
æ£çŽãªãšãããAWSã®è«æ±æžãçºããŠãããšããŸãã§å€ä»£ã®å·»ç©ãè§£èªããããšããŠãããããªæ°åã«ãªããŸããããããæã®Lambdaã®ã³ã¹ãã¯ãã±ãããããŒçšåºŠã ã£ãã®ã«ãæ¬¡ã®æã«ã¯æ¥éš°ããŠããŠãé ãæ©ãŸããŠããŸãããããªçµéšãããŠããã®ã¯ãããªãã ãã§ã¯ãããŸããã
ã䜿ã£ãåã ãæ¯æãããšããçŽæã¯çè«äžã¯çŽ æŽãããé¿ãã§ãããå®éã®Lambdaã®æéäœç³»ã«ã¯ãæ°ã¥ããªããã¡ã«ã³ã¹ããæŒãäžããå¯èœæ§ã®ãã倿°ãããããè©°ãŸã£ãŠããŸãããã®ã¬ã€ãã¯ããã®é£è§£ãªå·»ç©ãè§£èªããããã®ãæäŒããããŸããAWSãã©ã®ããã«è«æ±é¡ãèšç®ããŠããã®ãããã®è£åŽãæããã«ããèŠèœãšããã¡ãªé ããã³ã¹ããææãããµãŒããŒã¬ã¹ã®æ¯åºã管çããããã®å®è·µçãªæŠç¥ãæäŸããŸãã
AWS Lambdaãšã¯ïŒ
AWS Lambdaã®æ žå¿ã¯ãããµãŒããŒã¬ã¹ãã³ã³ãã¥ãŒãã£ã³ã°ãµãŒãã¹ã§ãããã£ãšããããã¯å°ã誀解ãæã衚çŸãããããŸããããªããªããå®éã«ã¯ãµãŒããŒãé¢ãã£ãŠããããã§ããããµãŒããŒã¬ã¹ããšããã®ã¯ãããªãããµãŒããŒã管çããå¿ èŠããªãããšããæå³ãªã®ã§ããã³ãŒããã¢ããããŒãããã ãã§ãAWSããã®å®è¡ãšã¹ã±ãŒãªã³ã°ã«é¢ããè£æ¹ã®äœæ¥ããã¹ãŠåŒãåããŠãããŸãã
ç°¡åãªäŸãã§èããŠã¿ãŸãããããµã³ãã€ãããäœããããšããŸããã¬ã¹ãã©ã³ã®ãããã³å šäœã24æé幎äžç¡äŒã§åããããšãã§ããŸãããããã§ã¯å¯ãŠããéãæéãçºçããŠããŸããŸããäžæ¹ãLambdaã䜿ãã°ããã³ãçŒãã®ã«å¿ èŠãª2åéã ãããŒã¹ã¿ãŒãåãããããªãã®ã§ããããªç§åäœã§ãå®éã«äœ¿çšããåã ãæ¯æãã°ããã®ã§ãã
ã ãããããç»åãã¢ããããŒããããç¬éã«ãªãµã€ãºããããAPIã³ãŒã«ãåŠçããããšãã£ããã€ãã³ãé§ååã®ã¿ã¹ã¯ã«éåžžã«é©ããŠããã®ã§ããäœããèµ·ããã®ãåŸ ã£ãŠããéãã¢ã€ãã«ç¶æ ã®ãµãŒããŒã«ãéãæãå¿ èŠããªãããã§ãã
Lambdaæéã®äž»èŠãªæ§æèŠçŽ
ããŠãæ žå¿ã«è¿«ããŸããããLambdaã®æéã¢ãã«ã¯ãäž»ã«2ã€ã®èŠçŽ ã«éçŽãããŸããããã¯ãã³ãŒããå®è¡ãããåæ°ïŒãªã¯ãšã¹ãæ°ïŒãšããã®å®è¡æéïŒæéïŒã§ããããããã詳ããèŠãŠãããŸãããã
ãªã¯ãšã¹ãæ°
