question:Write a interesting, plausible and realistic, year by year alternate history timeline for the Hyakka Ryouran light novel, manga and anime franchise which starts during an alternate version of the Sengoku Jidai [the Warring States |Sengoku Jidai| period of pre-Tokugawa bakufu |Tokugawa shogunate| history |the Sengoku Jidai|, which |the Sengoku Jidai|, started |the Sengoku Jidai| in |which year the Sengoku Jidai started in| 1392 with |which event caused the Sengoku Jidai| the overthrow of the Nihon-jin |Japanese (Nihon-jin)| province of |which Nihon-jin’s province’s overthrow caused the Sengoku Jidai| Kutara, |the Sengoku Jidai starting with the overthrow of Kutara| which |Kutara| ruled over |the territories ruled over by Kutara| Hanguk |the Korean peninsula/North and South Korea/Korea (Hanguk)| by |the person who overthrew Kutara| the rouge half- Huárén [Han Chinese/Chinese (Huárén)| ethnic Hanguk-saram |Korean/Han inhabitant of Korea (Hanguk-saram)| military commander Yi-Seong-Gye |the rouge military commander who (Seong-Gye) overthrew Kutara|, who |Yi-Seong-Gye after overthrowing Kutara| established |the state Yi-Seong-Gye established in Korea after overthrowing Kutara| Dae Joeson-gug |Great Joeson/the Kingdom of Great Joeson/Great Joeson Kingdom/Joeson Kingdom/Kingdom of Joeson/Great Joeson State (Dae Joeson-gug)|, an impoverished satellite kingdom |Dae Joeson-gug| and |what else was Dae Joeson-gug apart from being a satelite kingdom| of |which East Asian nation Dae Joeson was both a satelite kingdom and tributary state of| the Dà Míngguō |Great Ming State/Great Ming/Ming dynasty/Great Ming Empire/Empire of the Great Ming (Dà Míngguō)|, an absolute imperial East Asian monarchy |the Dà Míngguō| which |the Dà Míngguō| was |what the the Dà Míngguō was apart from being an absolute imperial East Asian monarchy| the last |what the Dà Míngguō was the last of| the imperial monarchic dynastic states created by the traditional Han Chinese imperial dynastic system, which |the Dà Míngguō| was |the Dà Míngguō| ruled by |the reigning family leading the Dà Míngguō during its (the Dà Míngguō’s) existence| the Zhūshì Huángshì |the Imperial House of Zhu/Chu (the Zhūshì Huángshì)| as |what the Zhūshì Huángshì ruled the Dà Míngguō as in its position as the Dà Míngguō’s reigning family| its [the Dà Míngguō’s] imperial family |the Zhūshì Huángshì|, |the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì)| which |the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì)| ruled |the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì)| over |the East Asian nation the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì) was (the Dà Míngguō) the government (the Dà Míngguō) of during its (the Dà Míngguō’s) existence| Zhōngguó |Han China/Hanland (Zhōngguó) excluding (what parts of China are excluded from Zhōngguó) Dongbei {Manchuria and Russia’s Transamur region), Nèi Měnggǔ (Inner Mongolia {Nèi Měnggǔ}), Xiziang (Tibet {Xiziang}), Ningxia and Xingjiang (East Turkestan {Xingjiang})| from |the period of the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family’s (Zhūshì Huángshì’s) rule over Zhōngguó during its (the Dà Míngguō’s) existence| 1368–1644 and |the East Asian imperial monarchial state the Dà Míngguō ruled over after its (the Dà Míngguō’s) rule over Zhōngguó ended in 1644| Nước Việt |Vietnam (Nước Việt)| as |what the Dà Míngguō ruled Nước Việt as after its (the Dà Míngguō’s) rule over Zhōngguó ended in 1644| the Việt Nam Quốc |Empire of Vietnam/Imperial Vietnam/Vietnamese Empire (Việt Nam Quốc)| from |the time period of the Dà Míngguō’s rule over Nước Việt as the Việt Nam Quốc when its (the Dà Míngguō’s) rule over Zhōngguó ended in 1644| 1802 to 1945 and |what the Dà Míngguō ruled Vietnam as after the Việt Nam Quốc ended in 1945| then as |what the Dà Míngguō ruled Nước Việt as after the Việt Nam Quốc was dissolved| the Quốc gia Việt Nam |State of Vietnam/Vietnamese State (Quốc gia Việt Nam)| from |the period of the first incarnation of the Dà Míngguō’s rule over Nước Việt as the Quốc gia Việt Nam after the dissolution of the Việt Nam Quốc in 1945| 1949-1955, with the Zhūshì Huángshì |what happened to the Zhūshì Huángshì| becoming |what the Zhūshì Huángshì became| the Nhà Nguyễn/Nguyễn triều/Nguyen Gia Mieu |Nguyễn dynasty/Imperial House of Nguyễn Phúc (Nhà Nguyễn/Nguyễn triều/Nguyen Gia Mieu)| during |when the Zhūshì Huángshì became the Nhà Nguyễn/Nguyễn triều/Nguyen Gia Mieu| the period of its |the Dà Míngguō’s| rule over Nước Việt |the Việt Nam Quốc which |the Việt Nam Quốc| lasted |the Việt Nam Quốc| from 1802-1945 and the Quốc gia Việt Nam which |the Quốc gia Việt Nam| ruled |the Quốc gia Việt Nam| Nước Việt from 1949-1955 after the Việt Nam Quốc’s dissolution in 1945|, | |Dae Joeson-gug being (Dae Joeson-gug) founded (Dae