23\u4f53\u3067\u7dcf\u5f53\u305f\u308a\u6226\u3092\u3057\u3066\u307f\u305f\u3002<br \/>\n\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.dogrow.net\/nnet\/wp-content\/uploads\/2025\/06\/Image1.jpg\" alt=\"\" class='my_add_bs1' \/><\/p>\n<p>MCTS-100\u304c\u5727\u52dd\u3059\u308b\u304b\u3068\u4e88\u60f3\u3057\u3066\u3044\u305f\u304c <span class='my_fc_redBBig'>33\u52dd 9\u6557 2\u5f15\u5206 \u52dd\u7387 78.6%\u3067\u6e96\u512a\u52dd<\/span> \u3060\u3063\u305f\u3002<br \/>\n\u5148\u624b\uff0b\u5f8c\u624b\u306e\u76f4\u63a5\u5bfe\u6c7a\u3067 vs MCTS\u6226 2\u9023\u52dd\u3057\u3066\u3044\u308b\u30e2\u30c7\u30eb\u3082\u3042\u308a\u3001<span class='my_fc_blueBBig'>\u5c11\u3057\u306f\u4eca\u5f8c\u306b\u671f\u5f85\u304c\u6301\u3066\u308b\u7d50\u679c<\/span> \u3060\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001DQN\u6b74\u4ee3\u6700\u9ad8\u30b9\u30b3\u30a2\u306e CvT 459\u306e\u30e2\u30c7\u30eb\u306b\u306f\u3082\u3046\u5c11\u3057\u9811\u5f35\u3063\u3066\u307b\u3057\u304b\u3063\u305f\u3002<br \/>\n\u671f\u5f85\u3055\u308c\u305f\u5f7c\u306f <span class='my_fs_big1B'>18\u52dd 12\u6557 14\u5f15\u5206 \u52dd\u7387 60.0%\u3067\u7b2c 5\u4f4d<\/span> \u306e\u7d50\u679c\u3060\u3063\u305f\u3002<\/p>\n<p>\u4eca\u56de <span class='my_fc_blueBBig'>MCTS-100 \u304b\u3089\u512a\u52dd\u3092\u596a\u53d6\u3057\u305f\u30e2\u30c7\u30eb\u304c\u73fe\u308c\u305f\u3053\u3068\u306b\u9a5a\u3044\u305f<\/span> \u304c\u3001MCTS-100 \u3068\u306e\u76f4\u63a5\u5bfe\u6c7a\u306e\u7d50\u679c\u306f 0\u52dd2\u6557\u3067\u3001\u305d\u306e\u5185\u306e\u4e00\u6226\u306f \u25cf2-34\u3007 \u3067\u5927\u6557\u3057\u3066\u3044\u308b&#8230;<br \/>\n\u3067\u3082\u3001\u5c11\u3057\u305a\u3064\u8ddd\u96e2\u3092\u7e2e\u3081\u3089\u308c\u3066\u3044\u308b\u3088\u3046\u3067\u3001DQN\u30e2\u30c7\u30eb\u306e\u6210\u9577\u304c\u5c11\u3057\u5b09\u3057\u3044\u304b\u3082\u3002<\/p>\n<p>\u305d\u308c\u306b\u3057\u3066\u3082 <span class='my_fc_redBBig'>10\u4f4d\u4ee5\u964d\u306f\u5f15\u304d\u5206\u3051\u304c\u591a\u3044<\/span> \u306a\u30fb\u30fb\u30fb<br \/>\n\u30d0\u30b0\u3092\u7591\u3063\u3066\u52d5\u4f5c\u78ba\u8a8d\u3057\u3066\u307f\u305f\u304c\u3001\u518d\u8a66\u5408\u306e\u7d50\u679c\u3082\u78ba\u304b\u306b\u5f15\u304d\u5206\u3051\u304c\u591a\u304b\u3063\u305f\u3002<br \/>\n\u5b66\u7fd2\u65b9\u6cd5\u304c\u540c\u3058\u3001NN\u3082 CNN_02, CNN_03, CNN_04\u3068\u4f3c\u3066\u3044\u308b\u306e\u3067\u3001\u5b66\u7fd2\u7d50\u679c\u304c\u4f3c\u3066\u3057\u307e\u3046\u306e\u3060\u308d\u3046\u3002<\/p>\n<h1 class=\"my_h\">\u30de\u30b7\u30f3\u8ca0\u8377\u304c\u5fc3\u914d\u30fb\u30fb\u30fb<\/h1>\n<p>\u4e0a\u8a18\u306e MCTS\u30e2\u30c7\u30eb\u306e CvR-500\u8a08\u6e2c\u3092 7\u30d7\u30ed\u30bb\u30b9\u4e26\u5217\u5b9f\u884c\u3057\u305f\u6642\u306b\u3001\u30d1\u30bd\u30b3\u30f3\u306e\u5168\u30d5\u30a1\u30f3\u304c\u8f5f\u97f3\u3092\u767a\u3057\u3066\u56de\u8ee2\u3057\u3066\u3044\u305f\u3002<br \/>\n\u6c17\u306b\u306a\u3063\u305f\u306e\u3067 CPU\u6e29\u5ea6\u3092\u898b\u3066\u307f\u305f\u3002<\/p>\n<pre class='my_pre_bgBlack'>\r\n$ <span class='my_fc_yellow'>sensors<\/span>\r\ncoretemp-isa-0000\r\nAdapter: ISA adapter\r\nPackage id 0:  <span class='my_fc_deeppink'>+86.0\u00b0C<\/span>  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 0:        <span class='my_fc_lightpinkB'>+76.0\u00b0C<\/span>  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 4:        <span class='my_fc_lightpinkB'>+78.0\u00b0C<\/span>  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 12:       +58.0\u00b0C  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 13:       +58.0\u00b0C  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 14:       +58.0\u00b0C  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 15:       +56.0\u00b0C  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 16:       +60.0\u00b0C  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 20:       <span class='my_fc_lightpinkB'>+78.0\u00b0C<\/span>  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 24:       <span class='my_fc_deeppink'>+86.0\u00b0C<\/span>  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 28:       <span class='my_fc_deeppink'>+82.0\u00b0C<\/span>  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 32:       +58.0\u00b0C  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 33:       +58.0\u00b0C  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 34:       +58.0\u00b0C  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 35:       +58.0\u00b0C  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 36:       +60.0\u00b0C  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 37:       +56.0\u00b0C  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 38:       +56.0\u00b0C  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 39:       +56.0\u00b0C  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 40:       <span class='my_fc_deeppink'>+82.0\u00b0C<\/span>  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\nCore 44:       <span class='my_fc_deeppink'>+80.0\u00b0C<\/span>  (high = +85.0\u00b0C, crit = +105.0\u00b0C)\r\n<\/pre>\n<p>\u3044\u304f\u3064\u304b <span class='my_fc_redBBig'>80\u2103\u3092\u8d85\u3048\u3066\u3044\u308b<\/span> \u304c\u3001\u554f\u984c\u306a\u3055\u305d\u3046\u3060\u3002<br \/>\nAdobe\u30c4\u30fc\u30eb\u3067\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0\u3092\u5b9f\u884c\u3059\u308b\u3068 90\u2103\u3092\u8d85\u3048\u308b\u3053\u3068\u3082\u3057\u3070\u3057\u3070\u3042\u308b\u3002<\/p>\n<p>\u307e\u305f\u3001\u5b9f\u884c\u4e2d\u306b\u6025\u306b\u30d5\u30a1\u30f3\u97f3\u304c\u4e0b\u304c\u3063\u305f\u306e\u3067\u3001<br \/>\n<span class='my_fc_redBBig'>\u3082\u3057\u304b\u3057\u3066 