Webéçºã®ããã³ãã£ã¢ã§ã¯ãAIæè¡ãé§äœ¿ããŠãŠãŒã¶ãŒãšã¯ã¹ããªãšã³ã¹ãåäžãããæ¹æ³ã泚ç®ãããŠããŸããæ¬ã¬ã€ãã¯ãChatGPTãšSpark Frameworkãçµã¿åãããããã°ã©ãã³ã°ã«çŠç¹ãåœãŠãããžãã¹ããŒãœã³ãçŽé¢ãã課é¡ã解決ããããŠããŠãæäŸããŸããåæ©çãªããã°ã©ãã³ã°ããã¹ã±ãŒã©ãã«ãªWebã¢ããªã±ãŒã·ã§ã³ã®æ§ç¯ãChatGPTã®ãã¯ãã«ãªçµ±åæ¹æ³ãã»ãã¥ãªãã£å¯Ÿçã«è³ããŸã§ãå®è·µçãªæ å ±ãç¶²çŸ çã«ã玹ä»ãç©ãããªå£èª¿ã§è§£èª¬ããããšã§ãèªã¿æã«ããããåŠç¿äœéšãæäŸããŸãã
1. ChatGPT Spark Framework ããã°ã©ãã³ã°å ¥é
ChatGPT Spark Framework ããã°ã©ãã³ã°ã¯ãçŸåšã®ãŠã§ãéçºãã¬ã³ãã«ãããŠéèŠãªã¹ãã«ã»ãããšãªã£ãŠããŸãããã®èšäºã§ã¯ãSpark Frameworkã䜿çšããChatGPTã®å¹æçãªããã°ã©ãã³ã°æ¹æ³ã«ã€ããŠåŠã³ãŸãããã®ãã¬ãŒã ã¯ãŒã¯ã¯JavaãããŒã¹ã«ããã·ã³ãã«ã§è»œéãªWebã¢ããªã±ãŒã·ã§ã³ãã¬ãŒã ã¯ãŒã¯ã§ãRESTful APIéçºã«ç¹ã«åªããŠããŸãã
åå¿è ããäžçŽè ãŸã§ã®éçºè ã«å¯Ÿå¿ããããå 容ãšãªã£ãŠãããSpark Frameworkã§ã®ã¢ããªã±ãŒã·ã§ã³éçºã®ç¬¬äžæ©ã確å®ã«èžã¿åºãããšãã§ããŸããèšäºãèªã¿é²ããããšã§ãSpark Frameworkã®åºæ¬çãªæŠå¿µãããChatGPTã䜿ã£ãŠã®å ·äœçãªéçºãŸã§ã®éã®ããåŠã¶ããšãã§ããŸãã
æ©éãSpark Frameworkã®åºæ¬ããèŠãŠãããŸãããã
1.1 Spark Frameworkã®åºæ¬
Spark Frameworkã¯Java8以äžã§åäœãã軜éãªWebãã¬ãŒã ã¯ãŒã¯ã§ãããã£ãããšããAPIãç¹åŸŽã§ãå°ãªãã³ãŒãéã§ãŠã§ãã¢ããªã±ãŒã·ã§ã³ã®ã«ãŒãã£ã³ã°ããã³ãã¬ãŒããšã³ãžã³ã®çµ±åãå®æœã§ããŸããéçºè ãçŽæçã«ã³ãŒããæžããããé æ ®ãããèšèšããªãããŠããŸãã
ãã®ãã¬ãŒã ã¯ãŒã¯ã§ã¯ãLambdasãšåŒã°ããæ©èœã䜿ã£ãŠãã¢ããªã±ãŒã·ã§ã³ã®ã«ãŒããç°¡åã«å®çŸ©ã§ããŸãããŸãããã«ãã€ã³ãµããŒããããŠããéçãã¡ã€ã«ãã³ããªã³ã°ã®ãããã§ãWebã¢ããªã±ãŒã·ã§ã³å ã§ã®éçãªãœãŒã¹ã®æäŸã容æã«ãªããŸãã
Spark Frameworkã«ãããMVCãã¿ãŒã³ã¯ãä»ã®å€ãã®ãã¬ãŒã ã¯ãŒã¯ãšåæ§ã«ãã¢ããªã±ãŒã·ã§ã³ã®æ§é ãæ確åããã®ã«åœ¹ç«ã¡ãŸããã¢ãã«ããã¥ãŒãã³ã³ãããŒã©ãŒã®åã³ã³ããŒãã³ãã¯ãã¢ããªã±ãŒã·ã§ã³ã®ç°ãªãéšåãšããŠæ©èœããéçºã®è€éãã軜æžããŠãããŸãã
1.2 ChatGPTãšã®é£æºæŠèŠ
