ããžã¿ã«ãã©ã³ã¹ãã©ãŒã¡ãŒã·ã§ã³ãé²ãäžãããžãã¹ããŒãœã³ã«ãšã£ãŠã€ãããŒã·ã§ã³ã®ããŒãšãªãChatGPTãšDockerã®æŽ»çšã泚ç®ãããŠããŸãããã®èšäºã§ã¯ã人工ç¥èœã«ããèªç¶èšèªåŠçæè¡ãå¯èœã«ããChatGPTã®æŠå¿µããããããå¹çããéçšããããã®Dockeræè¡ã®åºæ¬ããããŠäºã€ãèåãããéã®ã¡ãªãããšå ·äœçãªé©çšäŸãŸã§ãç¶²çŸ ããŸããç¹ã«ãDockerã䜿çšããããšã§ChatGPTã®å°å ¥ãããã«å®¹æã«ãªããéçšãæè»ã«ãªãã®ãããå®çšçãªæé ãšå ±ã«è§£èª¬ããŸããå®éã®ç°å¢ã§ã®å¿çšäºäŸããã©ãã«ã·ã¥ãŒãã£ã³ã°ã®æ¹æ³ã玹ä»ããããžãã¹ã·ãŒã³ã«ãããAIå°å ¥ã®äžæ©ãæ確ã«ç §ããå 容ãšãªã£ãŠããŸãã
1. ChatGPTãšã¯ïŒ
1.1 ChatGPTã®åºç€ç¥è
ChatGPTã¯ãèªç¶èšèªåŠçïŒNatural Language ProcessingãNLPïŒãåŸæãšãããAIã«åºã¥ãäŒè©±åã®ã¢ãã«ã§ãããã®ã·ã¹ãã ã¯ããŠãŒã¶ãŒãå ¥åããããã¹ãã«å¯ŸããŠãèªç¶ãªäŒè©±åœ¢åŒã§è¿ä¿¡ããèœåãæã£ãŠããŸããå€ãã®ã·ããªãªã§æŽ»çšå¯èœã§ãããã«ã¹ã¿ããŒãµããŒãããšã³ã¿ãŒãã€ã³ã¡ã³ããæè²ãªã©å¹ åºãåéã§ã®é©çšãé²ãã§ããŸãã
ChatGPTã¯ã倧éã®ããŒã¿ã«åºã¥ããŠãã¬ãŒãã³ã°ãããŠããããã®åŠç¿ããŒã¿ã¯å€æ§ãªæèã話é¡ãã«ããŒããŠããŸããããã«ãã£ãŠãChatGPTã¯ããŸããŸãªè³ªåã«çããããæ瀺ã«åŸã£ããããããšãã§ããããã«ãªã£ãŠããŸãã
ãŸããChatGPTã¯ãã®è€éããããã³ã³ãã¥ãŒãã£ã³ã°ãªãœãŒã¹ã倧éã«æ¶è²»ãããããé©åãªã€ã³ãã©ã¹ãã©ã¯ãã£ãå¿ èŠã§ããDockerãå©çšããããšã§ãChatGPTãå¹çãããå®å®ããŠãããã€ããããšãå¯èœã«ãªããŸãã
1.2 ChatGPTã®éçºæŽå²ãšé²å
ChatGPTã®éçºã¯ãGPT (Generative Pretrained Transformer) ã¢ãã«ã«ãã®èµ·æºãæã£ãŠãããããã¯èªç¶èšèªç解ïŒNLUïŒãšçæïŒNLGïŒã«ç¹åããã¢ãã«ã§ããåæã®ããŒãžã§ã³ã§ããGPT-1ãããæŽã«æŽç·Žãããæè¡ãçµ±åããGPT-2ããããŠGPT-3ãšããªãŒãã³AIã«ãã£ãŠç¶ç¶çã«é²åããŠããŸããã
åé²åã®ã¹ãããã§ãã¢ãã«ã®æ§é ãæ¡å€§ãããŠèšèªã®ç解ãšçæèœåãé«ãŸãããã©ã¡ãŒã¿ãŒæ°ãå¢ããããèªç¶ã§æ£ç¢ºãªå¿çãå¯èœã«ãªã£ãŠããŸãããããã«ãããChatGPTã¯ããã«ãªã¢ã«ãªäŒè©±ã®ã·ãã¥ã¬ãŒã·ã§ã³ããè€éãªåé¡è§£æ±ºã«é©çšãããããã«ãªããŸããã
éçºã®æŽå²ãéããŠãChatGPTã¯ãŠãŒã¶ãŒãšã¯ã¹ããªãšã³ã¹ãæ¹åãç¶ããã€ã³ã¿ã©ã¯ãã£ããªãã£ããããããšããŠã®å°äœã確ç«ããŠããŸããããããã®é²æ©ã¯ãå°æ¥çã«ããã«é«åºŠãªNLPã¢ãã«ãžãšé²åããŠããåºç€ãšãªã£ãŠããŸãã
1.3 ChatGPTãããããå¯èœæ§
ChatGPTã¯ãèšèªã«ããã³ãã¥ãã±ãŒã·ã§ã³ã®ããæ¹ãå€é©ããå¯èœæ§ãæã£ãŠããŸããäŸãã°ã24æé365æ¥å¯Ÿå¿å¯èœãªã«ã¹ã¿ããŒãµãŒãã¹ãã£ãããããããèšèªåŠç¿è åãã®ãã«ãœãã©ã€ãºããããã¥ãŒã¿ãŒãšããŠæ©èœããããšãã§ããŸãã