Lambda颿°ãããªã¬ãŒãããŠãžã§ããå®è¡ãããã³ã«ãããã1ã€ã®ããªã¯ãšã¹ãããšããŠã«ãŠã³ããããŸããS3ãã±ããã®ã€ãã³ãã§ããããšãçŽæ¥ã®APIã³ãŒã«ã§ããããšãåå®è¡ã1åãšæ°ããããŸãã
è¯ããã¥ãŒã¹ã¯ãAWSãããªãå¯å€§ãªç¡æå©çšæ ãæäŸããŠããããšã§ããAWSç¡æå©çšæ ã§ã¯ãæ¯æ100äžä»¶ã®ç¡æãªã¯ãšã¹ããå©çšã§ããŸããå€ãã®å°èŠæš¡ãããžã§ã¯ãããåã«è©ŠããŠã¿ãã ããªããããã§ååãããã»ã©ã§ãã
ãã®100äžãªã¯ãšã¹ãã®æ ãè¶ ãããšãæéãçºçãå§ããŸããæšæºæéã¯100äžãªã¯ãšã¹ãããã0.20ãã«ã§ããå°é¡ã«èãããŸãããå®éãããªã®ã§ããããã©ãã£ãã¯ã®å€ãã¢ããªã§ã¯ããã®å°éãæã£ã以äžã«éãç©ã¿éãªãããšããããŸããææ°ã®æéã«ã€ããŠã¯ãåžžã«å ¬åŒã®AWS LambdaæéããŒãžã確èªããã®ãæåã§ãã
ã³ã³ãã¥ãŒãã£ã³ã°æéãšã¡ã¢ãªïŒGBç§ïŒ
ããããããå°ãé¢çœããªããšããã§ããåãªã¯ãšã¹ãã®æéã«å ããŠãã³ãŒããå®éã«å®è¡ãããŠããæéã«å¯ŸããŠããããªç§åäœã§èª²éãããŸããããããããã«ã¯ã²ããããããŸãããã®æéã«å¯ŸããŠæ¯æãæéã¯ã颿°ã«å²ãåœãŠãã¡ã¢ãªïŒRAMïŒã®éã«ãã£ãŠæ±ºãŸãã®ã§ãã
Lambdaãã»ããã¢ããããéã128MBãã10,240MBãŸã§ã®ç¯å²ã§ã¡ã¢ãªãµã€ãºãéžæããŸããã¡ã¢ãªãå€ãå²ãåœãŠããšãCPUãã¯ãŒãåäžããå®è¡é床ãéããªãå¯èœæ§ããããŸãããããªç§ãããã®ã³ã¹ããé«ããªããŸãããã®ã¡ã¢ãªãšæéã®çµã¿åããããAWSã¯ãGBç§ããšåŒãã§ããŸãã
ãªã¯ãšã¹ããšåæ§ã«ãç¡æå©çšæ ããããæ¯æ40äžGBç§ã®ã³ã³ãã¥ãŒãã£ã³ã°æéãå«ãŸããŠããŸããããã䜿ãåããšã䜿çšããåã ãæ¯æãããšã«ãªããŸããåèãŸã§ã«ãã¡ã¢ãªãå¢ãããšããªç§ãããã®äŸ¡æ Œãã©ã®ããã«å€åãããã以äžã«ç€ºããŸãã
| ã¡ã¢ãª (MB) | 1msãããã®æé (x86) | 1msãããã®æé (Arm/Graviton2) |
|---|---|---|
| 128 | $0.0000000021 | $0.0000000017 |
| 512 | $0.0000000083 | $0.0000000067 |
| 1024 | $0.0000000167 | $0.0000000133 |
| 10240 | $0.0000001667 | $0.0000001333 |
åºæ¬ãè¶ ããŠïŒè«æ±é¡ã«åœ±é¿ãäžãããã®ä»ã®èŠå