Joeson-gug) by Yi-Seong-gye as a tributary state (Dae Joeson-gug) and satellite kingdom (Dae Joeson-gug) of the Dà Míngguō in 1392| which |Dae Joeson-gug after its (Dae Joeson-gug’s) founding in 1392 by Yi-Seong-gye| lasted |Dae Joeson after its (Dae Joeson-gug’s) founding in 1392 by Yi-Seong-gye| until |the date of Dae Joeson-gug’s dissolution after its (Dae Joeson-gug’s) founding in 1392 by Yi-Seong-gye| 1898 and |the Sengoku Jidai which started with Yi-Seong-gye’s overthrow of Kutara and subsequent founding of Dae Joeson-gug in 1392| was |what the Sengoku Jidai which started with Yi-Seong-gye’s overthrow of Kutara and subsequent founding of Dae Joeson-gug in 1392 was| a long era of civil unrest and turmoil in |where in East Asia the Sengoku Jidai happened in| Nihon/Nippon/Yamato [the Land of the Rising Sun/Great Harmony/Japan |Nihon/Nippon/Yamato|, which |Nihon/Nippon/Yamato| consists |Nihon/Nippon/Yamato| of |the territories in East Asia governed by Nihon/Nippon| the Nihon Hondo |Japanese Home Islands (Nihon Hondo), Ryūkyū/Ruuchuu |Okinawa/the Ryukyu Islands (Ryūkyū/Ruuchuu), and the Senkaku |China’s Daiyou Islands (Senkaku)|], |the Sengoku Jidai that (the Sengoku Jidai) occured in Nihon/Nippon/Yamato| that |the Sengoku Jidai which (the Sengoku Jidai) started (the Sengoku Jidai) with Yi-Seong-gye’s overthrow of Kutara and (Yi-Seong-gye’s) subsequent founding of Dae Joeson in 1392| lasted |the Sengoku Jidai which (the Sengoku Jidai) started (the Sengoku Jidai) with Yi-Seong-gye’s overthrow of Kutara and (Yi-Seong-gye’s) subsequent founding of Dae Joeson-gug’s in 1392| until |the year the Sengoku Jidai which (the Sengoku Jidai) started (the Sengoku Jidai) with Yi-Seong-gye’s overthrow of Kutara and (Yi-Seong-gye’s) subsequent founding of Dae Joeson in 1392 ended| 1615 with |what caused the Sengoku Jidai to end| the establishment of |what was established that ended the Sengoku Jidai| the Tokugawa bakufu |Tokugawa shogunate (Tokugawa bakufu)|, which |the Tokugawa bakufu| was |the Tokugawa bakufu| a de jure absolute imperial monarchy |the Tokugawa bakufu| but |what else the Tokugawa bakufu was apart from (the Tokugawa bakufu) being a de jure absolute monarchy (the Tokugawa bakufu)| de facto feudal hereditary royal monarchial military dictatorship |the Tokugawa bakufu| located |the Tokugawa bakufu| in |the region of the world the Tokugawa bakufu was located in| East Asia, which |the Tokugawa bakufu| which |the Tokugawa bakufu| ruled |the Tokugawa bakufu| over |the East Asian territories controlled by the Tokugawa bakufu| the Nihon Hondo, |the Tokugawa bakufu| being |what happened to the Tokugawa bakufu| ruled |the Tokugawa bakufu| by |the reigning family of the Tokugawa bakufu ruling as combined de facto military dictators of feudal Japan and its |feudal Japan’s| de-facto kings| the Tokugawa-shi/Tokugawa-uji |Tokugawa clan (Tokugawa-shi/Tokugawa-uji)|, |the Tokugawa-shi/Tokugawa-uji ruling over the Tokugawa bakufu| as (what the reigning members of the Tokugawa-shi/Tokugawa-uji ruled over the Tokugawa bakufu as in their combined positions of head of government, de-facto kings and de-jure military dictators of the Tokugawa bakufu) its (the Tokugawa bakufu’s) seii taishōgun/shoguns |“barbarian-quelling generalissmos” (seii taishōgun/shoguns)| with the Daiwa no Koushitsu/Genasa/Kōshitsu |Imperial House of Yamato/Minamoto dynasty (Daiwa no Koushitsu/Genasa/Kōshitsu)| serving |the Daiwa no Koushitsu/Genasa/Kōshitsu| as |what position the members of the Daiwa no Koushitsu/Genasa/Kōshitsu held in the upper echelons of the Tokugawa bakufu’s government| its |the Tokugawa bakufu’s] Ōke |imperial family (Ōke)| and |what other position the Daiwa no Koushitsu/Genasa held in the upper echelons the government of the Tokugawa bakufu apart from being its (the Tokugawa bakufu’s) Ōke| chief priests |the Daiwa no Koushitsu/Genasa/Kōshitsu| of [which religion the Daiwa no Koushitsu/Genasa/Kōshitsu served (the Daiwa no Koushitsu/Genasa/Kōshitsu) as the chief priests (the Daiwa no Koushitsu/Genasa/Kōshitsu) as| Nihon’s/Nippon’s/Yamato’s main religion, Shinto |Nihon’s/Nippon’s/Yamato’s main religion|, from |the time period of the Tokugawa bakufu’s rule over the Nihon Hondo| 1603-1868 by |who established the Tokugawa bakufu| Tokugawa Ieyasu, |Tokugawa Ieyasu establishing the Tokugawa bakufu and (Tokugawa Ieyasu establishing the Tokugawa Bakufu) subsequently (Tokugawa Ieyasu) ending (Tokugawa Ieyasu) the Sengoku Jidai| in |when Tokugawa Ieyasu established the Tokugawa bakufu| 1603], more specifically [when in the Sengoku Jidai the story should take place] during the reign of the Dai Nihon Teikoku Bakufu [Imperial Shogunate of Great Japan |Dai Nihon Teikoku Bakufu|], [the Dai Nihon Teikoku Bakufu] an absolute imperial monarchial hereditary royal military