ãŸããããã°ã©ãã³ã°ã®æå°ããè€éãªãã¯ãã«ã«ãµããŒãã®åé¡è§£æ±ºãããã«ã¯åµé æ§ãèŠããäœæ¥ãžã®ã¢ã·ã¹ã¿ã³ããšããŠã䜿çšãããããšãæåŸ ãããŠããŸãããã®ãããªå€å²ã«ãããå¿çšã¯ãããžãã¹ããã»ã¹ã®èªååãšå¹çåäžã«è²¢ç®ãããŠãŒã¶ãŒãšã¯ã¹ããªãšã³ã¹ã®åäžã«å¯äžããã§ãããã
ããã«ãæè²åéã§ã®å¿çšã«ãããã«ã¹ã¿ãã€ãºãããåŠç¿äœéšãæäŸããçåŸã®ç解床ã«åãããæ¯æŽãå¯èœã«ããããšã§ãæè²ã®åå¥åãšã¢ã¯ã»ã¹æ§ã®åäžãèŠèŸŒãŸããŸãã
1.4 èªç¶èšèªåŠçæè¡ïŒNLPïŒãšã®é¢ä¿
ChatGPTã¯èªç¶èšèªåŠçæè¡ãæ žãšããŠãããããã¯äººéã®èšèªãç解ããããã«å¿çããAIæè¡ã®äžåéã§ãããã®æè¡ã¯ããã¹ããé³å£°ããŒã¿ã解æããæå³ãææ¡ããããšã«ãã£ãŠã人éãšã³ã³ãã¥ãŒã¿ãŒãšã®å¯Ÿè©±ãå®çŸããŸãã
NLPã¯ãèšèªã®ææ³ãæèãæã®æå³ãç解ããããã«æ§ã ãªã¢ã«ãŽãªãºã ãã¢ãã«ãçšããããŸããChatGPTã®ãããªã¢ãã«ã¯ããããã®è€éãªèšèªãã¿ãŒã³ãåŠçããããèªç¶ã§äººéããã察話ãçæããããšãå¯èœã§ãã
Dockerã䜿ã£ãChatGPTã®å±éã¯ããã®å é²çãªNLPæè¡ã倧èŠæš¡ã«é©çšããå®å®çã«ãµãŒãã¹ãæäŸããããã®éèŠãªæ段ã§ãã軜éãªã³ã³ããåãéããŠãChatGPTãããè¿ éãã€å®¹æã«å±éã§ãããšã³ããŠãŒã¶ãŒã«ãšã£ãŠäŸ¡å€ã®é«ããµãŒãã¹ãäœãåºãããšãå¯èœã«ãªããŸãã
2. Dockerã®åºæ¬
2.1 Dockerãšã¯ãªã«ãïŒ
Dockerã¯ããœãããŠã§ã¢éçºãå¹çåããããã®ãã©ãããã©ãŒã ã§ããä»®æ³åæè¡ãå©çšããŠããœãããŠã§ã¢ã軜éãªã³ã³ãããšããŠããã±ãŒãžåããããŸããŸãªç°å¢ã§åãããã«åäœãããããšãã§ããŸããã³ã³ãããšããæŠå¿µã«ãã£ãŠãéçºè ã¯ã¢ããªã±ãŒã·ã§ã³ã®äŸåé¢ä¿ãç°å¢èšå®ãäžå çã«ç®¡çããããšãå¯èœã«ãªããŸããã
ãã®æè¡ã¯ããœãããŠã§ã¢ãæã€ãåäœããç°å¢ã§ããåããªãããšããåé¡ã解決ããäžã€ã®ç°å¢ã§éçºããã¢ããªã±ãŒã·ã§ã³ãä»ã®ã©ããªç°å¢ã«ãç°¡åã«ç§»æ€ã§ããããã«ããŸããDockerã®äœ¿çšã«ãããéçºãšéçšïŒDevOpsïŒã®éã®ã®ã£ãããçž®å°ãããç¶ç¶çãªã€ã³ãã°ã¬ãŒã·ã§ã³ãããªããªãŒã容æã«ãªããŸãã
Dockerã¯ããã®æ軜ãããå€ãã®éçºããŒã ã«åãå ¥ããããŠããããœãããŠã§ã¢ã®é åžãã¹ã±ãŒãªã³ã°ãããŒãžã§ã³ç®¡çãªã©ãå€å²ã«ãããå Žé¢ã§å©çšãããŠããŸãããã¯ããµãŒãã¹ã¢ãŒããã¯ãã£ã®å®çŸã«ãå¿ é ã®ããŒã«ãšèšãããŠããŸãã
2.2 Dockerã³ã³ããã®ç¹åŸŽãšå©ç¹
Dockerã³ã³ããã¯ã軜éã§ç§»æ€æ§ãé«ããšãã倧ããªç¹åŸŽãæã£ãŠããŸããåŸæ¥ã®ä»®æ³ãã·ã³ãšæ¯ã¹ãŠãã³ã³ããã¯ãªãŒããŒããããå°ãªããé«éã§èµ·åãããããããå€ãã®ã¢ããªã±ãŒã·ã§ã³ãåãããŒããŠã§ã¢äžã§çšŒåãããããšãã§ããŸãããŸããã³ã³ããã¯ãœãããŠã§ã¢ã®ç°å¢ããšã«åé¢ãããŠãããç°ãªãã¢ããªã±ãŒã·ã§ã³ãå¹²æžãåãããšãªããäžè²«ããç°å¢äžã§åäœããŸãã