thermal throttling \u304c\u767a\u52d5\u3057\u3066 CPU\u30af\u30ed\u30c3\u30af\u304c\u843d\u3061\u305f\uff1f<\/span><br \/>\n\u3068\u601d\u3063\u305f\u306e\u3067\u3053\u308c\u3082\u78ba\u8a8d\u3057\u3066\u307f\u305f\u3002<\/p>\n<pre class='my_pre_bgBlack'>\r\n$ <span class='my_fc_yellow'>sudo dmesg | grep -i \"thermal\\|throttle\"<\/span>\r\n[    0.242835] CPU0: Thermal monitoring enabled (TM1)\r\n[    0.274712] thermal_sys: Registered thermal governor 'fair_share'\r\n[    0.274712] thermal_sys: Registered thermal governor 'bang_bang'\r\n[    0.274712] thermal_sys: Registered thermal governor 'step_wise'\r\n[    0.274712] thermal_sys: Registered thermal governor 'user_space'\r\n[    0.274712] thermal_sys: Registered thermal governor 'power_allocator'\r\n[    0.702133] thermal LNXTHERM:00: registered as thermal_zone0\r\n[    0.702135] ACPI: thermal: Thermal Zone [TZ00] (28 C)\r\n[    3.115022] Consider using thermal netlink events interface\r\n[    3.136095] proc_thermal_pci 0000:00:04.0: enabling device (0000 -> 0002)\r\n<\/pre>\n<p>\u30b5\u30fc\u30de\u30eb\u30b9\u30ed\u30c3\u30c8\u30ea\u30f3\u30b0\u304c\u767a\u751f\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8868\u793a\u304c\u73fe\u308c\u308b\u306e\u3067\u3001\u73fe\u6642\u70b9\u3067\u306f\u554f\u984c\u306a\u3044\u3002<\/p>\n<pre class='my_pre_bgBlack'>\r\n<span class='my_fc_lightpinkB'>CPUX: Core temperature above threshold, cpu clock throttled<\/span>\r\n<\/pre>\n<p>\u3067\u306f\u3001GPU\u306f\uff1f<br \/>\n<span class='my_fc_deeppinkBBig'>MCTS\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u30c7\u30fc\u30bf\u4e26\u5217\u306e\u6069\u6075\u3092\u53d7\u3051\u3089\u308c\u306a\u3044\u306e\u3067 CPU\u5b9f\u884c<\/span> \u3057\u3066\u3044\u308b\u3002<br \/>\n\u3053\u306e\u305f\u3081\u3001GPU\u306f\u7121\u8ca0\u8377\u306e\u306f\u305a\u3002<\/p>\n<pre class='my_pre_bgBlack'>\r\n$ <span class='my_fc_yellow'>nvidia-smi<\/span>\r\nFri Jun  6 14:39:43 2025\r\n+-----------------------------------------------------------------------------------------+\r\n| NVIDIA-SMI 570.153.02             Driver Version: 570.153.02     CUDA Version: 12.8     |\r\n|-----------------------------------------+------------------------+----------------------+\r\n| GPU  Name                 Persistence-M | Bus-Id          Disp.A | Volatile Uncorr. ECC |\r\n| Fan  Temp   Perf          Pwr:Usage\/Cap |           Memory-Usage | GPU-Util  Compute M. |\r\n|                                         |                        |               MIG M. |\r\n|=========================================+========================+======================|\r\n|   0  NVIDIA GeForce RTX 5070 Ti     Off |   00000000:02:00.0 Off |                  N\/A |\r\n|  0%   <span class='my_fc_lightpinkB'>35C<\/span>    P8             11W \/  300W |      83MiB \/  16303MiB |      