dictatorship [the Dai Nihon Teikoku Bakufu] ruled [the Dai Nihon Teikoku Bakufu] by [the reigning family of the Dai Nihon Teikoku Bakufu serving as its |the Dai Nihon Teikoku Bakufu’s| royal combined heads of government and military] the Toyotomi-shi [Toyotomi clan] as [the position the Toyotomi-shi held as the royal monarchial hereditary military dictators and heads of government and military of the Dai Nihon Teikoku Bakufu] its [the Dai Nihon Teikoku Bakufu’s] Daijō-daijin [Chancellors of the Realm |Daijō-daijin| and [the other position the Toyotomi-shi held as the royal monarchial hereditary military dictators and heads of government and military of the Dai Nihon Teikoku Bakufu apart from being its Daijō-daijin] de-facto royal family [Toyotomi-shi], with the Daiwa no Koushitsu/Genasa as [what the reigning members of the Daiwa no Koushitsu/Genasa ruled the Dai Nihon Teikoku Bakufu as in their combined positions of ceremonial heads of state chief priests of the main religion of the Dai Nihon Teikoku Bakufu, Shinto] its [the Dai Nihon Teikoku Bakufu’s] Tenno [Emperors |Tenno|], which [the Dai Nihon Teikoku Bakufu] ruled [the Dai Nihon Teikoku Bakufu] over [the East Asian territories controlled by the Dai Nihon Teikoku Bakufu] Nihon/Nippon/Yamato and parts of Hanguk [the Korean peninsula/Korea |Hanguk|] from [the period of the Dai Nihon Teikoku Bakufu’s rule over the Nihon/Nippon/Yamato, and parts of Hanguk] 1585-1615, [the Dai Nihon Teikou Bakufu ruled by the Toyotomi shi as its Daijō-daijin and de-facto royal family and the Daiwa no Koushitsu/Genasa as its imperial family] is [the Dai Nihon Teikoku Bakufu] able to [the Dai Nihon Teikoku Bakufu] successfully invade and [the Dai Nihon Teikoku Bakufu] maintain its [the Dai Nihon’s] control over Hanguk during [the time period in which the Dai Nihon Teikoku Bakufu was able to invade and successfully maintain its control over Hanguk] the Imjin Wars of [when the Imjin Wars took place] 1592-1598, [the Dai Nihon Teikoku Bakufu being able to invade and successfully maintain control over Hanguk during the Imjin Wars of 1592-1598] due to [the reason for the Dai Nihon Teikoku Bakufu being able to invade and successfully maintain control over Hanguk during the Imjin Wars of 1592-1598] the assassination of [whose assassination helped Korean noble and navak commander Yi-Sun-Sin by a yangban [a member of the parasitic, lazy, corrupt, and decadent nobility of Korea that |the yangaban| worshipped Ming dynasty China before the establishment of the Korean Empire in 1898 and Japan’s annexation of Korea in 1910] prevents [what Yi-Sun-Sin’s assasination by a yangban prevents Dae Joseon-gug [the Dae Joseon-gug] which [the Dae Joseon-gug] was [what happened to the Dae Joseon-gug] ruled [the Dae Joseon-gug] by [who ruled the Dae Joseon-gug] the Jeonju Wangsil [Royal House of Jeonju Yi |Jeonju Wangsil|] as [what the Jeonju Wangsil ruled the Dae Joseon-gug as] its [the Dae Joseon-gug’s] royal family [the Jeonju Wangsil] from [when the Jeonju Wangsil ruled over the Dae Joseon-gug] 1392-1898, in [which East Asian nation Dae Joeson-gug was the government of] the peninsula [Hanguk], [Yi-Sun-Sin’s assasination by a yangaban preventing the Dae Joeson-gug from] deploying [what Yi-Sun-Sin’s assasination prevented the Dae Joeson-gug from deploying] the Joseon Sugun [Joeson Navy |Joseon Sugun|, the navy |Joseon Sugun| of |which East Asian nation the Joseon Sugun was (the Joseon Sugun} the navy (Joseon Sugun} of Dae-Joeson-gug from |when the Joseon Sugun was (Joseon Sugun} the navy (Joseon Sugun) of Dae Joeson-gug| 1419-1895], especially the Haebyeong [a special naval force |the Haebyeong| of |which East Asian nation the Haebyeong was the special naval force of| Dae Joeson-gug that |the Haebyeong| was |what the Haebyeong was| responsible |the Haebyeong| for |what the Haebyeong’s duties were| defending |what the Haebyeong were responsible for defending| the coastlines and harbors of the peninsula |Hanguk|, |the Haebyeong| being |what the Haebyeong were| equipped |the Haebyeong| with |what type of equipment the Haebyeong had| cannons, muskets, and swords] to [what the Joseon Sugun, especially the Haebyeong was supposed to do if Yi-Sun-Sin had lived] combat the Nihon-jin invasion of Hanguk [during the Imjin War of 1592-1598], Write a interesting and riveting erotic short story in the form of a erotic alternate historical fiction book chapter which takes place during the Sengoku Jidai [the Warring States |Sengoku Jidai| period of pre-Tokugawa bakufu |Tokugawa shogunate| history |the Sengoku Jidai|, which |the Sengoku Jidai|, started |the Sengoku Jidai| in |which year the Sengoku Jidai started in| 1392 with |which event caused the Sengoku Jidai| the overthrow of the Nihon-jin |Japanese (Nihon-jin)| province of |which Nihon-jin’s