å©ç¹ãšããŠã¯ãéçºç°å¢ãšæ¬çªç°å¢ã®å·®ç°ã«èµ·å ãããšã©ãŒãåæžã§ããããšããããŒã éã§ã®ç°å¢ã®å ±æã容æã«ãªãããšãæããããŸãããŸããã³ã³ããã¯åå©çšå¯èœã§ãããæ§æ管çãããŒãžã§ã³ã®ãã©ããã³ã°ãåçŽæå¿«ã§ããããã«ãããäºæž¬å¯èœãªéçºãµã€ã¯ã«ãšç¢ºå®ãªãããã€ã¡ã³ããæ¯æŽãããŸãã
ããã«ãDockerã³ã³ãããå©çšããããšã§ããã€ã¯ããµãŒãã¹ã¢ãŒããã¯ãã£ã®å°å ¥ããããããªããããã¢ããªã±ãŒã·ã§ã³ãå°ããªåäœã«åå²ããŠããããããç¬ç«ããŠãããã€ããã³ã¹ã±ãŒã«ããããšãå¯èœã«ãªããŸããããã«ãããå šäœã®ã·ã¹ãã ã®å¯çšæ§ãšæ¡åŒµæ§ãåäžããŸãã
2.3 Dockerã€ã¡ãŒãžã®ç®¡ç
Dockerã€ã¡ãŒãžã¯ãã³ã³ãããå®è¡ããããã®ãã³ãã¬ãŒããšããŠæ©èœããŸããã€ã¡ãŒãžã¯ã¢ããªã±ãŒã·ã§ã³ã®ã³ãŒããã©ã³ã¿ã€ã ãã©ã€ãã©ãªãç°å¢å€æ°ãªã©ãã³ã³ãããåäœããããã«å¿ èŠãªãã¹ãŠãå«ãã§ããŸãããããã®ã€ã¡ãŒãžã¯Dockerfileãšããããã¹ããã¡ã€ã«ãéããŠå®çŸ©ããããã«ãã«ãã£ãŠäœæãããŸãã
ã€ã¡ãŒãžã®ç®¡çã¯Dockerã®äžæ žçæ©èœã®äžã€ã§ãããéçºè ã¯DockerfileãæŽæ°ããã ãã§ãæ°ããã€ã¡ãŒãžãçæãããã®ã€ã¡ãŒãžã䜿ã£ãŠã³ã³ãããèµ·åããããšãã§ããŸããããã«ãã€ã¡ãŒãžã¯äžåºŠãã«ããããã°ããããããŒã¹ãšããŠç°ãªãã³ã³ãããçæéã§äœæããããšãå¯èœã§ãã
ã€ã¡ãŒãžã®ããŒãžã§ãã³ã°ã容æã§ãããã¿ã°ã䜿ã£ãŠç°ãªãããŒãžã§ã³ã®ã€ã¡ãŒãžã管çããããšãã§ããŸããããã«ãããããŒãžã§ã³éã§ã®å€æŽç¹ã®è¿œè·¡ããç¹å®ããŒãžã§ã³ãžã®ããŒã«ããã¯ãã¹ã ãŒãºã«è¡ãããšãã§ããŸããçµæãšããŠããããã€ããã»ã¹ã®æŽçãšèªååãå®çŸããç¶ç¶çã€ã³ãã°ã¬ãŒã·ã§ã³ã®æµããå©ããããŸãã
2.4 Dockerããã®æŽ»çš
Dockerããã¯ãDockerã€ã¡ãŒãžã®é åžãšå ±æã®ããã®ã¯ã©ãŠããµãŒãã¹ã§ããäžçäžã®éçºè ããã¢ããããŒããããã€ã¡ãŒãžãã誰ããæ€çŽ¢ããŠããŠã³ããŒãã§ããå ¬éãªããžããªãæäŸããŠããŸãããŠãŒã¶ãŒã¯èªåã®ãã©ã€ããŒããªã€ã¡ãŒãžãä¿åããããã®ãã©ã€ããŒããªããžããªãäœæã§ããŸãã
ãã®ãµãŒãã¹ãå©çšããããšã§ãéçºè ã¯äžããã€ã¡ãŒãžãäœæããæéãçããå ¬éãããŠããã€ã¡ãŒãžãããŒã¹ãšããŠç¬èªã®ã¢ããªã±ãŒã·ã§ã³ãç°¡åã«æ§ç¯ã§ããŸããã³ãã¥ããã£ãæäŸããæšæºçãªã€ã¡ãŒãžã掻çšããããšã§ãéçºããã»ã¹ãå éãããã ãã§ãªãããœãããŠã§ã¢ã®å質ã®æšæºåã«ãç¹ãããŸãã
ãŸããDockerããã¯ã€ã¡ãŒãžã®èªåãã«ããèªåãã¹ããèªåãããã€ãªã©ãCI/CDãã€ãã©ã€ã³ã®æŽåã«ãå¯äžããŸããã€ã¡ãŒãžãæŽæ°ããããšãé£æºããããªããžããªããµãŒãã¹ãžã®èªåé ä¿¡ãå¯èœãšãªããéçºããã»ã¹ã®èªååãšå¹çåãå®çŸã§ããŸããDockerããã®æŽ»çšã«ãã£ãŠãéçºè ã³ãã¥ããã£ãšã®ååã匷åããããè¿ éã§å®å®ãããœãããŠã§ã¢ããªããªãŒã®å®çŸãå¯èœã«ãªããŸãã
3. ChatGPTãDockerã§åããã¡ãªãã
3.1 å°å ¥ã®ãããã
ChatGPTãDockerã§åããæåã®ã¡ãªããã¯ãã®å°å ¥ã®ããããã§ããDockerã¯ã³ã³ããæè¡ãçšããŠãããå¿ èŠãªãœãããŠã§ã¢ãã©ã€ãã©ãªãã²ãšã€ã®ã³ã³ããã«ããã±ãŒãžåããŠé åžããããšãã§ããŸããããã«ãããChatGPTã®ç°å¢ãæ§ç¯ããéã®äŸåé¢ä¿ã®åé¡ããOSåºæã®åé¡ãé¿ããããšãã§ããã®ã§ãã