ãªã¯ãšã¹ãæ°ãšGBç§ãèšç®ããã®ã«ãè«æ±é¡ãäºæ³ãããé«ããäžäœã©ãããŠã§ããããïŒããã¯ãããããäžèŠããã ãã§ã¯åããã«ãããããã€ãã®ãé ãããã³ã¹ããåå ã§ããããããåå ãæãäžããŠã¿ãŸãããã
CPUã¢ãŒããã¯ãã£ã®éžæ
颿°ã®ããã»ããµã¯ãæšæºã®x86ããAWSç¬èªã®ArmããŒã¹ã®Graviton2ãããããéžæã§ããŸããå€ãã®ã¯ãŒã¯ããŒãã§ã¯ãGraviton2ã«åãæ¿ããã ãã§ãããè¯ãäŸ¡æ Œå¯Ÿæ§èœæ¯ãåŸãããšãã§ããã³ãŒãã«è§Šããããšãªããããªãã®ã³ã¹ããç¯çŽã§ããå ŽåããããŸãã
ããããžã§ãã³ã°ãããåæå®è¡
颿°ããã³ãŒã«ãã¹ã¿ãŒããã®é å»¶ãªãã«å³åº§ã«å¿çããå¿ èŠãããå Žåãããããžã§ãã³ã°ãããåæå®è¡ïŒProvisioned ConcurrencyïŒã«æéãæ¯æãããšãã§ããŸããããã¯ãåºæ¬çã«ç¹å®ã®æ°ã®é¢æ°ãããŠã©ãŒã ãç¶æ ã«ä¿ã¡ããã€ã§ãå³åº§ã«å®è¡ã§ããããã«ããæ©èœã§ããããã©ãŒãã³ã¹ãéèŠãªã¢ããªã«ãšã£ãŠã¯çŽ æŽãããæ©èœã§ãããããã«ã¯ç¬èªã®äŸ¡æ Œèšå®ããããç¡æå©çšæ ã®å¯Ÿè±¡å€ã§ããããšã«æ³šæããŠãã ããã
äžæãã¡ã€ã«ã¹ãã¬ãŒãžã®ã³ã¹ã
ãã¹ãŠã®Lambda颿°ã«ã¯ãã/tmpããã£ã¬ã¯ããªã«å°éã®ç¡æã®äžæã¹ãã¬ãŒãžã¹ããŒã¹ïŒæ£ç¢ºã«ã¯512MBïŒãä»å±ããŠããŸããã³ãŒãããã¡ã€ã«ãäžæããŒã¿ãæ±ãããã«ããå€ãã®ã¹ããŒã¹ãå¿ èŠãšããå Žåã¯ã远å ã§èšå®ã§ããŸãããæåã®ç¡æåãè¶ ããã¹ãã¬ãŒãžã«ã¯èª²éãããŸãã
ããŒã¿è»¢éïŒé ããã³ã¹ã
ããã¯ãéåžžã«å€ãã®äººã ãã€ãŸããå žåçãªãèœãšã穎ãã§ããããŒã¿ã®ç§»åã¯ç¡æã§ã¯ãããŸãããLambda颿°ãã€ã³ã¿ãŒãããããããŒã¿ãååŸããããã€ã³ã¿ãŒããããå¥ã®AWSãªãŒãžã§ã³ã«ããŒã¿ãéä¿¡ããããããšãæšæºã®ããŒã¿è»¢éã¬ãŒãã§è«æ±ãããŸãã倧éã®ããŒã¿ãç§»åããã¢ããªã§ã¯ããããã®æéã¯æ¬åœã«äºæ³å€ã®åºè²»ã«ãªãå¯èœæ§ããããŸãã
ãã®ä»ã®AWSãµãŒãã¹
å¿ããŠã¯ãªããªãã®ã¯ãLambda颿°ãåç¬ã§ååšããããšã¯ãã£ãã«ãªããšããããšã§ããéåžžãAPI GatewayãS3ãDynamoDBãšãã£ãä»ã®AWSãµãŒãã¹ãšé£æºããŠããŸãããããã®ãµãŒãã¹ã«ã¯ããããç¬èªã®è«æ±ãçºçããŸããLambdaã®ã³ã¹ãã«éäžããŠããŸããæ¥ç¶ããŠãããã¹ãŠã®ãµãŒãã¹ãæã ã®åèšé¡ã«å ç®ãããŠããããšãå¿ããã¡ã§ãã