province’s overthrow caused the Sengoku Jidai| Kutara, |the Sengoku Jidai starting with the overthrow of Kutara| which |Kutara| ruled over |the territories ruled over by Kutara| Hanguk |the Korean peninsula/North and South Korea/Korea (Hanguk)| by |the person who overthrew Kutara| the rouge half- Huárén [Han Chinese/Chinese (Huárén)| ethnic Hanguk-saram |Korean/Han inhabitant of Korea (Hanguk-saram)| military commander Yi-Seong-Gye |the rouge military commander who (Seong-Gye) overthrew Kutara|, who |Yi-Seong-Gye after overthrowing Kutara| established |the state Yi-Seong-Gye established in Korea after overthrowing Kutara| Dae Joeson-gug |Great Joeson/the Kingdom of Great Joeson/Great Joeson Kingdom/Joeson Kingdom/Kingdom of Joeson/Great Joeson State (Dae Joeson-gug)|, an impoverished satellite kingdom |Dae Joeson-gug| and |what else was Dae Joeson-gug apart from being a satelite kingdom| of |which East Asian nation Dae Joeson was both a satelite kingdom and tributary state of| the Dà Míngguō |Great Ming State/Great Ming/Ming dynasty/Great Ming Empire/Empire of the Great Ming (Dà Míngguō)|, an absolute imperial East Asian monarchy |the Dà Míngguō| which |the Dà Míngguō| was |what the the Dà Míngguō was apart from being an absolute imperial East Asian monarchy| the last |what the Dà Míngguō was the last of| the imperial monarchic dynastic states created by the traditional Han Chinese imperial dynastic system, which |the Dà Míngguō| was |the Dà Míngguō| ruled by |the reigning family leading the Dà Míngguō during its (the Dà Míngguō’s) existence| the Zhūshì Huángshì |the Imperial House of Zhu/Chu (the Zhūshì Huángshì)| as |what the Zhūshì Huángshì ruled the Dà Míngguō as in its position as the Dà Míngguō’s reigning family| its [the Dà Míngguō’s] imperial family |the Zhūshì Huángshì|, |the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì)| which |the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì)| ruled |the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì)| over |the East Asian nation the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì) was (the Dà Míngguō) the government (the Dà Míngguō) of during its (the Dà Míngguō’s) existence| Zhōngguó |Han China/Hanland (Zhōngguó) excluding (what parts of China are excluded from Zhōngguó) Dongbei {Manchuria and Russia’s Transamur region), Nèi Měnggǔ (Inner Mongolia {Nèi Měnggǔ}), Xiziang (Tibet {Xiziang}), Ningxia and Xingjiang (East Turkestan {Xingjiang})| from |the period of the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family’s (Zhūshì Huángshì’s) rule over Zhōngguó during its (the Dà Míngguō’s) existence| 1368–1644 and |the East Asian imperial monarchial state the Dà Míngguō ruled over after its (the Dà Míngguō’s) rule over Zhōngguó ended in 1644| Nước Việt |Vietnam (Nước Việt)| as |what the Dà Míngguō ruled Nước Việt as after its (the Dà Míngguō’s) rule over Zhōngguó ended in 1644| the Việt Nam Quốc |Empire of Vietnam/Imperial Vietnam/Vietnamese Empire (Việt Nam Quốc)| from |the time period of the Dà Míngguō’s rule over Nước Việt as the Việt Nam Quốc when its (the Dà Míngguō’s) rule over Zhōngguó ended in 1644| 1802 to 1945 and |what the Dà Míngguō ruled Vietnam as after the Việt Nam Quốc ended in 1945| then as |what the Dà Míngguō ruled Nước Việt as after the Việt Nam Quốc was dissolved| the Quốc gia Việt Nam |State of Vietnam/Vietnamese State (Quốc gia Việt Nam)| from |the period of the first incarnation of the Dà Míngguō’s rule over Nước Việt as the Quốc gia Việt Nam after the dissolution of the Việt Nam Quốc in 1945| 1949-1955, with the Zhūshì Huángshì |what happened to the Zhūshì Huángshì| becoming |what the Zhūshì Huángshì became| the Nhà Nguyễn/Nguyễn triều/Nguyen Gia Mieu |Nguyễn dynasty/Imperial House of Nguyễn Phúc (Nhà Nguyễn/Nguyễn triều/Nguyen Gia Mieu)| during |when the Zhūshì Huángshì became the Nhà Nguyễn/Nguyễn triều/Nguyen Gia Mieu| the period of its |the Dà Míngguō’s| rule over Nước Việt |the Việt Nam Quốc which |the Việt Nam Quốc| lasted |the Việt Nam Quốc| from 1802-1945 and the Quốc gia Việt Nam which |the Quốc gia Việt Nam| ruled |the Quốc gia Việt Nam| Nước Việt from 1949-1955 after the Việt Nam Quốc’s dissolution in 1945|, | |Dae Joeson-gug being (Dae Joeson-gug) founded (Dae Joeson-gug) by Yi-Seong-gye as a tributary state (Dae Joeson-gug) and satellite kingdom (Dae Joeson-gug) of the Dà Míngguō in 1392| which |Dae Joeson-gug after its (Dae Joeson-gug’s) founding in 1392 by Yi-Seong-gye| lasted |Dae Joeson after its (Dae Joeson-gug’s) founding in 1392 by Yi-Seong-gye| until |the date of Dae Joeson-gug’s dissolution after its (Dae Joeson-gug’s) founding in 1392 by Yi-Seong-gye| 1898 and |the Sengoku Jidai which started with Yi-Seong-gye’s overthrow of Kutara and subsequent founding of Dae Joeson-gug in 1392| was |what the Sengoku