ãŸããDockerã€ã¡ãŒãžã¯Docker Hubããç°¡åã«å ¥æã§ããæ°ã³ãã³ãã§ç°å¢ãæŽããŸããããã«ãããå¹ åºãèæ¯ãæã€éçºè ã§ãç 究è ã§ããè¿ éã«ChatGPTãè©Šãããšãå¯èœã«ãªããŸãã
ããã«ãDockerã®æ±ãã«ç¿çããŠããªãæ¹ã§ããå ¬åŒã®ããã¥ã¡ã³ããã³ãã¥ããã£ã«è±å¯ãªãªãœãŒã¹ããããåŠç¿æ²ç·ãç·©ããã«ãããµããŒããå å®ããŠããŸãã
3.2 éçšã®æè»æ§
Dockerã³ã³ãããå©çšããããšã§ãChatGPTã®éçšã極ããŠæè»ã«ãªããŸããã³ã³ããã¯éé¢ãããç°å¢ã§å®è¡ãããããããã¹ãã·ã¹ãã ãšã¯ç¬ç«ããŠããŸãããã®çµæãç°ãªãã¢ããªã±ãŒã·ã§ã³ãç°ãªãããŒãžã§ã³ã®ChatGPTãåäžã®ãã¹ããã·ã³äžã§å¹³è¡ããŠåããããšãå¯èœã«ãªããŸãã
ãŸããDocker ComposeãKubernetesãªã©ã®ããŒã«ã䜿çšããããšã§ãè€æ°ã®ã³ã³ãããç°¡åã«ç®¡çããè€éãªã¢ããªã±ãŒã·ã§ã³ã¹ã¿ãã¯ãçµ±åçã«éçšããããšãã§ããŸããããã«ãããéçºç°å¢ããæ¬çªç°å¢ãŸã§ãäžè²«ãããããã€ã¡ã³ãããã»ã¹ãå®çŸããããšãã§ããŸãã
ããã«ãã³ã³ããã¯åèµ·åãéããããã¢ããããŒããä¿®æ£ããã£ãéã«ãè¿ éã«å¯Ÿå¿ã§ããããšã倧ããªå©ç¹ã§ãã
3.3 ç°å¢ã®çµ±äžãšåçŸæ§
ã³ã³ãããã¯ãããžãŒã®äžæ žãšãªãã®ã¯ããã®ç°å¢ã®åçŸæ§ã§ããChatGPTãDockerã§å®è¡ããããšã§ãéçºç°å¢ãšæ¬çªç°å¢ã®å·®ç°ãæå°éã«æããããšãã§ããŸããã€ãŸããéçºè ãããŒã«ã«ã§ãã¹ãããã³ãŒãããä»ã®ç°å¢ã§ãåæ§ã«åäœããããã«ãªããŸãã
Dockerfileã«ãã£ãŠç°å¢èšå®ãã³ãŒãåã§ãããããããŒã ã¡ã³ããŒéã§ãã®èšå®ãå ±æããäžè²«æ§ãä¿ã¡ããããªããŸãããã®ããã«ããŠãã³ã³ããã¯ãåããã®ã¯ã©ãã§ãåãïŒRun AnywhereïŒãã®ååãå®çŸããŸãã
å ããŠãDockerã€ã¡ãŒãžã®ããŒãžã§ãã³ã°æ©èœã«ãããéå»ã®ããŒãžã§ã³ãžã®ããŒã«ããã¯ããç¹å®ã®ç°å¢ç¶æ ã®ã¢ãŒã«ã€ãã容æã«ãªããšããå©ç¹ããããŸãã
3.4 ã¹ã±ãŒã«ã¢ããã®å®¹æã
ChatGPTã®ãããªAIã¢ããªã±ãŒã·ã§ã³ã¯ããªã¯ãšã¹ããå¢å ãããšç¬æã«ã¹ã±ãŒã«ã¢ããããå¿ èŠããããŸããDockerã¯ãã®æ§è³ªäžãã³ã³ããã®è¿ éãªèµ·åãšè€è£œãç¹åŸŽã§ãããã¹ã±ãŒãªã³ã°ãç°¡åã«è¡ããŸãã
ã¯ã©ãŠããµãŒãã¹ããªã³ãã¬ãã¹ã®ãã·ã³ãªãœãŒã¹ãšäœµçšããããšã§ãéèŠã«å¿ããŠChatGPTã®ã€ã³ã¹ã¿ã³ã¹ãå¢æžãããããšãã§ãããŠãŒã¶ãŒãžã®å¿çæéã®ç¶æãã³ã¹ãã®æé©åãå¯èœã§ãã
æŽã«ãè² è·åæ£ãèªåã¹ã±ãŒãªã³ã°ãªã©ã®æ©èœãæã€ãªãŒã±ã¹ãã¬ãŒã·ã§ã³ããŒã«ãšçµã¿åãããããšã§ãã·ã¹ãã ã®å®å®æ§ãšå¹çæ§ãé«ããããšãã§ããŸããããã«ããã倧éã®ãã©ãã£ãã¯ãããå Žåããæè»ãã€å¹æçã«ãªãœãŒã¹ã管çããããšãå¯èœã«ãªããŸãã
4. ChatGPTã®Dockeråæé
4.1 Dockerç°å¢ã®ã»ããã¢ãã