ChatGPTã¯ãèšèªç解ã®ããã®AIæè¡ã掻çšããã¢ãã«ã§ãããèªç¶èšèªãæ±ãå€ãã®ã¢ããªã±ãŒã·ã§ã³ã«é©åœããããããŠããŸããSpark Frameworkãå©çšããŠChatGPTãçµã¿èŸŒãããšã§ããªãããªãã£ããããããã¹ããŒããªã¢ã·ã¹ã¿ã³ãæ©èœãæã€ã¢ããªã±ãŒã·ã§ã³ãäœæããããšãã§ããŸãã
APIçµç±ã§ChatGPTã¢ãã«ã«ã¢ã¯ã»ã¹ãããŠãŒã¶ãŒã®è³ªåã«å¯Ÿããå¿çãçæããããã®ãšã³ããã€ã³ããèšå®ããããšãã§ããŸãããã®ããã»ã¹ã¯éåžžã«ã·ã³ãã«ã§ãããSpark Frameworkã®ã«ãŒãã£ã³ã°æ©èœãšåãããŠäœ¿çšããããšãæšå¥šãããŸãã
Spark Frameworkã«ã¯ãå€éšãµãŒãã¹ãAPIãšã®é£æºãæ¯æŽããããã®è±å¯ãªã©ã€ãã©ãªãååšããŸããããã«ãããChatGPTãšã®çµ±åããã»ã¹ãã¹ã ãŒãºã«é²è¡ããå¹ççãªã¢ããªã±ãŒã·ã§ã³éçºãå®çŸããŸãã
1.3 éçºç°å¢ã®ã»ããã¢ãã
Spark Frameworkã䜿ã£ãããã°ã©ãã³ã°ãå§ããåã«ãé©åãªéçºç°å¢ã®ã»ããã¢ãããéèŠã§ããå¿ èŠãªãœãããŠã§ã¢ãšããŠã¯ãJava Development Kit (JDK)ãšçµ±åéçºç°å¢ (IDE) ãæããããŸããIDEãšããŠã¯IntelliJ IDEAãEclipseãªã©ãäžè¬çã§ãããå人ã®å¥œã¿ã«å¿ããéžæãå¯èœã§ãã
MavenãGradleãªã©ã®ãã«ãããŒã«ãå°å ¥ããããšã§ãäŸåé¢ä¿ã®ç®¡çããããžã§ã¯ãã®ãã«ãããã»ã¹ãç°¡åã«è¡ãããšãã§ããŸãããããã®ããŒã«ã¯ãSpark Frameworkãå«ããå¿ èŠãªã©ã€ãã©ãªã®ããŠã³ããŒããšé 眮ãèªååããŸãã
ããŒãžã§ã³ç®¡çã·ã¹ãã ãšããŠGitã䜿çšããGitHubãBitbucketã®ãããªãªã¢ãŒããªããžããªã«ãããžã§ã¯ããä¿åããããšãæšå¥šãããŸããããã«ãããéçºäœæ¥ãããŒã éã§å ±æãããããªããå±¥æŽç®¡çã容æã«ãªããŸãã
1.4 Hello Worldã¢ããªã±ãŒã·ã§ã³ã®äœæ
ã©ããªããã°ã©ãã³ã°ã®åŠç¿ã§ãHello Worldã¢ããªã±ãŒã·ã§ã³ã®äœæããå§ããã®ãäŒçµ±ã§ããSpark Frameworkã§ãåæ§ã«ãåºæ¬çãªWebã¢ããªã±ãŒã·ã§ã³ãäœæããŠããã¬ãŒã ã¯ãŒã¯ã®èšå®ãšåäœãç解ããè¯ãã¹ã¿ãŒãå°ç¹ãšãªããŸãã
Hello Worldã¢ããªã±ãŒã·ã§ã³ã§ã¯ãåçŽã«ãã©ãŠã¶ã§æå®ããURLã«ã¢ã¯ã»ã¹ãããšãHello World!ããšè¡šç€ºãããããã«ããŸãããã®ããã»ã¹ã«ã¯Spark Frameworkã®ã«ãŒãã£ã³ã°æ©èœã䜿ãããç¹å®ã®ãã¹ãžã®ãªã¯ãšã¹ãã«å¯ŸããŠã¬ã¹ãã³ã¹ãè¿ãããèšå®ãããŸãã
æçµçã«ã¯ããã®åçŽãªäŸãåºã«ããŠãããè€éãªã«ãŒãã£ã³ã°ããã³ãã¬ãŒãã®çµã¿åãããChatGPTãšã®é£æºãªã©ãåŠã³ãªããã¹ãã«ãæ¡å ããå®éçãªWebã¢ããªã±ãŒã·ã§ã³ã®éçºã«åãçµããããã«ãªãããšãç®æããŸãã
2. ã¹ã±ãŒã©ãã«ãªWebã¢ããªã±ãŒã·ã§ã³æ§ç¯