Jidai which started with Yi-Seong-gye’s overthrow of Kutara and subsequent founding of Dae Joeson-gug in 1392 was| a long era of civil unrest and turmoil in |where in East Asia the Sengoku Jidai happened in| Nihon/Nippon/Yamato [the Land of the Rising Sun/Great Harmony/Japan |Nihon/Nippon/Yamato|, which |Nihon/Nippon/Yamato| consists |Nihon/Nippon/Yamato| of |the territories in East Asia governed by Nihon/Nippon| the Nihon Hondo |Japanese Home Islands (Nihon Hondo), Ryūkyū/Ruuchuu |Okinawa/the Ryukyu Islands (Ryūkyū/Ruuchuu), and the Senkaku |China’s Daiyou Islands (Senkaku)|], |the Sengoku Jidai that (the Sengoku Jidai) occured in Nihon/Nippon/Yamato| that |the Sengoku Jidai which (the Sengoku Jidai) started (the Sengoku Jidai) with Yi-Seong-gye’s overthrow of Kutara and (Yi-Seong-gye’s) subsequent founding of Dae Joeson in 1392| lasted |the Sengoku Jidai which (the Sengoku Jidai) started (the Sengoku Jidai) with Yi-Seong-gye’s overthrow of Kutara and (Yi-Seong-gye’s) subsequent founding of Dae Joeson-gug’s in 1392| until |the year the Sengoku Jidai which (the Sengoku Jidai) started (the Sengoku Jidai) with Yi-Seong-gye’s overthrow of Kutara and (Yi-Seong-gye’s) subsequent founding of Dae Joeson in 1392 ended| 1615 with |what caused the Sengoku Jidai to end| the establishment of |what was established that ended the Sengoku Jidai| the Tokugawa bakufu |Tokugawa shogunate (Tokugawa bakufu)|, which |the Tokugawa bakufu| was |the Tokugawa bakufu| a de jure absolute imperial monarchy |the Tokugawa bakufu| but |what else the Tokugawa bakufu was apart from (the Tokugawa bakufu) being a de jure absolute monarchy (the Tokugawa bakufu)| de facto feudal hereditary royal monarchial military dictatorship |the Tokugawa bakufu| located |the Tokugawa bakufu| in |the region of the world the Tokugawa bakufu was located in| East Asia, which |the Tokugawa bakufu| which |the Tokugawa bakufu| ruled |the Tokugawa bakufu| over |the East Asian territories controlled by the Tokugawa bakufu| the Nihon Hondo, |the Tokugawa bakufu| being |what happened to the Tokugawa bakufu| ruled |the Tokugawa bakufu| by |the reigning family of the Tokugawa bakufu ruling as combined de facto military dictators of feudal Japan and its |feudal Japan’s| de-facto kings| the Tokugawa-shi/Tokugawa-uji |Tokugawa clan (Tokugawa-shi/Tokugawa-uji)|, |the Tokugawa-shi/Tokugawa-uji ruling over the Tokugawa bakufu| as (what the reigning members of the Tokugawa-shi/Tokugawa-uji ruled over the Tokugawa bakufu as in their combined positions of head of government, de-facto kings and de-jure military dictators of the Tokugawa bakufu) its (the Tokugawa bakufu’s) seii taishōgun/shoguns |“barbarian-quelling generalissmos” (seii taishōgun/shoguns)| with the Daiwa no Koushitsu/Genasa/Kōshitsu |Imperial House of Yamato/Minamoto dynasty (Daiwa no Koushitsu/Genasa/Kōshitsu)| serving |the Daiwa no Koushitsu/Genasa/Kōshitsu| as |what position the members of the Daiwa no Koushitsu/Genasa/Kōshitsu held in the upper echelons of the Tokugawa bakufu’s government| its |the Tokugawa bakufu’s] Ōke |imperial family (Ōke)| and |what other position the Daiwa no Koushitsu/Genasa held in the upper echelons the government of the Tokugawa bakufu apart from being its (the Tokugawa bakufu’s) Ōke| chief priests |the Daiwa no Koushitsu/Genasa/Kōshitsu| of [which religion the Daiwa no Koushitsu/Genasa/Kōshitsu served (the Daiwa no Koushitsu/Genasa/Kōshitsu) as the chief priests (the Daiwa no Koushitsu/Genasa/Kōshitsu) as| Nihon’s/Nippon’s/Yamato’s main religion, Shinto |Nihon’s/Nippon’s/Yamato’s main religion|, from |the time period of the Tokugawa bakufu’s rule over the Nihon Hondo| 1603-1868 by |who established the Tokugawa bakufu| Tokugawa Ieyasu, |Tokugawa Ieyasu establishing the Tokugawa bakufu and (Tokugawa Ieyasu establishing the Tokugawa Bakufu) subsequently (Tokugawa Ieyasu) ending (Tokugawa Ieyasu) the Sengoku Jidai| in |when Tokugawa Ieyasu established the Tokugawa bakufu| 1603], more specifically [when in the Sengoku Jidai the story should take place] during the reign of the Dai Nihon Teikoku Bakufu [Imperial Shogunate of Great Japan |Dai Nihon Teikoku Bakufu|], [the Dai Nihon Teikoku Bakufu] an absolute imperial monarchial hereditary royal military dictatorship [the Dai Nihon Teikoku Bakufu] ruled [the Dai Nihon Teikoku Bakufu] by [the reigning family of the Dai Nihon Teikoku Bakufu serving as its |the Dai Nihon Teikoku Bakufu’s| royal combined heads of government and military] the Toyotomi-shi [Toyotomi clan] as [the position the Toyotomi-shi held as the royal monarchial hereditary military dictators and heads of government and military of the Dai Nihon Teikoku Bakufu] its [the Dai Nihon Teikoku Bakufu’s] Daijō-daijin [Chancellors of the Realm |Daijō-daijin| and [the other position the Toyotomi-shi held