Lambdaæé vs. EC2ïŒãµãŒããŒã¬ã¹ãå®ããªããªãã®ã¯ãã€ïŒ
ããã倧ããªçåã§ãããïŒLambdaã䜿ãã®ãçã«ããªã£ãŠããã®ã¯ãã€ã§ãå€ãè¯ãEC2ä»®æ³ãµãŒããŒã®æ¹ãå®éã«å®äžãããªéžæè¢ã«ãªãã®ã¯ãã€ãªã®ã§ããããïŒ
ããã¯ããªãã®ãã©ãã£ãã¯æ¬¡ç¬¬ã§ã
ãã©ãã£ãã¯ãæ¥å¢ããããäºæž¬äžèœã§ãããŠã³ã¿ã€ã ãå€ãã¯ãŒã¯ããŒãã®å Žåãã»ãšãã©åžžã«Lambdaãæå©ã§ããã¢ã€ãã«ç¶æ ã®ãµãŒããŒã«ãéãæãå¿ èŠããªãããã§ãããããããµãŒããŒã24æé365æ¥çšŒåãç¶ãããããªãå®å®ããé«ããªã¥ãŒã ã®ã¯ãŒã¯ããŒããããå Žåãæçµçã«ã¯EC2ã€ã³ã¹ã¿ã³ã¹ã®åºå®æéæéã®æ¹ããäœçŸäžãã®åå¥ã®Lambdaå®è¡ã«æ¯æããããã³ã¹ãå¹çãè¯ããªããŸãã
ããããEC2ã€ã³ã¹ã¿ã³ã¹ãå®è¡ããéã®é ããã³ã¹ããå¿ããŠã¯ãããŸãããä»®æ³ãµãŒããŒã§ã¯ãOSã®ãããé©çšãã»ãã¥ãªãã£ç®¡çãã¹ã±ãŒãªã³ã°ã®èšå®ãªã©ã¯ãããªãã®ããŒã ã責任ãè² ãããšã«ãªããŸããLambdaã¯ããããã¹ãŠã代è¡ããŠãããã®ã§ãéçºè ã¯æãåŸæãªããšãã€ãŸã補åéçºã«éäžã§ããŸãã
äºæž¬äžèœãªæéãããžãã¹ã«äžãã圱é¿
Lambdaã®æéäœç³»ã®åä»ãªç¹ã¯ãåãªãæè¡çãªé çã®çš®ã§ã¯ãªããããžãã¹äžã®åé¡ã§ããããŸããäž»èŠãªéçšã³ã¹ããæããšã«å€§ããå€åããå¯èœæ§ãããäžã§ãã©ã®ããã«äºç®ãèšå®ããã°ããã®ã§ããããïŒããŒã±ãã£ã³ã°ãã£ã³ããŒã³ã®æåããããã«æªãããšã«ãæªæã®ãããããæ»æã«ãã£ãŠãèŠåãªãã«è«æ±é¡ã倩äºç¥ããã«è·³ãäžããå¯èœæ§ããããŸãã
ãã®ãããªè²¡åäžã®äžç¢ºå®æ§ã¯ãã¯ã©ãŠãã€ã³ãã©ã ãã®åé¡ã§ã¯ãããŸãããå€ãã®æ°ããAIããŒã«ãç¹ã«ã«ã¹ã¿ããŒãµããŒãã®åéã§ãåæ§ã®åé¡ãæµ®äžããŠããŸãããã®å€ãã¯ã解決ãããã±ããããšãAIãšã®äŒè©±ããšã«èª²éãããŸããããæå³ããã®ã¢ãã«ã¯æé·ããããšã«å¯Ÿããããã«ãã£ã®ããã§ããããå€ãã®ã客æ§ãå©ããã»ã©ãAIã®è«æ±é¡ã¯äžæããè²»çšã®äºæž¬ãäžå¯èœã«ãªããŸãã
eesel AIã匷åãªAIã«äºæž¬å¯èœãªæéãæäŸããä»çµã¿