ã¹ã±ãŒã©ãã«ãªWebã¢ããªã±ãŒã·ã§ã³ãæ§ç¯ããã«ã¯ãå¹æçãªã«ãŒãã£ã³ã°ãæè»ãªãã³ãã¬ãŒããšã³ãžã³ãšã®çµ±åãé©åãªã³ã³ãã³ã管çãã»ãã·ã§ã³ãšç¶æ ã®ç¶æãäžå¯æ¬ ã§ããChatGPT Spark Frameworkãå©çšããããšã§ããããã®èŠçŽ ãã·ãŒã ã¬ã¹ã«å®çŸããé©åãªã¹ã±ãŒã©ããªãã£ãæã£ãã¢ããªã±ãŒã·ã§ã³ãæ§ç¯ã§ããŸãã
ã¹ã±ãŒã©ãã«ãªã¢ããªã±ãŒã·ã§ã³ã¯ãŠãŒã¶ãŒã®æ¥å¢ã«ã察å¿å¯èœã§ãããã·ã¹ãã ãªãœãŒã¹ãæå¹æŽ»çšããªããäžè²«ããããã©ãŒãã³ã¹ãæäŸããŸããããã«ã¯ã¢ãŒããã¯ãã£ã®é©åãªèšèšãšãéžæãããã¬ãŒã ã¯ãŒã¯ã®ã¹ã±ãŒã©ããªãã£ã«é¢ããç解ãæ±ããããŸãã
ChatGPT Spark Frameworkã¯ã軜éã§ãããªããå€ãã®æ©èœãæäŸããŸãããã®ãããæ¥æé·ããåžå Žã®èŠæ±ã«å¿ããWebã¢ããªã±ãŒã·ã§ã³ãéçºããããã®åŒ·åãªåºç€ãšãªããŸãã次ã«ããã®ãã¬ãŒã ã¯ãŒã¯ã§ã®ã«ãŒãã£ã³ã°æ©èœããã³ãã¬ãŒããšã³ãžã³çµ±åãªã©ã®äž»èŠæ©èœãæãäžããŠãããŸãããã
2.1 Sparkã®ã«ãŒãã£ã³ã°æ©èœ
ã«ãŒãã£ã³ã°ãšã¯ãã¯ã©ã€ã¢ã³ãããã®èŠæ±ãé©åãªãã³ãã©ãŒïŒã³ã³ãããŒã©ãŒïŒã«å²ãæ¯ãããã»ã¹ã§ããSpark Frameworkã§ã¯ããã®ã«ãŒãã£ã³ã°ã®ããã»ã¹ããšãŠãã·ã³ãã«ã«æäŸãããŠããŸããURLãã¿ãŒã³ã«åºã¥ããŠãªã¯ãšã¹ããåŠçããã¢ããªã±ãŒã·ã§ã³ã®ã³ãŒãã£ã³ã°ã容æã«ããããšãã§ããŸãã
䜿ãæ £ããHTTPã¡ãœããïŒGET, POST, PUT, DELETEãªã©ïŒã掻çšããŠãç°ãªãã«ãŒããå®çŸ©ããããšãã§ããŸããããã¯ãã¢ããªã±ãŒã·ã§ã³ã®ã«ãŒãã£ã³ã°ããžãã¯ãæ確ã«åé¢ããã¡ã³ããã³ã¹æ§ãåäžãããã®ã«åœ¹ç«ã¡ãŸãã
ãŸããSparkã®ã«ãŒãã£ã³ã°ã¯ãã£ã«ã¿æ©èœã«ãå¯ãã§ããããªã¯ãšã¹ããã¬ã¹ãã³ã¹ãå€æŽããååŠçãåŸåŠçãè¡ãããšãå¯èœã§ããããã«ãããèªèšŒããã°èšé²ãªã©ã®å ±éã®ã¿ã¹ã¯ãå¹ççã«å®è£ ããããšãã§ããŸãã
2.2 ãã³ãã¬ãŒããšã³ãžã³ãšã®çµ±å
çŸä»£ã®Webã¢ããªã±ãŒã·ã§ã³ã§ã¯ãåçãªã³ã³ãã³ãã®çæãäžå¯æ¬ ã§ããSpark Frameworkã¯ãVelocityãFreemarkerãªã©ãå€æ°ã®ãã³ãã¬ãŒããšã³ãžã³ãšã®çµ±åããµããŒãããŠãããŸããããã«ãããéçºè ã¯HTMLã³ã³ãã³ããç°¡åã«çæããã¯ã©ã€ã¢ã³ãåŽã«éä¿¡ããããšãå¯èœã«ãªããŸãã
ãã³ãã¬ãŒããšã³ãžã³ã®äœ¿çšã¯ãã³ãŒããšãã¬ãŒã³ããŒã·ã§ã³ã®åé¢ãä¿é²ããã¡ã³ããã³ã¹ãšæ¡åŒµã®å®¹æããæäŸããŸããå€æŽãå¿ èŠãªæãããžãã¯ãå€æŽããããšãªããåã«ãã³ãã¬ãŒããã¡ã€ã«ãæŽæ°ããã ãã§æžãããã§ãã