0%      Default |\r\n|                                         |                        |                  N\/A |\r\n+-----------------------------------------+------------------------+----------------------+\r\n\r\n+-----------------------------------------------------------------------------------------+\r\n| Processes:                                                                              |\r\n|  GPU   GI   CI              PID   Type   Process name                        GPU Memory |\r\n|        ID   ID                                                               Usage      |\r\n|=========================================================================================|\r\n|    0   N\/A  N\/A            1707      G   \/usr\/lib\/xorg\/Xorg                       43MiB |\r\n|    0   N\/A  N\/A            1821      G   \/usr\/bin\/gnome-shell                     11MiB |\r\n+-----------------------------------------------------------------------------------------+\r\n<\/pre>\n<p><span class='my_fc_deeppinkBBig'>35\u2103<\/span>\u3068\u306e\u3053\u3068\u3001\u307e\u3063\u305f\u304f\u554f\u984c\u306a\u3057\u3002<\/p>\n<h1 class=\"my_h\">vs \u4eba\u9593\uff08\u79c1\uff09<\/h1>\n<p>\u904e\u53bb\u8a18\u4e8b\u306b\u8a18\u8f09\u3057\u305f\u901a\u308a\u3001\u904e\u53bb\u306b\u4f55\u5ea6\u304b\u9ad8 CvR\u5024\u306e DQN\u751f\u6210\u30e2\u30c7\u30eb\u3068\u5bfe\u6226\u3057\u305f\u304c\u3001\u6bce\u56de\u304c\u3063\u304b\u308a\u3055\u305b\u3089\u308c\u305f\u3002<br \/>\n\u4eca\u5ea6\u306f\u3069\u3046\u304b\uff1f<br \/>\n\u4ee5\u4e0b\u306e 3\u30e2\u30c7\u30eb\u3068\u5bfe\u6226\u3057\u3066\u307f\u308b\u3053\u3068\u306b\u3057\u305f\u3002<br \/>\n<table class=\"my_tbl_simple\">\n<tr><th>#<\/th><th>\u540d\u524d<\/th><th>\u8aac\u660e<\/th><\/tr><tr><td>1<\/td><td>othello_dqn_model_CNN_02_20250606_093406_E00008000_CvR_452.pth<\/td><td>\u4eca\u56de\u512a\u52dd\u3057\u305f\u30e2\u30c7\u30eb<\/td><\/tr><tr><td>2<\/td><td>othello_dqn_model_DUE_01_20250606_092000_E00005000_CvR_452.pth<\/td><td>\u4eca\u56de\u7b2c 4\u4f4d\u306e\u30e2\u30c7\u30eb\u3001MCTS-100\u306b\u5148\u624b\u30fb\u5f8c\u624b\u3067 2\u52dd\u3057\u3066\u3044\u308b<\/td><\/tr><tr><td>3<\/td><td>MCTS-100<\/td><td>\u6700\u5927\u63a2\u7d22\u56de\u6570 100\u56de\u306e\u5f31\u3081\u306e MCTS\u30e2\u30c7\u30eb\uff08\u305d\u308c\u3067\u3082\u5bfe\u30e9\u30f3\u30c0\u30e0\u52dd\u738795.6%\u306e\u5f37\u8c6a\uff1f\uff09<\/td><\/tr>\n<\/table><\/p>\n<h3 class=\"my_h\">#1: \u4eca\u56de\u512a\u52dd\u30e2\u30c7\u30eb\u3068\u306e\u5bfe\u6226<\/h3>\n<p><span class='my_fc_redBBig'>\u3084\u3063\u3071\u308a\u304b\u30fb\u30fb\u30fb<\/span><br \/>\n\u5f31\u304f\u3066\u60b2\u3057\u3044\u30fb\u30fb\u30fb<br \/>\n\u89d2\u306b\u306f\u5927\u304d\u306a\u5831\u916c\u3092\u4e0e\u3048\u3066\u3044\u308b\u306e\u306b\u3001\u7a4d\u6975\u7684\u306b\u53d6\u308d\u3046\u3068\u3057\u306a\u3044\u306e\u306f\u306a\u305c\u304b\uff1f<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.dogrow.net\/nnet\/wp-content\/uploads\/2025\/06\/vs1.jpg\" alt=\"\" class='my_add_bs1' \/><\/p>\n<h3 class=\"my_h\">#2: \u4eca\u56de 4\u4f4d\u3001MCTS\u306b2\u9023\u52dd\u306e\u30e2\u30c7\u30eb\u3068\u306e\u5bfe\u6226<\/h3>\n<p><span class='my_fc_redBBig'>\u3042\u308c\u3063\u3064\u30fb\u30fb\u30fb<\/span><br \/>\n\u89d2\u3092\u6613\u3005\u3068\u6e21\u3057\u904e\u304e\u3060\u308d\u30fb\u30fb\u30fb<br \/>\n\u3069\u3046\u3084\u3089\u79c1\u304c\u4f5c\u3063\u305f DQN\u30e2\u30c7\u30eb\u306f\u3001\u89d2\u3092\u8caa\u6b32\u306b\u53d6\u308d\u3046\u3068\u3059\u308b\u610f\u5fd7\u304c\u5f31\u3044\u306a\u30fb\u30fb\u30fb<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.dogrow.net\/nnet\/wp-content\/uploads\/2025\/06\/vs2.jpg\" alt=\"\" class='my_add_bs1' \/><\/p>\n<h3 class=\"my_h\">#3: \u4eca\u56de\u6e96\u512a\u52dd\u3001MCTS\uff08\u6700\u5927\u63a2\u7d22\u56de\u6570100\u56de\uff09\u3068\u306e\u5bfe\u6226<\/h3>\n<p><span class='my_fc_redBBig'>100\u56de\u3058\u3083\u3053\u3093\u306a\u3082\u306e\u304b\u30fb\u30fb\u30fb<\/span><br \/>\n\u7d42\u76e4\u306f\u300c\u304a\u3063\uff01\u300d\u3068\u601d\u308f\u305b\u3066\u304f\u308c\u305f\u304c\u3001\u5168\u822c\u7684\u306b\u7518\u3044\u306a\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.dogrow.net\/nnet\/wp-content\/uploads\/2025\/06\/vs3.jpg\" alt=\"\" class='my_add_bs1' \/><\/p>\n<p><span class='my_fs_big2B'>\u3064\u307e\u308a\u30fb\u30fb\u30fb<\/span><br \/>\n<span class='my_fc_redBBig'>MCTS-100\u306b\u4f59\u88d5\u3067\u52dd\u3066\u308b\u3050\u3089\u3044\u306e DQN\u30e2\u30c7\u30eb\u306b\u80b2\u305f\u306a\u3051\u308c\u3070\u3001\u4eba\u9593\u306e\u76f8\u624b\u306b\u306f\u306a\u3089\u306a\u3044\u3002<\/span><\/p>\n<p>\u76ee\u6a19\u3092\u9ad8\u304f\u6301\u305f\u306a\u3051\u308c\u3070\u30fb\u30fb\u30fb<br \/>\n\u3067\u3082\u3001\u307e\u305a\u306f MCTS-100\u306b\u697d\u52dd\u3067\u304d\u308b DQN\u30e2\u30c7\u30eb\u3092\u4f5c\u3089\u306a\u3051\u308c\u3070\u3002<\/p>\n<p>\u53c2\u8003\uff1a <span class='my_fc_deeppinkB'>MCTS-100\u3068\u306f\u3053\u3061\u3089\u3067\u5bfe\u6226\u51fa\u6765\u307e\u3059\u3002<\/span><br \/>\n<span class='my_fc_redB'>\u203b\u5171\u7528\u30b5\u30fc\u30d0\u306b\u8a2d\u7f6e\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u9ad8\u8ca0\u8377\u306b\u306a\u308b\u3068\u30a2\u30ab\u30a6\u30f3\u30c8BAN\u3055\u308c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u3001\u5bfe\u6226\u3067\u304d\u308b\u306e\u306f 100, 200\u3060\u3051\u3067\u3059\u3002<\/span><br \/>\n<a href=\"https:\/\/www.dogrow.net\/nnet\/sample\/00052\/mcts_othello\/index.cgi\" target=\"_blank\"><img decoding=\"async\" src=\"https:\/\/www.dogrow.net\/nnet\/wp-content\/uploads\/2025\/05\/i11.jpg\" alt=\"\" class='my_add_bs1' \/><\/a><\/p>\n<h1 