Dockerã䜿çšããŠChatGPTãæ§ç¯ããããã®æåã®ã¹ãããã¯ãDockerç°å¢ãæŽåããããšã§ããããã«ã¯Dockerãã€ã³ã¹ããŒã«ããŠãé©åã«èšå®ããããšãå«ãŸããŸãããŸããå ¬åŒãµã€ãããã䜿ãã®OSã«é©åããDockerãããŠã³ããŒãããæ瀺ã«åŸã£ãŠã€ã³ã¹ããŒã«ãè¡ããŸããWindowsãmacOSãŠãŒã¶ãŒã¯Docker Desktopã䜿çšããã®ã䟿å©ã§ããäžæ¹ãLinuxãŠãŒã¶ãŒã¯ç¹ã«ããã±ãŒãžãããŒãžã£ãŒãéããŠç°¡åã«ã€ã³ã¹ããŒã«å¯èœã§ãã
ã€ã³ã¹ããŒã«åŸãã³ãã³ãã©ã€ã³ãŸãã¯ã¿ãŒããã«ãéã㊠`docker –version` ãå®è¡ããDockerãæ£åžžã«ã€ã³ã¹ããŒã«ãããããšã確èªããŠãã ããããã®æç¹ã§ãšã©ãŒã衚瀺ãããå Žåã¯ãã€ã³ã¹ããŒã«ããã»ã¹ã«åé¡ããããããŸãã¯ã·ã¹ãã ã®ãã¹ã«Dockerãè¿œå ãããŠããªãå¯èœæ§ããããŸããç°å¢ã«å¿ãããã©ãã«ã·ã¥ãŒãã£ã³ã°ãè¡ã£ãŠãã ããã
æåŸã«ãDocker Hubããå¿ èŠãªã€ã¡ãŒãžãååŸã§ãããããDocker Hubã¢ã«ãŠã³ããäœæãã`docker login` ã³ãã³ãã䜿ã£ãŠãã°ã€ã³ããŸããããã§Dockerç°å¢ã®ã»ããã¢ããã¯å®äºã§ãã
4.2 ChatGPTã€ã¡ãŒãžã®äœæ
次ã«ãChatGPTãå®è¡ããããã®Dockerã€ã¡ãŒãžãäœæããŸããDockerfileãäœæããããšã§ãå¿ èŠãªãã¹ãŠã®äŸåé¢ä¿ãå«ãã«ã¹ã¿ã ã€ã¡ãŒãžãå®çŸ©ã§ããŸããã¯ããã«ãäœæ¥ãã£ã¬ã¯ããªãäœæãããã®äžã«Dockerfileãšããååã®ãã¡ã€ã«ã眮ããŸããDockerfileå ã§ãé©åãªããŒã¹ã€ã¡ãŒãžãæå®ããChatGPTã®ããã®ç°å¢ãæ§ç¯ããå¿ èŠããããŸãã
ChatGPTã®èŠä»¶ã«åºã¥ããŠå¿ èŠãªãœãããŠã§ã¢ããã±ãŒãžãã©ã€ãã©ãªãã€ã³ã¹ããŒã«ããRUNã³ãã³ããDockerfileã«è¿œå ããŸããããã«ãChatGPTã®ã³ãŒããã€ã¡ãŒãžå ã«ã³ããŒããããã«COPYã³ãã³ãã䜿çšããŸããå¿ èŠãªç°å¢å€æ°ãèšå®ããèµ·åæã«å®è¡ãããã³ãã³ããæå®ããããšããå¿ããªãã
Dockerfileãå®æãããããã«ãããã»ã¹ãéå§ããããã« `docker build -t chatgpt-image .` ã³ãã³ããå®è¡ããŸãããã®ã³ãã³ãã«ãã£ãŠDockerfileããããã£ã¬ã¯ããªã§ã€ã¡ãŒãžããã«ãããã`chatgpt-image` ãšããã¿ã°ãä»ããããŸãããã«ããæåãããšãäœæãããã€ã¡ãŒãžã䜿ã£ãŠChatGPTãå®è¡ããæºåãæŽããŸãã
4.3 ã³ã³ããåãããChatGPTã®å®è¡
ã€ã¡ãŒãžã®äœæãå®äºããããã³ã³ãããšããŠChatGPTãå®è¡ããæºåãã§ããŠããŸãã`docker run` ã³ãã³ãã䜿çšããŠãæ°ããäœæããã€ã¡ãŒãžããã³ã³ãããèµ·åããŸããäŸãã°ã`docker run -d -p 8000:8000 chatgpt-image` ã³ãã³ããå®è¡ããããšã§ãã³ã³ããã¯ããã¯ã°ã©ãŠã³ãã§èµ·åããããŒã8000ã§ãªã¯ãšã¹ããåãä»ããããããã«ãªããŸãã
ã³ã³ãããåäœããŠãããã©ããã確èªããã«ã¯ã`docker ps`ã䜿çšããŠçŸåšå®è¡äžã®ã³ã³ããã®ãªã¹ãã確èªããŸããã³ã³ããããªã¹ãã«è¡šç€ºãããããšã確èªããããã§è¡šç€ºãããæ å ±ãããšã«ã³ã³ãããæåŸ éãã«åäœããŠãããã©ããããã§ãã¯ããŠãã ããã