å ããŠããã³ãã¬ãŒãã®åå©çšæ§ãåäžããäžè²«ãããã¶ã€ã³ãšãŠãŒã¶ãŒäœéšãç¶æãã€ã€ãéçºããã»ã¹ãå éãããããšãå¯èœã«ãªããŸãããã³ãã¬ãŒããšã³ãžã³ãšã®ã¹ã ãŒãºãªçµ±åã¯ãããæŽç·ŽãããWebã¢ããªã±ãŒã·ã§ã³ãæ§ç¯ããäžã§Sparkã倧ããªåŒ·ã¿ãšãªã£ãŠããŸãã
2.3 éçããã³åçã³ã³ãã³ãã®ç®¡ç
Webã¢ããªã±ãŒã·ã§ã³ã«ãããéçã³ã³ãã³ãïŒCSSãã¡ã€ã«ãJavaScriptãã¡ã€ã«ãç»åãªã©ïŒãšåçã³ã³ãã³ãïŒãŠãŒã¶ãŒã«å¿ããæ å ±è¡šç€ºãªã©ïŒã®å¹æçãªç®¡çã¯ããŠãŒã¶ãŒãšã¯ã¹ããªãšã³ã¹ãå€§å¹ ã«åäžãããŸããSpark Frameworkã§ã¯ãéçãã¡ã€ã«ã¯/resourcesãã£ã¬ã¯ããªã«é 眮ããã ãã§èªåçã«ãµãŒãããããããèšå®ãç°¡åã§ãã
åçã³ã³ãã³ãã«é¢ããŠããSparkã¯ãªã¯ãšã¹ãã«å¿ããŠãããçæããé ä¿¡ããæè»ãªã«ãŒãã£ã³ã°æ©èœãæã£ãŠãããããã³ãŒãã£ã³ã°ã®æéãæžãããªãããŠãŒã¶ãŒã®èŠæ±ã«å¿ããã³ã³ãã³ããæäŸã§ããŸããããã«ãããã¢ããªã±ãŒã·ã§ã³ã®ã¬ã¹ãã³ã¹æéãæ¹åãããŠãŒã¶ãŒäœéšãåäžãããããšãã§ããŸãã
ãŸãããã£ãã·ã¥æ©èœãªã©ããã¬ãŒã ã¯ãŒã¯ã«å®è£ ãããŠãããé »ç¹ã«å©çšãããã³ã³ãã³ãã®é ä¿¡é床ãæé©åããããšãå¯èœã§ãããã®ããã«ãSpark Frameworkã¯éçãåçã³ã³ãã³ãã®äž¡æ¹ãå¹çè¯ãæ±ãããšã§ããªãããªWebã¢ããªã±ãŒã·ã§ã³éçºããµããŒãããŸãã
2.4 ã»ãã·ã§ã³ãšç¶æ 管ç
ãŠãŒã¶ãŒã®äœéšãããŒãœãã©ã€ãºããããã«ã¯ãã»ãã·ã§ã³ãšç¶æ 管çãäžå¯æ¬ ã§ããSpark Frameworkã§ã¯ãã»ãã·ã§ã³ç®¡çãç°¡åã«è¡ããAPIãæäŸããŠããŸããããã«ããããŠãŒã¶ãŒããšã®ã»ãã·ã§ã³æ å ±ã管çããã¢ããªã±ãŒã·ã§ã³ã§ç°¡åã«å©çšã§ããŸãã
ã»ãã·ã§ã³æ å ±ã¯ãµãŒããŒãµã€ãã§ä¿æããããããã¯ã©ã€ã¢ã³ãåŽã®ãã©ãŠã¶ã«è² è·ããããããšãªããã»ãã¥ã¢ãªãŠãŒã¶ãŒäœéšãæäŸããããšãã§ããŸããããã¯ãç¹ã«è²·ãç©ããã®æ å ±ããŠãŒã¶ãŒèšå®ãªã©ãèšæ¶ããå¿ èŠãããEã³ããŒã¹ã¢ããªã±ãŒã·ã§ã³ã§æ¬ ãããªãæ©èœã§ãã
ç¶æ 管çã«é¢ããŠããSparkã¯ã¯ãããŒããªã¯ãšã¹ãããšã®ããŒã¿ç®¡çãªã©ãæ§ã ãªãªãã·ã§ã³ãéçºè ã«æäŸããŸããã»ãã·ã§ã³ãç¶æ 管çãæ£ããè¡ãããšã§ãåãŠãŒã¶ãŒã«ã«ã¹ã¿ãã€ãºããã貎éãªäœéšãæäŸããããšãã§ããã®ã§ãã
3. ChatGPTã®çµ±åãšå¿çšã·ããªãª
3.1 ChatGPT APIã®çŽ¹ä»ãšèšå®
ChatGPT APIã¯ãéçºè ãèªèº«ã®ã¢ããªã±ãŒã·ã§ã³ããµãŒãã¹ã«äŒè©±åAIãçµã¿èŸŒãããã®ãã¯ãã«ãªããŒã«ãæäŸããŸãããã®APIã¯ãè€éãªèªç¶èšèªç解ïŒNLUïŒæè¡ã掻çšãããŠãŒã¶ãŒãšã®å¹æçãªå¯Ÿè©±ãå®çŸããŸããAPIã®èšå®ã¯æ¯èŒçã·ã³ãã«ã§ãäºåã«æºåãããããã¥ã¡ã³ããŒã·ã§ã³ã«åŸã£ãŠæ°ã¹ãããã§å®äºããããšãã§ããŸãã