ç§ãã¡ã¯ãããã¯æä»£ã«éè¡ããããæ¹ã ãšèããŠããŸããeesel AIã§ã¯ãããŒã«ã¯æé·ã眰ããã®ã§ã¯ãªãããµããŒãããã¹ãã ãšä¿¡ããŠããŸããã ãããããç§ãã¡ã¯åæ¥ããäºæž¬å¯èœã§éææ§ã®é«ãæéäœç³»ãäžå¿ã«ãã©ãããã©ãŒã ãæ§ç¯ããŸããã
ç§ãã¡ã¯ã䜿çšéããŒã¹ã®èª²éãåŒãèµ·ããäžå®ãç®ã®åœããã«ããæç¢ºãªä»£æ¿æ¡ãæäŸããããšã«ããŸãããç§ãã¡ã¯ã解決件æ°ããšã«èª²éããªããã·ã³ãã«ã§å®é¡ã®æéãã©ã³ãçšæããŠããŸããããã«ãããææ«ã«äºæãã¬è«æ±æžãå¿é ããããšãªãã倧éã®é¡§å®¢ããã®åãåããã«å¯Ÿå¿ã§ããŸããèªä¿¡ãæã£ãŠãµããŒããšããžãã¹ãæ¡å€§ã§ããã®ã§ãã

ããã«ãeesel AIã«ã¯ã·ãã¥ã¬ãŒã·ã§ã³ã¢ãŒããçµã¿èŸŒãã§ãããéå»ã®ãµããŒããã±ããã§AIã詊ãããšãã§ããŸããããã«ãããå¥çŽããåã«è§£æ±ºçãšROIã®ç¢ºããªèŠç©ããã確èªã§ããåœãŠæšéã®èŠçŽ ãããäžã€åãé€ãããšãã§ããŸãã
Lambdaæéã管çäžã«çœ®ã
AWS Lambdaã¯çŽ æŽãããããŒã«ã§ããããã®æéã¢ãã«ã«ã¯åŠç¿æ²ç·ããããŸãããªã¯ãšã¹ããGBç§ããããŠåä»ãªè¿œå ã³ã¹ãã®ãã¹ãŠããã£ãããšææ¡ããã°ãäºç®ããªãŒããŒããããšãªã匷åã«æŽ»çšã§ããŸãã
çµå±ã®ãšãããã¯ã©ãŠããµãŒãã¹ãéžã¶ã«ããŠããAIããŒã«ãéžã¶ã«ããŠããæèšã¯åãã§ããäºæž¬å¯èœæ§ãéèŠãªã®ã§ããæç¢ºã§éææ§ã®é«ãæéã¢ãã«ãæã€ããŒãããŒããã©ãããã©ãŒã ãéžã¶ããšã¯ãåã«ãéãç¯çŽããããã ãã§ã¯ãããŸãããçµ¶ãéãªã財åäžã®äžå®ãªãããžãã¹ãæé·ãããããã§ãããã®ã§ããããããç§ãã¡ãeesel AIããã®ããã«æ§ç¯ããçç±ã§ãããããªãã®å¿é äºãäžã€ã§ãæžããããã§ãã
ãããã質å
AWS Lambdaæéãæ§æããäž»ãªèŠå ã«ã€ããŠèª¬æããŠããã ããŸããïŒ
Lambdaæéã®äž»èŠãªæ§æèŠçŽ ã¯ã颿°ãåŠçãããªã¯ãšã¹ãæ°ãšã颿°ã®å®è¡æéãšå²ãåœãŠãããã¡ã¢ãªãçµã¿åãããã³ã³ãã¥ãŒãã£ã³ã°æéïŒGBç§ïŒã§ããAWSã¯ããªã¯ãšã¹ãæ°ãšã³ã³ãã¥ãŒãã£ã³ã°æéã®äž¡æ¹ã«å¯ŸããŠå¯å€§ãªç¡æå©çšæ ãæäŸããŠããŸãã
ã¢ããªã±ãŒã·ã§ã³ã®æã ã®LambdaæéãèŠç©ããã«ã¯ã©ãããã°ããã§ããïŒ