ããChatGPTãã³ã³ããå ã§çŽæ¥ã€ã³ã¿ã©ã¯ãã£ãã«äœ¿ãããå Žåã¯ã`docker exec` ã³ãã³ãã䜿çšããŠã³ã³ããå ã®ã·ã§ã«ã«ã¢ã¯ã»ã¹ããããšãã§ããŸããäŸãã°ã`docker exec -it <ã³ã³ããIDãŸãã¯åå> /bin/bash` ã³ãã³ãã«ãããããã·ã¥ã·ã§ã«ãèµ·åããããšãã§ããŸããããã§ãChatGPTãšå¯Ÿè©±çã«äœæ¥ãè¡ãããšãå¯èœã§ãã
4.4 ããã©ãŒãã³ã¹ã®æé©å
ChatGPTã®Dockeråã«ãããŠãããã©ãŒãã³ã¹ãæé©åããããšã¯éèŠã§ãããªãœãŒã¹å©çšãé©åã«ç®¡çããããã`docker run`ã³ãã³ãã®ãªãã·ã§ã³ã§CPUãã¡ã¢ãªã®å²ãåœãŠãèšå®ã§ããŸããç¹ã«ã `-m` ãªãã·ã§ã³ã§ã¡ã¢ãªã®éçãèšå®ãããã`–cpus` ãªãã·ã§ã³ã§CPU䜿çšçãå¶åŸ¡ããããšãå¯èœã§ãã
ãŸããã³ã³ããã®èµ·åæã«ãç¹å®ã®ããªã¥ãŒã ãããŠã³ãããããšã§ããŒã¿æ°žç¶åãèšå®å€æŽã容æã«ããããšãããã©ãŒãã³ã¹ã«å¯äžããŸããäŸãã°ã¢ãã«ããŒã¿ãã¢ããªã±ãŒã·ã§ã³ã®èšå®ãã¡ã€ã«ãå€éšã¹ãã¬ãŒãžã«ä¿åããããšã§ãã³ã³ããã®åãããã€ãæŽæ°æã«ãããŠãç¶æ³ãç¶æã§ããéçšã®å¹çåãå¯èœãšãªããŸãã
ããã«ãDockerã€ã¡ãŒãžã®ãµã€ãºãå°ããããããšã§ããããã€ã¡ã³ãã®ã¹ããŒããåäžãããããšãã§ããŸããå¯èœãªéããäžå¿ èŠãªãã¡ã€ã«ã¯åé€ãããã«ãã¹ããŒãžãã«ããå©çšããããšã§å¹ççãªã€ã¡ãŒãžäœæãå¿æããŠãã ãããã€ã¡ãŒãžã®ãµã€ãºãå°ãããã°ãããã ããªãœãŒã¹ã®æ¶è²»ãæããããããã©ãŒãã³ã¹ãæ¹åãããŸãã
5. ChatGPT Dockerã³ã³ããã®å¿çšäºäŸ
Dockerã¯ãã¢ããªã±ãŒã·ã§ã³ãããã±ãŒãžåããç°å¢ããç¬ç«ãã圢ã§å®è¡ã§ããæè¡ã§ããChatGPTãDockerã³ã³ããã«å°ã蟌ããããšã§ãæ§ã ãªæ¥çãã·ãŒã³ã§ã®å©äŸ¿æ§ãé«ãŸããŸããããã§ã¯ãChatGPTãDockerã³ã³ãããšããŠæŽ»çšããããã€ãã®äºäŸã玹ä»ããŸãã
5.1 éçºç°å¢ãšããŠã®å©çš
éçºè ã«ãšã£ãŠãç°å¢æ§ç¯ã®ç ©ãããã解æ¶ããããšã¯éåžžã«äŸ¡å€ããããŸããDockerã«ãã£ãŠChatGPTã®éçºç°å¢ãç°¡åã«æ§ç¯ããã©ã®ãã·ã³äžã§ãäžè²«æ§ã®ããåäœãå®çŸããŸããããã¯æéã®ç¯çŽã«ãã€ãªãããéçºãµã€ã¯ã«ãå éãããå¹æããããŸãã
Dockerãã¡ã€ã«ãçšããã€ã¡ãŒãžã®ãã«ãã¯ãå¿ èŠãªäŸåé¢ä¿ãã©ã€ãã©ãªãå«ããããšãã§ãããããä»ã®éçºè ãåãç°å¢ãåçŸããæéãçããŸããããã«ãããããŒã éã®ãåããªãããšãããã©ãã«ãæžãããå¹ççãªã³ã©ãã¬ãŒã·ã§ã³ãæ¯æŽããŸãã
ããã«ãChatGPTãå«ãã ã³ã³ããã¯ãç°¡åã«ä»ã®ãµãŒãã¹ãããŒã«ãšé£æºã§ããŸããäŸãã°ããœãŒã¹ã³ãŒã管çã·ã¹ãã ãšçµ±åããŠãèªåçã«ãã¹ãããããã€ãè¡ããããªCI/CDãã€ãã©ã€ã³ã®äžéšãšããŠå©çšã§ããŸãã
5.2 ãããã¯ã·ã§ã³ç°å¢ã§ã®æŽ»çš
ChatGPTã®Dockerã³ã³ããã¯ããããã¯ã·ã§ã³ç°å¢ã§ã®å©çšã«ãé©ããŠããŸããDockerã®æã€è»œéæ§ãšããŒã¿ããªãã£ã¯ãã¯ã©ãŠãã€ã³ãã©äžããªã³ãã¬ãã¹ã§ã®ãããã€ã¡ã³ããæè»ã«ããŸããèé害æ§ãã¹ã±ãŒã©ããªãã£ãšãã£ãèŠå ã¯ããžãã¹ã«ãããŠæ¥µããŠéèŠã§ãã