éçºè ã¯ãŸããAPIããŒãååŸããããã«ãã©ãããã©ãŒã ã«ç»é²ããå¿ èŠããããŸãããã®åŸããã®ããŒã䜿çšããŠèªèšŒãè¡ãããšã³ããã€ã³ãã«ãªã¯ãšã¹ããéä¿¡ããããšã§ãµãŒãã¹ãå©çšéå§ã§ããŸããAPIã®èšå®æã«ã¯ãé©åãªã¬ãŒãå¶éãã¿ã€ã ã¢ãŠãã®èšå®ãè¡ãããšãéèŠã§ãã
APIã掻çšããéã«ã¯ãåŸéå¶ã®æéãçºçããããšãäžè¬çãªã®ã§ãã³ã¹ã管çã«ã泚æãå¿ èŠã§ããéçºè ã¯ãå©çšç¶æ³ã«åãããŠæéãã©ã³ãéžæããã¢ããªã±ãŒã·ã§ã³ã®èŠæš¡ãäºç®ã«å¿ããé©åãªèšç»ãç«ãŠãã¹ãã§ãã
3.2 èªç¶èšèªåŠçãšãŠãŒã¶ãŒã€ã³ã¿ã©ã¯ã·ã§ã³
ChatGPTã¯èªç¶èšèªåŠçïŒNLPïŒãäžæ žãšãããã¯ãããžãŒã§ãããããã«ãã£ãŠãŠãŒã¶ãŒã¯æ¥åžžçãªèšèã§ã³ã³ãã¥ãŒã¿ãŒãšå¯Ÿè©±ã§ããããã«ãªããŸããNLPã®ã¢ãããŒãã«ã¯ãæ§æ解æãæå³è§£æãæèææ¡ãªã©ãå«ãŸããŠããããããã¯ãŠãŒã¶ãŒã®æå³ãæ£ç¢ºã«ç解ããã®ã«åœ¹ç«ã¡ãŸãã
å¹æçãªãŠãŒã¶ãŒã€ã³ã¿ã©ã¯ã·ã§ã³ãå®çŸããã«ã¯ãChatGPTã䜿ã£ãŠè³ªåã«å¯Ÿããå ·äœçãªåçãæäŸããã ãã§ãªãããŠãŒã¶ãŒã®ææ ããã¥ã¢ã³ã¹ãŸã§èªã¿åãå¿ èŠããããŸããããã«ã¯ããã¬ãŒãã³ã°æžã¿ã®æ©æ¢°åŠç¿ã¢ãã«ãçšããããšãäžè¬çã§ãããç¶æ³ã«å¿ããŠã«ã¹ã¿ã ã¢ãã«ã®éçºãæ±ããããå ŽåããããŸãã
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3.3 ã«ã¹ã¿ã ChatGPTçµ±åã®æŠç¥
ChatGPTãèªèº«ã®ã¢ããªã±ãŒã·ã§ã³ã«çµ±åããã«ã¯æŠç¥ãå¿ èŠã§ããæåã«èããã¹ãã¯ãChatGPTãã©ã®ãããªçšéã§äœ¿çšããããšããç®çã®æ確åã§ãã顧客ãµãŒãã¹ãæè²æ¯æŽããšã³ã¿ãŒãã€ã³ã¡ã³ããªã©ãçšéã«ãã£ãŠçµ±åã®ã¢ãããŒããç°ãªããŸãã
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ã«ã¹ã¿ã çµ±åãè¡ãéã«ã¯ããŠãŒã¶ãŒãã¹ãããã£ãŒãããã¯ãéåžžã«éèŠã§ããå®éã®ãŠãŒã¶ãŒã®å¯Ÿè©±ãéããŠåŸãç¥èŠã¯ããã£ãããããã®ç²ŸåºŠãé«ãããŠãŒã¶ãŒäœéšãåäžãããããã«æŽ»çšããã¹ãã§ãã
3.4 ãšã©ãŒåŠçãšããã©ãŒãã³ã¹æé©å
ChatGPTãçµ±åããéã«ã¯ããšã©ãŒåŠçã®ä»çµã¿ããã£ãããšæ§ç¯ããããšãäžå¯æ¬ ã§ããAPIåŒã³åºãã«å€±æããå Žåãäºæãã¬å¿çãè¿ã£ãŠããæã«åããŠãé©åãªãšã©ãŒã¡ãã»ãŒãžã衚瀺ãã代æ¿æ段ãæäŸããããšããŠãŒã¶ãŒã®ä¿¡é Œãä¿ã€äžã§éèŠã«ãªããŸãã