as the royal monarchial hereditary military dictators and heads of government and military of the Dai Nihon Teikoku Bakufu apart from being its Daijō-daijin] de-facto royal family [Toyotomi-shi], with the Daiwa no Koushitsu/Genasa as [what the reigning members of the Daiwa no Koushitsu/Genasa ruled the Dai Nihon Teikoku Bakufu as in their combined positions of ceremonial heads of state chief priests of the main religion of the Dai Nihon Teikoku Bakufu, Shinto] its [the Dai Nihon Teikoku Bakufu’s] Tenno [Emperors |Tenno|], which [the Dai Nihon Teikoku Bakufu] ruled [the Dai Nihon Teikoku Bakufu] over [the East Asian territories controlled by the Dai Nihon Teikoku Bakufu] Nihon/Nippon/Yamato and parts of Hanguk [the Korean peninsula/Korea |Hanguk|] from [the period of the Dai Nihon Teikoku Bakufu’s rule over the Nihon/Nippon/Yamato, and parts of Hanguk] 1585-1615, [the Dai Nihon Teikou Bakufu ruled by the Toyotomi shi as its Daijō-daijin and de-facto royal family and the Daiwa no Koushitsu/Genasa as its imperial family] is [the Dai Nihon Teikoku Bakufu] able to [the Dai Nihon Teikoku Bakufu] successfully invade and [the Dai Nihon Teikoku Bakufu] maintain its [the Dai Nihon’s] control over Hanguk during [the time period in which the Dai Nihon Teikoku Bakufu was able to invade and successfully maintain its control over Hanguk] the Imjin Wars of [when the Imjin Wars took place] 1592-1598, [the Dai Nihon Teikoku Bakufu being able to invade and successfully maintain control over Hanguk during the Imjin Wars of 1592-1598] due to [the reason for the Dai Nihon Teikoku Bakufu being able to invade and successfully maintain control over Hanguk during the Imjin Wars of 1592-1598] the assassination of [whose assassination helped Korean noble and navak commander Yi-Sun-Sin by a yangban [a member of the parasitic, lazy, corrupt, and decadent nobility of Korea that |the yangaban| worshipped the Dà Míngguō before the establishment of the Korean Empire in 1898 and Nihon’s/Nippon’s/Yamato’s annexation of Korea in 1910] prevents [what Yi-Sun-Sin’s assasination by a yangban prevents Dae Joseon-gug [the Dae Joseon-gug] which [the Dae Joseon-gug] was [what happened to the Dae Joseon-gug] ruled [the Dae Joseon-gug] by [who ruled the Dae Joseon-gug] the Jeonju Wangsil [Royal House of Jeonju Yi |Jeonju Wangsil|] as [what the Jeonju Wangsil ruled the Dae Joseon-gug as] its [the Dae Joseon-gug’s] royal family [the Jeonju Wangsil] from [when the Jeonju Wangsil ruled over the Dae Joseon-gug] 1392-1898, in [which East Asian nation Dae Joeson-gug was the government of] the peninsula [Hanguk], [Yi-Sun-Sin’s assasination by a yangaban preventing the Dae Joeson-gug from] deploying [what Yi-Sun-Sin’s assasination prevented the Dae Joeson-gug from deploying] the Joseon Sugun [Joeson Navy |Joseon Sugun|, the navy |Joseon Sugun| of |which East Asian nation the Joseon Sugun was (the Joseon Sugun} the navy (Joseon Sugun} of Dae-Joeson-gug from |when the Joseon Sugun was (Joseon Sugun} the navy (Joseon Sugun) of Dae Joeson-gug| 1419-1895], especially the Haebyeong [a special naval force |the Haebyeong| of |which East Asian nation the Haebyeong was the special naval force of| Dae Joeson-gug that |the Haebyeong| was |what the Haebyeong was| responsible |the Haebyeong| for |what the Haebyeong’s duties were| defending |what the Haebyeong were responsible for defending| the coastlines and harbors of the peninsula |Hanguk|, |the Haebyeong| being |what the Haebyeong were| equipped |the Haebyeong| with |what type of equipment the Haebyeong had| cannons, muskets, and swords] to [what the Joseon Sugun, especially the Haebyeong was supposed to do if Yi-Sun-Sin had lived] combat the Nihon-jin invasion of Hanguk [during the Imjin War of 1592-1598], with Nihon/Nippon/Yamato reclaiming [what Nihon/Nippon/Yamato reclaims] Chōsen [Kutara/Hanguk |Chōsen|] in [when Nihon/Nippon/Yamato reclaimed Chōsen] the last days of the Sengoku Jidai from [whom Nihon/Nippon/Yamato reclaimed Chōsen from] Yi-Seong-gye’s descendants in [how Nihon/Nippon/Yamato reclaimed Chōsen from Yi-Seong-gye’s descendants] a conflict with [whom Nihon/Nippon/Yamato fought] the Dà Míngguō, with the Dà Míngjūn [Great Ming Army/Army of the Great Ming/Imperial Ming Army |Dà Míngjūn|, the Dà Míngguō’s military |the Dà Míngjūn| from |how long the Dà Míngjūn lasted| 1368 to 1662], [the Dà Míngjūn] being [what happened to the Dà Míngjūn] decimated [the Dà Míngjūn] by [which military force destroyed the Dà Míngjūn] the more professional, well-trained, more heavily armored, gun-using Nihon-jin samurai troops, [the decimation of the Dà Míngjūn by the Nihon-jin samurai troops] forcing the Chinese Empire [the Dà Míngguō] to an armstice which saw Chōsen being returned to Nihon/Nippon/Yamato and Dae Joeson-gug being [what happened to Dae