LambdaæéãèŠç©ããã«ã¯ãäºæ³ãããåŒã³åºãåæ°ïŒãªã¯ãšã¹ãæ°ïŒãšãåŒã³åºããããã®å¹³åå®è¡æé/ã¡ã¢ãªäœ¿çšéïŒGBç§ïŒãäºæž¬ããå¿ èŠããããŸããAWSã¯æéèšç®ããŒã«ãæäŸããŠãããåæã®äœ¿çšç¶æ³ãã¢ãã¿ãªã³ã°ããããšã§ãäºæž¬ã®ç²ŸåºŠãé«ããããšãã§ããŸãã
Lambdaæéã«åœ±é¿ãäžããå¯èœæ§ã®ãããæ³šæãã¹ããé ãããèŠå ã¯äœã§ããïŒ
äž»èŠãªãªã¯ãšã¹ãæ°ãšGBç§ã«å ããŠãé ããèŠå ã«ã¯ããŒã¿è»¢éã³ã¹ããããããžã§ãã³ã°ãããåæå®è¡ã®è²»çšã远å ã®äžæãã¡ã€ã«ã¹ãã¬ãŒãžã®æéããããŠLambda颿°ã飿ºããä»ã®AWSãµãŒãã¹ã®ã³ã¹ããå«ãŸããããšããããŸãããããã¯è«æ±ç·é¡ã«å€§ããªåœ±é¿ãäžããå¯èœæ§ããããŸãã
ã©ã®ãããªå Žåã«ãAWS Lambdaã䜿çšãããããEC2ã€ã³ã¹ã¿ã³ã¹ã®æ¹ãã³ã¹ãå¹çãè¯ããªããŸããïŒ
Lambdaã¯çªçºçãŸãã¯äºæž¬äžèœãªã¯ãŒã¯ããŒãã«ã¯åªããŠããŸããã24æé365æ¥ç¶ç¶çã«å®è¡ãããå®å®ããé«ããªã¥ãŒã ã®ã¢ããªã±ãŒã·ã§ã³ã«ã¯ãåŸæ¥ã®EC2ã€ã³ã¹ã¿ã³ã¹ã®æ¹ãã³ã¹ãå¹çãè¯ãå ŽåããããŸãããã®ãããªã·ããªãªã§ã¯ãEC2ã®åºå®æéæéããæçµçã«Lambdaã®åŒã³åºãããšã®ã³ã¹ããäžåãããšããããŸãã
Lambda颿°ã«å²ãåœãŠãããã¡ã¢ãªã¯ãå šäœã®Lambdaæéã«ã©ã®ããã«åœ±é¿ããŸããïŒ
ã¡ã¢ãªã®å²ãåœãŠã¯ãLambdaæéã®GBç§ã³ã³ããŒãã³ãã«çŽæ¥åœ±é¿ããŸããéåžžãã¡ã¢ãªãå€ãã»ã©CPUãã¯ãŒãåäžããå®è¡æéãççž®ãããŸããå Žåã«ãã£ãŠã¯ãã¡ã¢ãªãå¢ããããšã§å®è¡æéãçããªããããªç§ãããã®ã¬ãŒãã¯é«ããªããŸãããå šäœçãªGBç§ã³ã¹ãã¯äœããªãããšããããŸãã
Graviton2ããã»ããµã«åãæ¿ããããšã§ãæ¬åœã«Lambdaæéãåæžã§ããŸããïŒ
ã¯ããå€ãã®ã¯ãŒã¯ããŒãã«ãããŠãLambda颿°ãArmããŒã¹ã®Graviton2ããã»ããµã«ç§»è¡ããããšã§ãå€§å¹ ãªã³ã¹ãåæžã«ã€ãªããå¯èœæ§ããããŸããGraviton2ã¯å€ãã®å Žåãx86ããã»ããµãšæ¯èŒããŠåªããäŸ¡æ Œå¯Ÿæ§èœæ¯ãæäŸããã³ãŒãã®å€æŽãå¿ èŠãšããã«ã³ã³ãã¥ãŒãã£ã³ã°æéã®ã³ã¹ããåæžã§ããå¯èœæ§ããããŸãã