ãŸããããã©ãŒãã³ã¹ã®æé©åã¯ã䜿çšè ã«å¿«é©ãªäœéšãæäŸããããã«æ¬ ãããŸãããã¬ã¹ãã³ã¹ã¿ã€ã ã®ççž®ãå¹ççãªãªãœãŒã¹ã®å©çšã¯ããµãŒããŒã®è² è·ãæžãããã³ã¹ããæããããã«ã圹ç«ã¡ãŸããããã«ã¯ããã£ãã·ã³ã°æŠç¥ã®å°å ¥ããèŠæ±ã«å¿ããŠãªãœãŒã¹ãã¹ã±ãŒã«ã¢ããã»ããŠã³ããèªååã·ã¹ãã ã®å©çšãå«ãŸããŸãã
ããŸããŸãªç°å¢ã§ã®ããã©ãŒãã³ã¹ãã¹ããç¹°ãè¿ãè¡ãããšã§ãChatGPTçµ±åã®å質ãä¿èšŒããããè¯ããŠãŒã¶ãŒãšã¯ã¹ããªãšã³ã¹ãå®çŸããããã«ãç¶ç¶çã«ã·ã¹ãã å šäœã®ãã¥ãŒãã³ã°ãè¡ãããšãæãŸããã§ãã
4. å®è·µçãªã³ãŒãã£ã³ã°ææ³
4.1 Spark Frameworkã®ãã¹ããã©ã¯ãã£ã¹
Spark Frameworkã®éçºã«ãããŠå¹ççãã€å¹æçãªææ³ãæ¡çšããããšã¯éåžžã«éèŠã§ããé©åãªæ§æ管çãäŸåæ§ã®æ³šå ¥ãRESTfulããªã³ã·ãã«ã®éµå®ãªã©ããã¹ããã©ã¯ãã£ã¹ã«å«ãŸããŸãããããã®å®è·µãéããŠã¡ã³ããã³ã¹ãããããæ¡åŒµå¯èœãªã¢ããªã±ãŒã·ã§ã³ãæ§ç¯ã§ããŸãã
ãŸããSparkã䜿çšããéã«ã¯ãã¢ããªã±ãŒã·ã§ã³ã®ã¢ãŒããã¯ãã£ãããçèããã¢ãžã¥ãŒã«æ§ãšåå©çšæ§ã«éç¹ã眮ãã¹ãã§ããæ©èœããšã«åããããµãŒãã¹å±€ãããŒã¿å±€ãããžãã¹ããžãã¯å±€ãæã€ããšã§ãã³ãŒãã®åé¢ãä¿ããã管çã容æã«ãªããŸãã
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4.2 ãªã¯ãšã¹ããšã¬ã¹ãã³ã¹ããŒã¿ã®åŠç
Spark Frameworkã§ã¯ãªã¯ãšã¹ããšã¬ã¹ãã³ã¹ã®ããŒã¿åŠçãç°¡æœã«è¡ããŸãããªã¯ãšã¹ãããŒã¿ã¯Query ParametersãForm DataãJSONãªã©å€æ§ãªåœ¢åŒã§åãåããããããé©åã«ããŒã¹ããŠåŠçããããšãå¿ èŠã§ããã±ãŒã¹ã«å¿ããŠé©åãªã¡ãœããã䜿çšããŸãããã
ã¬ã¹ãã³ã¹ããŒã¿ã®çæã«ãããŠããæ£ç¢ºã§ç解ããããJSON圢åŒãæ¡çšããããšãå€ãã®APIã§æšå¥šãããŠããŸããäŸãã°ããšã©ãŒãæåã¡ãã»ãŒãžã¯äºãå®çŸ©ããã圢åŒã§è¿ãããšã§ãAPIã®å©çšè ã«ãšã£ãŠäžè²«æ§ã®ããçµéšãæäŸããããšãã§ããŸãã
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4.3 ChatGPTå¿çã®ã«ã¹ã¿ãã€ãº
ChatGPTãSpark Frameworkã«çµ±åããéã«ã¯ãå¿çãã¢ããªã±ãŒã·ã§ã³ã®ã³ã³ããã¹ãã«åãããŠã«ã¹ã¿ãã€ãºããããšãéèŠã§ããäŸãã°ããŠãŒã¶ãŒã®éå»ã®å ¥åã«åºã¥ããŠå¿çãå€ãããããªä»çµã¿ãå®è£ ããããšã§ãããããŒãœãã©ã€ãºãããäœéšãæäŸã§ããŸãã
ããã«ãå¿çã®ã¹ã¿ã€ã«ãããŒã³ã調æŽããããšã§ãã¢ããªã±ãŒã·ã§ã³ã®ãã©ã³ãã«åã£ã察話ãå¯èœã«ãªããŸããäºæããªããªã¯ãšã¹ãã«å¯Ÿãããã©ãŒã«ããã¯ã¡ãã»ãŒãžãèšå®ããŠããããšã§ããŠãŒã¶ãŒãæ··ä¹±ããã«æžã¿ãŸãã