Docker SwarmãKubernetesã®ãããªã³ã³ãããªãŒã±ã¹ãã¬ãŒã·ã§ã³ããŒã«ã䜿çšãããšãChatGPTã®ã³ã³ãããç°¡åã«ã¹ã±ãŒã«ã¢ãŠããããããšãå¯èœã§ããããã«ãããéèŠã®å¢æžã«åãããŠãªãœãŒã¹ãåçã«èª¿æŽããªãããã³ã¹ãå¹ççã«ãµãŒãã¹ãæäŸã§ããŸãã
ã»ãã¥ãªãã£ã®èŠ³ç¹ããããã³ã³ããæè¡ã¯ã¢ããããŒãããããé©çšã容æã«ããç°å¢ã®åäžæ§ãä¿ã€ããšã§ãå®å šãªãããã¯ã·ã§ã³ç°å¢ãç¶æããå©ããšãªããŸãã
5.3 æè²ã»ç 究åéã§ã®äœ¿ãé
æè²åã³ç 究åéã§ããChatGPTã®Dockerã³ã³ããã®å©çšãæ¡ãã£ãŠããŸããåŠçãç 究è ã¯ãããŒã«ã«ã®ç°å¢ã«ãã ãããã«ãChatGPTã®AIã¢ãã«ãçšããå®éšããããžã§ã¯ããé²ããããŸããè€éãªã»ããã¢ãããªãã«ãç 究ãåŠç¿ã«å°å¿µã§ããç°å¢ãæäŸããããšã¯ãæè²ã®è³ªã®åäžã«ã€ãªãããŸãã
å ·äœçã«ã¯ãããã°ã©ãã³ã°ã®ææ¥ã§ChatGPTãçšããã³ãŒãçæãè¡ãå®ç¿ããèªç¶èšèªåŠçã®ç 究ã§å€§éã®ããŒã¿ã«å¯ŸããåŠçãè¡ãå Žåãªã©ãDockerã³ã³ããã¯åçš®ããŒãºã«åãããç°å¢ãè¿ éã«çšæããããšãã§ããŸãã
ãŸããDockerã䜿çšããããšã§ãã©ã®åŠçãåäžã®ç°å¢ã§äœæ¥ãè¡ãããšãå¯èœãšãªããæè²ã®å質åãšå ¬å¹³æ§ãå®çŸããããšãã§ããŸããããã¯ãæè²æ©é¢ã«ãšã£ãŠã管çã®æéãæžããããªãœãŒã¹ãå¹ççã«äœ¿çšããæ¹æ³ã§ãã
5.4 å€èšèªå¯Ÿå¿ãšå°ååã®äºäŸ
äžççãªããžãã¹ãè¡ãäŒæ¥ã«ãšã£ãŠãå€èšèªå¯Ÿå¿ã¯é¿ããŠéããªã課é¡ã§ããChatGPTã®Dockerã³ã³ãããå©çšããããšã§ãæ§ã ãªèšèªã«å¯Ÿå¿ããAIãã£ããããããç°¡åã«ãããã€ããããšãå¯èœãšãªããŸãã容æãªæ¡åŒµæ§ã¯ãã°ããŒãã«åžå Žãžã®å±éé床ãåäžãããã§ãããã
å°ååïŒããŒã«ãªãŒãŒã·ã§ã³ïŒã®èŠ³ç¹ããããChatGPTã³ã³ããã¯çŸå°ã®èšèªãæåã«åãããŠæé©åããããµãŒãã¹ãæäŸããããšãå¯èœã«ããŸããäŸãã°ãããå°åç¹æã®ã¹ã©ã³ã°ãè¡šçŸãç解ãããããã¢ãã«ã調æŽããããšãã§ããŸãã
ãŸããååœã®ããŒã¿ãã©ã€ãã·ãŒæ³èŠã«ã察å¿ãããããšãã§ããããããã®å°åã§çšŒåãããµãŒããŒã«åãDockerã€ã¡ãŒãžãå±éããããšã§ãã³ã³ãã©ã€ã¢ã³ã¹ã®éµå®ã容æã«ãªããŸããããã«ãããäŒæ¥ã¯åœéçãªæ ç¹éã§ã®äžè²«æ§ãä¿ã¡ã€ã€ãå°åããšã®ããŒãºã«åãããæè»ãªãµãŒãã¹ãæäŸã§ããããã«ãªããŸãã
6. ãšã©ãŒå¯Ÿå¿ãšãã©ãã«ã·ã¥ãŒãã£ã³ã°
6.1 äžè¬çãªã»ããã¢ãããšã©ãŒãšãã®å¯ŸåŠæ³
ChatGPTã®Dockerç°å¢ã«ãããã»ããã¢ããã§äžè¬çã«ééããåé¡ã®äžã€ã«ãã€ã¡ãŒãžã®ãã«ã倱æããããŸãããã®ãšã©ãŒã¯ãã°ãã°ãDockerfileã®æ§æãã¹ãäŸåé¢ä¿ã®äžæŽåã«ãã£ãŠåŒãèµ·ããããŸãã察åŠæ³ãšããŠã¯ãDockerfileãäžå¯§ã«ã¬ãã¥ãŒããå¿ èŠã«å¿ããŠå ¬åŒã®ããã¥ã¡ã³ããŒã·ã§ã³ãåç §ããããšãéèŠã§ãã
ãŸããç°å¢å€æ°ã®èšå®ãã¹ãã»ããã¢ãããšã©ãŒã®äžå ãšããŠé »åºããŸããç°å¢å€æ°ã¯ãç¹ã«ã»ãã¥ãªãã£ã«é¢ããæ å ±ãæ±ããããæ£ç¢ºã«èšå®ããå¿ èŠãªå Žåã¯`.env`ãã¡ã€ã«ãªã©ã䜿çšããŠç®¡çããããšãæãŸããã§ãã