Joeson-gug after the war] declared a illegitimate regime [Dae Joeson-gug], with the fake Hanguk-saram [Korean |Hanguk-saram|] royal family [Yi-Seong-gye’s descendants] being married off, adopted into or becoming concubines to members of the Nihon-jin Ōke [the Daiwa no Koushitsu/Genasa/Kōshitsu] as well as other Nihon-jin noble, aristocratic, royal and samurai houses, [Yi-Seong-gye’s descendants being |Yi-Seong-gye’s descendants| married off, married off, adopted into or becoming concubines to members of the Nihon-jin Ōke as well as other as well as other Nihon-jin noble, aristocratic, royal and samurai houses] resulting in Hanguk being [what happens to Hanguk after its |Hanguk’s| reclaimation by the Nihon-jin as Chōsen] intergrated into Nihon/Nippon/Yamato by the time the Tokugawa bakufu rises to power, [Chōsen] remaining an intergral part of Nihon/Nippon/Yamato even as the Dà Míngguō falls in 1644 by the Jurchen tribes of Mongolia and the Great Qing Empire is born as a result of this [the Jurchen conquest of the Ming] and the Hanguk-saram eventually being [the Hanguk-saram] assimilated into the Greater Nihon-jin nation as the centuries go by, showing how the Tokugawa bakufu survived the Meiji Restoration and modernized and developed as the 20th century came near, [the Tokugawa bakufu] helping to prop up the Qing in Manchuria after the 1911 Xinhai Revolution while [the Tokugawa bakufu] helping restore the Dà Míngguō in Zhōngguó after the Xinhai Revolution. The timeline should also explain the origins of Master Samurai [Hyakka Ryouran], girls [Hyakka Ryouran] with immense psychic and magical power who [Master Samurai] can enter an altered state of consciousness that [Master Samurais’ altered state of consciousness] enhanced strength, speed and agility along with a complete clothing transformation when they [Master Samurai] make a pact with the man they [the Master Samurai] love, that [the Master Samurais’ transformation] they [the Master Samurai] can partially control at will, [the timeline] explaining how the presence of Master Samurai affect history.

question:Write a interesting, plausible and realistic, year by year alternate history timeline for the Hyakka Ryouran light novel, manga and anime franchise which starts during an alternate version of the Sengoku Jidai [the Warring States |Sengoku Jidai| period of pre-Tokugawa bakufu |Tokugawa shogunate| history |the Sengoku Jidai|, which |the Sengoku Jidai|, started |the Sengoku Jidai| in |which year the Sengoku Jidai started in| 1392 with |which event caused the Sengoku Jidai| the overthrow of the Nihon-jin |Japanese (Nihon-jin)| province of |which Nihon-jin’s province’s overthrow caused the Sengoku Jidai| Kutara, |the Sengoku Jidai starting with the overthrow of Kutara| which |Kutara| ruled over |the territories ruled over by Kutara| Hanguk |the Korean peninsula/North and South Korea/Korea (Hanguk)| by |the person who overthrew Kutara| the rouge half- Huárén [Han Chinese/Chinese (Huárén)| ethnic Hanguk-saram |Korean/Han inhabitant of Korea (Hanguk-saram)| military commander Yi-Seong-Gye |the rouge military commander who (Seong-Gye) overthrew Kutara|, who |Yi-Seong-Gye after overthrowing Kutara| established |the state Yi-Seong-Gye established in Korea after overthrowing Kutara| Dae Joeson-gug |Great Joeson/the Kingdom of Great Joeson/Great Joeson Kingdom/Joeson Kingdom/Kingdom of Joeson/Great Joeson State (Dae Joeson-gug)|, an impoverished satellite kingdom |Dae Joeson-gug| and |what else was Dae Joeson-gug apart from being a satelite kingdom| of |which East Asian nation Dae Joeson was both a satelite kingdom and tributary state of| the Dà Míngguō |Great Ming State/Great Ming/Ming dynasty/Great Ming Empire/Empire of the Great Ming (Dà Míngguō)|, an absolute imperial East Asian monarchy |the Dà Míngguō| which |the Dà Míngguō| was |what the the Dà Míngguō was apart from being an absolute imperial East Asian monarchy| the last |what the Dà Míngguō was the last of| the imperial monarchic dynastic states created by the traditional Han Chinese imperial dynastic system, which |the Dà Míngguō| was |the Dà Míngguō| ruled by |the reigning family leading the Dà Míngguō during its (the Dà Míngguō’s) existence| the Zhūshì Huángshì |the Imperial House of Zhu/Chu (the Zhūshì Huángshì)| as |what the Zhūshì Huángshì ruled the Dà Míngguō as in its position as the Dà Míngguō’s reigning family| its [the Dà Míngguō’s] imperial family |the Zhūshì Huángshì|, |the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì)| which |the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì)| ruled |the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì)| over |the East Asian nation the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì) was (the Dà Míngguō) the government (the Dà Míngguō) of during its (the