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4.4 ãã¹ãé§åéçºïŒTDDïŒã«ããå質ä¿èšŒ
ãã¹ãé§åéçºã¯ãé«å質ãªãœãããŠã§ã¢ãç¶ç¶çã«æäŸããããã®ã¢ãããŒãã§ããSpark Frameworkã§ã®ããã°ã©ãã³ã°ã«ãããŠãããŸããã¹ããæžããŠãã®ãã¹ãããã¹ããã³ãŒããæžããšãããµã€ã¯ã«ãç¹°ãè¿ãããšã§ããã°ã®å°ãªãå®å®ããã³ãŒãããŒã¹ãæ§ç¯ã§ããŸãã
åäœãã¹ãã¯ãåæ©èœãæåŸ éãã«åäœããããšãä¿èšŒããããã«äžå¯æ¬ ã§ããç¹ã«ãã«ãŒããã³ãã©ãããžãã¹ããžãã¯ã®éšåã§ã¯ãå€æŽãèµ·ãããããããããã£ãããšãããã¹ããèšè¿°ããŠããããšãéèŠã§ãã
ãã·ã¥ãµãŒãã¹éä¿¡ãããŒã¿ããŒã¹ãšã®ã€ã³ã¿ã©ã¯ã·ã§ã³ãå«ããçµ±åãã¹ããè¡ããã¢ããªã±ãŒã·ã§ã³å šäœã®åäœã確èªããããšãéèŠã§ãããã¹ãã±ãŒã¹ãç¶²çŸ çã«ç®¡çããå®æçãªãªãã¡ã¯ã¿ãªã³ã°ãè¡ãããšã§ãã³ãŒãã®å質ãåŸã ã«åäžãããéçºã®å¹çãé«ããããšãã§ããŸãã
5. ã»ãã¥ãªãã£ãšä¿å®æ§
ã¢ããªã±ãŒã·ã§ã³ã®æåã¯ããã®ã»ãã¥ãªãã£ãšé·æã«ãããä¿å®æ§ã«å€§ããäŸåããŠããŸããSpark Frameworkãçšããéçºã®äžã§ããããã®åŽé¢ããã£ãããšç®¡çããããšã¯ãä¿¡é Œæ§ã®é«ãã¢ããªã±ãŒã·ã§ã³ãæ§ç¯ããäžã§äžå¯æ¬ ã§ãããã®ç« ã§ã¯ãSpark Frameworkã«ãããã»ãã¥ãªãã£å¯ŸçãAPIã»ãã¥ãªãã£ãã³ãŒãã®å¯èªæ§ãšä¿å®æ§ããããŠç¶ç¶ççµ±åãšãããã€ã¡ã³ãæŠç¥ã«ã€ããŠæãäžããŠãããŸãã
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ãŸããã¢ããªã±ãŒã·ã§ã³ã¯æéãçµã€ã«ã€ããŠå€åããŸããæ°ããæ©èœã®è¿œå ãããã©ãŒãã³ã¹ã®åäžãäŸåé¢ä¿ã®æŽæ°ãªã©ãããŸããŸãªæ¹åãå¿ èŠã«ãªããŸããå¯èªæ§ã®é«ãã³ãŒããããã¥ã¡ã³ãããããŠå¹ççãªãããã€ã¡ã³ãããã»ã¹ã¯ãé·æã«ãããã¢ããªã±ãŒã·ã§ã³ã®å¥å šæ§ãä¿ã€äžã§éèŠãªåœ¹å²ãæãããŸãã
5.1 Spark Frameworkã«ãããã»ãã¥ãªãã£å¯Ÿç
Spark Frameworkã§ã¯ãã»ãã¥ãªãã£å¯Ÿçãç°¡åã«å®è£ ã§ããããã«èšèšãããŠããŸããCross-Site Scripting (XSS) ã Cross-Site Request Forgery (CSRF) ãªã©ã®äžè¬çãªãŠã§ãè åšã«å¯ŸããŠããã¬ãŒã ã¯ãŒã¯ãæäŸããè€æ°ã®æ©èœã掻çšã§ããŸãã
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ã»ãã¥ãªãã£å¯Ÿçãæ§æããéã«ã¯ããã£ã«ã¿ãããã«ãŠã§ã¢ãããŸãçšããŠãäžæ£ãªãªã¯ãšã¹ããé»æ¢ããããåªããã¹ãã§ããããã«ãããSpark Frameworkã䜿çšããã¢ããªã±ãŒã·ã§ã³ã®ã»ãã¥ã¢ãªéçšç°å¢ã確ç«ããããšãã§ããŸãã
