ãã¯ãããžãŒã«ããŽãªã§ã¯ãã ãŒã¢ã®æ³åã«åºã¥ããã©ã³ãžã¹ã¿å¯åºŠã®æšç§»äºæž¬ãAIãæå·è³ç£ã®æ°Žæ¶è²»ã»é»åæ¶è²»ã«ããç°å¢è² è·ã®è©Šç®ãã³ã³ãã¥ãŒã¿ãŒã¹ãã¬ãŒãžåäœã®å€æããã€ãæç®ããã£ã¹ãã¬ã€ã®ãã¯ã»ã«å¯åºŠïŒPPIïŒèšç®ãªã©ãITãšã³ãžãã¢ãæè¡å¥œãã«åœ¹ç«ã€èšç®æ©ãæããŠããŸãã
人æ°é ã®äžèЧãããã¬ã³ããã¿ãããç®çã®ããŒã«ãããã«èŠã€ããããŸãããã¹ãŠç¡æã»ç»é²äžèŠã§ãã¹ããŒããã©ã³ãããœã³ã³ã©ã¡ãããã§ããã®ãŸãŸã䜿ãããã ããŸãã
- 建èšèšç®æ©
- èªåè»èšç®æ©
- ãããã¯ãŒãã³ã°èšç®æ©
- ãã¯ãããžãŒèšç®æ©
- ã¯ã©ãŠããµãŒãã¹èšç®æ©
-
ãããã³ã€ã³ãã€ãã³ã°åçèšç®ããŒã«ããã·ã¥ã¬ãŒãã»æ¶è²»é»åã»é»æ°æéã»BTCäŸ¡æ Œã»ãããã¯ãŒã¯é£æåºŠã»ããŒã«ææ°æããããããã³ã€ã³ãã€ãã³ã°ã®æ¥æ¬¡ã»ææ¬¡ã»å¹Žæ¬¡ã®å©çã詊ç®ããŸãã
-
ä»®æ³é貚ãã€ãã³ã°åçèšç®ããŒã«ããã·ã¥ã¬ãŒãã»ãããã¯ãŒã¯ããã·ã¥ã¬ãŒãã»ãããã¯å ±é ¬ã»ã³ã€ã³äŸ¡æ Œã»æ¶è²»é»åã»é»æ°æéãããGPUãã€ãã³ã°ã®å©çãæ¥æ¬¡ã»ææ¬¡ã»å¹Žæ¬¡ã§è©Šç®ã§ããŸãã
-
é³å£°ãã¡ã€ã«ãµã€ãºèšç®ããŒã«ãããã¬ãŒããšåçæéããé³å£°ãã¡ã€ã«ã®å®¹éãç¬æã«èšç®ãkbpsãšåã»æéãå ¥åããã ãã§ãMBã»KBã»GBã«æç®ã§ããç¡æããŒã«ã§ãã
-
MTBF / MTTR å¯çšæ§èšç®ããŒã«MTBFãšMTTRãããããã¯ãŒã¯ãã·ã¹ãã ã®å¯çšæ§ïŒçšŒåç%ïŒãèšç®ãããŠã³ã¿ã€ã çãšå¹Žéã®æšå®åæ¢æéããã®å Žã§ç¢ºèªã§ããŸãã
-
ã¡ã¬ãã¯ã»ã«èšç®ããŒã«ãã¯ã»ã«è§£å床ãã¡ã¬ãã¯ã»ã«ã«å€æãå¹ ãšé«ãïŒãã¯ã»ã«ïŒãå ¥åããã ãã§ãç·ãã¯ã»ã«æ°ã»ã¡ã¬ãã¯ã»ã«ïŒMPïŒã»ã¢ã¹ãã¯ãæ¯ãç¬æã«ç®åºããŸãã
-
SLA皌åçã»ããŠã³ã¿ã€ã èšç®ããŒã«SLAã®çšŒåçïŒ%ïŒãã蚱容ããŠã³ã¿ã€ã ãèšç®ãæ¥ã»é±ã»æã»ååæã»å¹Žããšã®èš±å®¹åæ¢æéãç§ã»åã»æéã»æ¥åäœã§ç¢ºèªã§ããŸãã
-
LLM APIã³ã¹ãèšç®æ©å ¥åã»åºåããŒã¯ã³æ°ãš1,000ããŒã¯ã³ãããã®å䟡ãããLLM APIã®å©çšæéã詊ç®ã1ãªã¯ãšã¹ããããã®ã³ã¹ãã倧éãªã¯ãšã¹ãæã®ç·é¡ãèšç®ã§ããŸãã
-
LLMããŒã¯ã³âåèªæ° 倿ããŒã«LLMã®ããŒã¯ã³æ°ãšåèªæ°ãç¬æã«çžäºå€æã1ããŒã¯ã³â0.75åèªã®ç®å®ã«ãŒã«ã§ãããŒã¯ã³ããåèªæ°ïŒãŸãã¯ãã®éïŒããã°ããæšå®ã§ããŸãã