class=\"my_h\">\u4eca\u5f8c\u306e\u4e88\u5b9a<\/h1>\n<p>\u8a13\u7df4\u30d7\u30ed\u30b0\u30e9\u30e0\u5185\u90e8\u3067\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u8a55\u4fa1\u3092\u5b9f\u884c\u3057\u3066\u3044\u308b\u500b\u6240\u3092 CvR-10000\u8a08\u6e2c\u304b\u3089 CvR-500\u8a08\u6e2c\u306b\u5909\u66f4\u3059\u308b\u3053\u3068\u3002<\/p>\n<p>CvR\u8a08\u6e2c\u6642\u9593\u304c\u77ed\u7e2e\u3057\u305f\u3053\u3068\u3067\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u6613\u304f\u306a\u3063\u305f\u3002<br \/>\n\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u6210\u3092\u8272\u3005\u3068\u5909\u3048\u3066\u8a66\u3057\u305f\u3044\u306e\u3067\u3059\u3002<\/p>\n<h1 class=\"my_h\">\u53c2\u8003\uff1a<\/h1>\n<p>ChatGPT o3\u306b\u3088\u308b\u30aa\u30bb\u30edAI\u6027\u80fd\u8a55\u4fa1\u6307\u6a19\u306b\u95a2\u3059\u308b\u8aac\u660e<br \/>\n<a href=\"https:\/\/chatgpt.com\/share\/68423ada-acdc-8007-9a52-f97b67d1d4a6\" target=\"_blank\">https:\/\/chatgpt.com\/share\/68423ada-acdc-8007-9a52-f97b67d1d4a6<\/a><br \/>\n\u307e\u3060\u65e9\u3044\u304c\u3001\u3044\u305a\u308c\u306f\u8a66\u3057\u3066\u307f\u3088\u3046\u3002<\/p>\n<hr class=\"my_hr_bottom\">\n","protected":false},"excerpt":{"rendered":"<p>CvR-10000\u306e\u554f\u984c\u70b9 \u6700\u521d\u304b\u3089\u5206\u304b\u3063\u3066\u3044\u305f\u3053\u3068\u3067\u3059\u304c&#8230; \u6642\u9593\u304c\u304b\u304b\u308b\u30fb\u30fb\u30fb 1\u56de\u306e CvR\u8a08\u6e2c\u306b\u8981\u3059\u308b\u6642\u9593\u306f\u3001\u30e2\u30c7\u30eb\u306e\u898f\u6a21\u306b\u3082\u3088\u308b\u304c 8\u79d2\u304b\u3089 20\u79d2\u307b\u3069\u3002 \u3053\u308c\u3092 1\u3064\u306e\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066 DQN\u5b66\u7fd2\u4e2d\u306b\u2026 <span class=\"read-more\"><a href=\"https:\/\/www.dogrow.net\/nnet\/blog55-cvr10000-%e6%94%b9%e3%82%81-cvr500%e3%81%ab%e5%a4%89%e6%9b%b4%e3%81%99%e3%82%8b%e3%80%82\/\">\u7d9a\u304d\u3092\u8aad\u3080 &raquo;<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[28],"tags":[],"class_list":["post-2369","post","type-post","status-publish","format-standard","hentry","category-othelloai"],"views":869,"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/posts\/2369","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/comments?post=2369"}],"version-history":[{"count":120,"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/posts\/2369\/revisions"}],"predecessor-version":[{"id":2528,"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/posts\/2369\/revisions\/2528"}],"wp:attachment":[{"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/media?parent=2369"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/categories?post=2369"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.dogrow.net\/nnet\/wp-json\/wp\/v2\/tags?post=2369"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}