5.2 APIã»ãã¥ãªãã£ãšã¬ãŒããªããã
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Spark Frameworkã¯ãAPIã®ä¿è·ã«ãããŠåºæ¬çãªããŒã«ãæäŸããŸããOAuthãJWT (JSON Web Tokens) ãªã©ã®æ¥çæšæºã®èªèšŒæ¹åŒãå©çšããããšãå¯èœã§ããããã«ãããAPIãšã³ããã€ã³ããžã®ã¢ã¯ã»ã¹ãå®å šã«ç®¡çããä¿¡é Œæ§ã®é«ããµãŒãã¹ãæäŸã§ããŸãã
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5.3 ã³ãŒããªãã¡ã¯ã¿ãªã³ã°ãšããã¥ã¡ã³ããŒã·ã§ã³
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Spark Frameworkãçšããéçºã§ã¯ãå¯èªæ§ã®é«ãã³ãŒããå¿æããããšãæšå¥šããããããæ¯æŽããããŒã«ãå€æ°ååšããŸããäŸãã°ãé¢æ°ãã¯ã©ã¹ã®è²¬åãæ確ã«ããåœåèŠåã«äžè²«æ§ãæãããããšããã³ãŒãã®ç解ãå©ãããªãã¡ã¯ã¿ãªã³ã°ã®éçšãã¹ã ãŒãºã«ããŸãã
åæã«ãããã¥ã¡ã³ããŒã·ã§ã³ã®å å®ã¯éèŠã§ããå éšããã¥ã¡ã³ããAPIã®ããã¥ã¡ã³ãã¯ãæ°ããéçºè ãè¿ éã«ãããžã§ã¯ãã«åå ããå¹æçã«äœæ¥ããããã®ããŒã«ãšãªãåŸãŸãããã¡ããšæŽåãããããã¥ã¡ã³ãã¯ããšã©ãŒã®ç¹å®ãæ©èœã®æ¡åŒµã«ãããŠãã倧ããªå©ããšãªããŸãã
5.4 ç¶ç¶ççµ±åïŒCIïŒãšãããã€ã¡ã³ãæŠç¥
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6. é²åããWebç°å¢ãšChatGPTã®æªæ¥
6.1 AIãšããã°ã©ãã³ã°ãã©ãã€ã ã®å€å
AIã®æ¥éãªé²åã¯ããã°ã©ãã³ã°ãã©ãã€ã ã«é¡èãªåœ±é¿ãåãŒããŠããŸãããã€ãŠã¯åœä»€åŒããªããžã§ã¯ãæåãšãã£ããã©ãã€ã ãäž»æµãå ããŠããŸããããAIãšã®çµ±åã«ããããŒã¿é§ååã®èšèšãžãšç§»è¡ããŠããŸãã
ChatGPTã®ãããªèšèªã¢ãã«ã¯ãèªç¶èšèªåŠç(NLP)ãå©çšããŠãŠãŒã¶ãŒããã®æ瀺ãç解ãããããŸã§ã«åŠç¿ããèšå€§ãªããŒã¿ãåºã«é©åãªå¿çãçæããŸãããã®ããã»ã¹ã¯éçºè ã«ãšã£ãŠæ°ããæèã®æ çµãæäŸããããå¹ççãã€çŽæçãªã³ãŒãã®æžãæ¹ãžãšå°ããŸãã
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6.2 Spark Frameworkã®å°æ¥æ§ãšã¢ããããŒã
Spark Frameworkã¯è»œéã§ãããªãã匷åãªWebã¢ããªã±ãŒã·ã§ã³ãã¬ãŒã ã¯ãŒã¯ãšããŠç¥ãããŠãããå®çšæ§ãšéçºã®è¿ éæ§ãå ŒãåããŠããŸããããã¯APIéçºããã€ã¯ããµãŒãã¹ã®æ§ç¯ã«ç¹ã«é©ããŠãããããä»åŸãå€ãã®ãããžã§ã¯ãã§æ¡çšãããããšã§ãããã
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