-
ããããªãŒé§åæéèšç®ããŒã«ããããªãŒå®¹éïŒmAhïŒã»æ¶è²»é»æµã»å¹çãããæ©åšãäœæéåãããç¬æã«æšå®ãé§åæéããæéããšãæéã»åãã§è¡šç€ºããŸãã
-
ã¯ããããã¢ã³ãã¢ãžã®æç®èšç®æ©ã¯ãããã¢ã³ãã¢ã«å³å€æãæ¶è²»é»åïŒWïŒãšé»å§ïŒVïŒãå ¥åãããšã黿µïŒé»å÷é»å§ãã§é»æµå€ïŒAïŒãæ±ãŸãç¡æã®DC黿ºèšç®æ©ã§ãã
-
ã¯ã©ãŠãããŒã¿ã¹ãã¬ãŒãžæéèšç®ããŒã«ã¯ã©ãŠãã¹ãã¬ãŒãžã®æéãç°¡åã«è©Šç®ã容éïŒGBïŒã»GBãããã®æé¡å䟡ã»å©çšææ°ãå ¥åããã ãã§ãåèšã»æé¡ã»å¹Žé¡ã®ã³ã¹ããããã«ããããŸãã
-
察è§ãµã€ãºããç»é¢ãµã€ãºãèšç®ãã¬ããã¢ãã¿ãŒã®å¯Ÿè§ã€ã³ããšã¢ã¹ãã¯ãæ¯ãããå®éã®ç»é¢ã®å¹ ã»é«ãã»é¢ç©ãèšç®ã16:9ã21:9ã4:3ãä»»æã®ã«ã¹ã¿ã æ¯ã«å¯Ÿå¿ããŸãã
-
ãã¹ã¯ãŒããšã³ããããŒèšç®ããŒã«ãã¹ã¯ãŒãã®é·ããšæåçš®ããã匷床ããããåäœã§èšç®ãæåçš®ã®æ°ã®å¯Ÿæ°ïŒlog2ïŒã䜿ããã©ãã ãè§£èªããã«ããããæè»œã«æšå®ã§ããŸãã
-
ç®æšãã¡ã€ã«ãµã€ãºããæ±ããåç»ãããã¬ãŒãèšç®ããŒã«ç®æšãã¡ã€ã«ãµã€ãºã«åããããã®åç»ãããã¬ãŒããèšç®ãMBæ°ãšåçæéãå ¥åããã ãã§kbpsãç®åºãé³å£°ãããã¬ãŒãã®å·®ãåŒãã«ã察å¿ããŸãã
-
ã¢ã ããŒã«ã®æ³å é«éåèšç®ããŒã«ã¢ã ããŒã«ã®æ³åã§çè«äžã®é«éåçãèšç®ã䞊ååå¯èœãªå²åãšããã»ããµæ°ãå ¥åãããšãå šäœã®é«éåçã»æå€§é«éåçã»äžŠåå¹çãããããŸãã
-
éåãããç¶æ èšç®ããŒã«nåã®éåãããïŒãã¥ãŒãããïŒã衚ããéåç¶æ ã®æ° 2^n ãèšç®ãéåã³ã³ãã¥ãŒã¿ãŒã®ææ°é¢æ°çãªãã¯ãŒããããç¡æããŒã«ã§ãã
-
LLMããŒã¯ã³âåèªæ°ã»APIæé èšç®ããŒã«LLMã®ããŒã¯ã³æ°ããè±åèªæ°ã®ç®å®ãšAPIå©çšæéãå³èšç®ã1,000ããŒã¯ã³ãããã®å䟡ãå ¥åããã ããGPTã»Claudeãªã©åçš®ã¢ãã«ã«å¯Ÿå¿ã
-
WCAGã«ã©ãŒã³ã³ãã©ã¹ãæ¯èšç®ããŒã«2ã€ã®HEXã«ã©ãŒã®WCAG 2.xæºæ ã³ã³ãã©ã¹ãæ¯ãèšç®ãéåžžããã¹ãã»å€§ããæåã§AAïŒAAAã¢ã¯ã»ã·ããªãã£åºæºãæºãããå³åº§ã«ç¢ºèªã§ããŸãã
-
ãã¹ã¯ãŒãè§£èªæéèšç®ããŒã«ãã¹ã¯ãŒãã®æåæ°ã»äœ¿çšæåçš®ã»æ»æè ã®1ç§ããã詊è¡åæ°ãããç·åœããæ»æã§è§£èªããããŸã§ã®æéã詊ç®ããŸãã
-