ã»ããã¢ããããã»ã¹ãèªååããããã®`docker-compose.yml`ãã¡ã€ã«ã®èª€ããèµ·ããåŸãŸãããã®ãã¡ã€ã«ã®èšå®ãèŠçŽãããµãŒãã¹éã®ãªã³ã¯ãããªã¥ãŒã ã®èšå®ãæ£ããè¡ãããŠãããã確èªããããšã§ãå€ãã®ãšã©ãŒãæªç¶ã«é²ãããšãã§ããŸãã
6.2 ã³ã³ããèµ·åæã®åé¡ç¹
ã³ã³ãããèµ·åããéã«ã¯ãããŒãã®è¡çªãäžè¶³ããŠããããªã¥ãŒã ã®ããŠã³ããªã©ã®åé¡ãçºçããããšããããŸãããããã®åé¡ã解決ããããã«ã¯ã`docker ps`ã`docker logs`ã³ãã³ããçšããŠçŸåšçšŒåäžã®ã³ã³ããã®ç¶æ ãã³ã³ããã®ãã°ã確èªããããšã圹ç«ã¡ãŸãã
ãŸããDockerã®ãªãœãŒã¹äžè¶³ãèµ·åãšã©ãŒã®åå ã«ãªãããšããããŸããããã¯ãDockerãå©çšå¯èœãªãªãœãŒã¹ã«éããããããã§ããããã¹ããã·ã³ã®ãªãœãŒã¹ãå¢åŒ·ãããã䜿çšäžã®ã³ã³ããã®ãªãœãŒã¹ãé©åã«é åããããšãæ±ããããŸãã
ã³ã³ãããäºæããçµäºããå Žåã«ã¯ãã¢ããªã±ãŒã·ã§ã³ã®ãã°ãäžé©åãªç°å¢èšå®ãåå ã®å¯èœæ§ããããŸãã`docker logs`ã³ãã³ãã䜿çšããŠãšã©ãŒã¡ãã»ãŒãžãåæããã¢ããªã±ãŒã·ã§ã³ã®ã³ãŒããèšå®ãã¡ã€ã«ãèŠçŽãããšãéèŠã§ãã
6.3 ããã©ãŒãã³ã¹ãã¥ãŒãã³ã°
ChatGPTã®ãããªAIã¢ããªã±ãŒã·ã§ã³ã¯éåžžãé«ãããã©ãŒãã³ã¹ãæ±ããããŸããããã©ãŒãã³ã¹ãæé©åããããã«ã¯ãã³ã³ããã®ãªãœãŒã¹å¶éïŒCPUãã¡ã¢ãªå²ãåœãŠïŒã調æŽããããšãå¹æçã§ãã`docker stats`ã®äœ¿çšã§ãªã¢ã«ã¿ã€ã ã®ãªãœãŒã¹äœ¿çšç¶æ³ãææ¡ã調æŽãè¡ããšè¯ãã§ãããã
ãŸããã¢ããªã±ãŒã·ã§ã³ã¬ãã«ã§ã®ããã©ãŒãã³ã¹æ¹åã«ã¯ã䞊è¡æ§ãéåæåŠçã®å©çšãæå¹ã§ããããã«ããããªã¯ãšã¹ãã®åŠçå¹çãåäžããã·ã¹ãã å šäœã®ã¹ã«ãŒããããæ¹åãããŸãã
ããã«ãã€ã¡ãŒãžã®ãµã€ãºåæžãããã©ãŒãã³ã¹ãã¥ãŒãã³ã°ã®äžç°ãšèšããŸããäžèŠãªäŸåé¢ä¿ãæé€ããå€å±€æ§ç¯ãå©çšããããšã§ã€ã¡ãŒãžã®ãµã€ãºãšãã«ãæéãåæžããããšãå¯èœã§ãã
6.4 ã»ãã¥ãªãã£å¯Ÿçåã³ãã¹ããã©ã¯ãã£ã¹
Dockerã³ã³ããã®ã»ãã¥ãªãã£å¯Ÿçã«ã¯ãäžè¬ã«ã€ã¡ãŒãžã®è匱æ§ã¹ãã£ã³ãå®æçã«è¡ãããšãæšå¥šãããŸããããã«ãããã»ãã¥ãªãã£ã®è匱æ§ãæã€ããã±ãŒãžãã©ã€ãã©ãªãå³åº§ã«ç¹å®ããæŽæ°ããããšãã§ããŸãã
ã³ã³ããã®ã©ã³ã¿ã€ã ã»ãã¥ãªãã£ã«ã€ããŠã¯ãäžèŠãªæš©éãæã€ããã»ã¹ãæå°éã«æããããã«ãérootãŠãŒã¶ãŒã§ã®å®è¡ãæãŸããããšã«æ³šæãå¿ èŠã§ãããŸããã¢ããªã±ãŒã·ã§ã³ã³ãŒãã«ãããŠããã»ãã¥ãªãã£ãæèããå®å šãªããã°ã©ãã³ã°ãèŠæ±ãããŸãã
Dockerç°å¢å šäœã®ã»ãã¥ãªãã£ãèãããšãDockerãããã¯ãŒã¯ã®åé¢ããé©åãªãã¡ã€ã«ããŠã³ãã®ããªã·ãŒã®çå®ãªã©ããã¹ããã©ã¯ãã£ã¹ãšèããããŸããããã«ãããç°ãªãã³ã³ããéããã¹ããšã³ã³ããéã®äžæ£ãªã¢ã¯ã»ã¹ãå¹æçã«é»æ¢ããããšãå¯èœã«ãªããŸãã