ããã¹ãã2鲿°ïŒASCIIïŒã«å€æããããŒã«ããã¹ãã2鲿°ã«ãªã³ã©ã€ã³ã§å€æãåæåãASCIIã³ãŒãã«å€æãã8ãããã®ãã€ããªæååã«ããŸããã¹ããŒã¹åºåãã»é£ç¶ã»10鲿°ã®åºåã«å³å¯Ÿå¿ã
-
SLA皌åçã»ããŠã³ã¿ã€ã èšç®ããŒã«SLAã®çšŒåçïŒ99%ã»99.9%ã»99.99%ïŒããã1æ¥ã»é±ã»æã»ååæã»å¹Žãããã®èš±å®¹ããŠã³ã¿ã€ã ãç§ã»åã»æéã»æ¥åäœã§ç¬æã«èšç®ã§ããŸãã
-
10鲿°â2鲿° 倿ããŒã«10鲿°ïŒåºæ°10ïŒãã¯ã³ã¯ãªãã¯ã§2鲿°ïŒåºæ°2ïŒã«å€æã2ã§å²ã£ãŠäœãã䞊ã¹ãæ¹æ³ã§ã2鲿°ã®åæ¡ãšãããæ°ãããã«ç¢ºèªã§ããŸãã
-
2鲿°â10鲿°å€æããŒã«2鲿°ïŒãã€ããªïŒãç¬æã«10鲿°ãžå€æãäœããšã®éã¿ä»ãã䜿ã£ãèšç®æé ã衚瀺ãããç¡æã®ãã€ããªâ10鲿°å€æããŒã«ã§ãã
-
LLM VRAMèŠä»¶èšç®ããŒã«å€§èŠæš¡èšèªã¢ãã«ïŒLLMïŒã®å®è¡ã«å¿ èŠãªGPUã¡ã¢ãªïŒVRAMïŒãæšå®ããã©ã¡ãŒã¿æ°ã10ååäœã§å ¥åããFP16ã»8bitã»4bitéååãéžã¶ã ãã
ãããã質å
ãã®ã«ããŽãªã§ã¯ã©ããªèšç®ãã§ããŸããïŒ
ã ãŒã¢ã®æ³åã«ãããã©ã³ãžã¹ã¿å¯åºŠã®æšç§»èšç®ãAIãæå·è³ç£ã®æ°Žæ¶è²»ã»é»åæ¶è²»éã®è©Šç®ãã¹ãã¬ãŒãžåäœïŒãã€ãããã©ãã€ãïŒã®å€æãç»é¢ã®PPIïŒãã¯ã»ã«å¯åºŠïŒèšç®ãMIPSãšå¹³ååœä»€å®è¡æéã®å€æãªã©ãITãã¯ãããžãŒé åã«ç¹åããããŒã«ãæã£ãŠããŸãã
èšç®çµæã¯ã©ã®çšåºŠæ£ç¢ºã§ããïŒ
åèšç®æ©ã¯å ¬åŒä»æ§ãæ¥çæšæºã®æè¡è³æã«åºã¥ããæ°åŒã䜿çšããŠãããåç §å€ãšããŠç¢ºèªããŠããŸãããã ãå®éã®è£œåæ§èœãç°å¢è² è·ã«ã¯åäœå·®ã»æž¬å®æ¹æ³ã®å·®ããããããæ¥åãç ç©¶ã«äœ¿çšããå Žåã¯äžæ¬¡è³æã§ã®æ€èšŒããå§ãããŸãã
ç¡æã§ããïŒã¢ã«ãŠã³ãç»é²ã¯å¿ èŠã§ããïŒ
ãã¹ãŠå®å šç¡æã§ããã¢ã«ãŠã³ãç»é²ãå人æ å ±ã®å ¥åã¯äžåäžèŠã§ãããŒãžãéããç¬éããèšç®ãå§ããããšãã§ããŸããã¹ããŒããã©ã³ãã¿ãã¬ããã§ãå¿«é©ã«ãå©çšããã ããŸãã
å ¥åããæ°å€ã¯ãµãŒããŒã«ä¿åãããŸããïŒ
ãããããã¹ãŠã®èšç®ã¯ãã©ãŠã¶å ã®ã¿ã§åŠçãããŸããå ¥åããå€ãå€éšã®ãµãŒããŒã«éä¿¡ã»ä¿åãããããšã¯ãªãããããã©ã€ãã·ãŒãæ°ã«ããã䜿ãããã ããŸãã
ã©ã®èšç®æ©ããã䜿ãããŠããŸããïŒ
äžèЧã¯å®éã®å©çšæ°ã«åºã¥ããŠäžäœããé ã«è¡šç€ºãããŠããŸããããã¬ã³ããã¿ãã§ã¯æè¿æ³šç®ãéããŠããããŒã«ããæ°çãã¿ãã§ã¯æè¿è¿œå ã»æŽæ°ãããããŒã«ã確èªã§ããŸããç®çã«åãããŠã掻çšãã ããã