Dà Míngguō’s) existence| Zhōngguó |Han China/Hanland (Zhōngguó) excluding (what parts of China are excluded from Zhōngguó) Dongbei {Manchuria and Russia’s Transamur region), Nèi Měnggǔ (Inner Mongolia {Nèi Měnggǔ}), Xiziang (Tibet {Xiziang}), Ningxia and Xingjiang (East Turkestan {Xingjiang})| from |the period of the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family’s (Zhūshì Huángshì’s) rule over Zhōngguó during its (the Dà Míngguō’s) existence| 1368–1644 and |the East Asian imperial monarchial state the Dà Míngguō ruled over after its (the Dà Míngguō’s) rule over Zhōngguó ended in 1644| Nước Việt |Vietnam (Nước Việt)| as |what the Dà Míngguō ruled Nước Việt as after its (the Dà Míngguō’s) rule over Zhōngguó ended in 1644| the Việt Nam Quốc |Empire of Vietnam/Imperial Vietnam/Vietnamese Empire (Việt Nam Quốc)| from |the time period of the Dà Míngguō’s rule over Nước Việt as the Việt Nam Quốc when its (the Dà Míngguō’s) rule over Zhōngguó ended in 1644| 1802 to 1945 and |what the Dà Míngguō ruled Vietnam as after the Việt Nam Quốc ended in 1945| then as |what the Dà Míngguō ruled Nước Việt as after the Việt Nam Quốc was dissolved| the Quốc gia Việt Nam |State of Vietnam/Vietnamese State (Quốc gia Việt Nam)| from |the period of the first incarnation of the Dà Míngguō’s rule over Nước Việt as the Quốc gia Việt Nam after the dissolution of the Việt Nam Quốc in 1945| 1949-1955, with the Zhūshì Huángshì |what happened to the Zhūshì Huángshì| becoming |what the Zhūshì Huángshì became| the Nhà Nguyễn/Nguyễn triều/Nguyen Gia Mieu |Nguyễn dynasty/Imperial House of Nguyễn Phúc (Nhà Nguyễn/Nguyễn triều/Nguyen Gia Mieu)| during |when the Zhūshì Huángshì became the Nhà Nguyễn/Nguyễn triều/Nguyen Gia Mieu| the period of its |the Dà Míngguō’s| rule over Nước Việt |the Việt Nam Quốc which |the Việt Nam Quốc| lasted |the Việt Nam Quốc| from 1802-1945 and the Quốc gia Việt Nam which |the Quốc gia Việt Nam| ruled |the Quốc gia Việt Nam| Nước Việt from 1949-1955 after the Việt Nam Quốc’s dissolution in 1945|, | |Dae Joeson-gug being (Dae Joeson-gug) founded (Dae Joeson-gug) by Yi-Seong-gye as a tributary state (Dae Joeson-gug) and satellite kingdom (Dae Joeson-gug) of the Dà Míngguō in 1392| which |Dae Joeson-gug after its (Dae Joeson-gug’s) founding in 1392 by Yi-Seong-gye| lasted |Dae Joeson after its (Dae Joeson-gug’s) founding in 1392 by Yi-Seong-gye| until |the date of Dae Joeson-gug’s dissolution after its (Dae Joeson-gug’s) founding in 1392 by Yi-Seong-gye| 1898 and |the Sengoku Jidai which started with Yi-Seong-gye’s overthrow of Kutara and subsequent founding of Dae Joeson-gug in 1392| was |what the Sengoku Jidai which started with Yi-Seong-gye’s overthrow of Kutara and subsequent founding of Dae Joeson-gug in 1392 was| a long era of civil unrest and turmoil in |where in East Asia the Sengoku Jidai happened in| Nihon/Nippon/Yamato [the Land of the Rising Sun/Great Harmony/Japan |Nihon/Nippon/Yamato|, which |Nihon/Nippon/Yamato| consists |Nihon/Nippon/Yamato| of |the territories in East Asia governed by Nihon/Nippon| the Nihon Hondo |Japanese Home Islands (Nihon Hondo), Ryūkyū/Ruuchuu |Okinawa/the Ryukyu Islands (Ryūkyū/Ruuchuu), and the Senkaku |China’s Daiyou Islands (Senkaku)|], |the Sengoku Jidai that (the Sengoku Jidai) occured in Nihon/Nippon/Yamato| that |the Sengoku Jidai which (the Sengoku Jidai) started (the Sengoku Jidai) with Yi-Seong-gye’s overthrow of Kutara and (Yi-Seong-gye’s) subsequent founding of Dae Joeson in 1392| lasted |the Sengoku Jidai which (the Sengoku Jidai) started (the Sengoku Jidai) with Yi-Seong-gye’s overthrow of Kutara and (Yi-Seong-gye’s) subsequent founding of Dae Joeson-gug’s in 1392| until |the year the Sengoku Jidai which (the Sengoku Jidai) started (the Sengoku Jidai) with Yi-Seong-gye’s overthrow of Kutara and (Yi-Seong-gye’s) subsequent founding of Dae Joeson in 1392 ended| 1615 with |what caused the Sengoku Jidai to end| the establishment of |what was established that ended the Sengoku Jidai| the Tokugawa bakufu |Tokugawa shogunate (Tokugawa bakufu)|, which |the Tokugawa bakufu| was |the Tokugawa bakufu| a de jure absolute imperial monarchy |the Tokugawa bakufu| but |what else the Tokugawa bakufu was apart from (the Tokugawa bakufu) being a de jure absolute monarchy (the Tokugawa bakufu)| de facto feudal hereditary royal monarchial military dictatorship |the Tokugawa bakufu| located |the Tokugawa bakufu| in |the region of the world the Tokugawa bakufu was located in| East Asia, which |the Tokugawa bakufu| which |the Tokugawa bakufu| ruled |the Tokugawa bakufu| over |the East Asian territories controlled by the Tokugawa bakufu| the Nihon Hondo, |the Tokugawa bakufu| being |what happened to the Tokugawa bakufu| ruled |the Tokugawa bakufu| by |the reigning family of the Tokugawa bakufu ruling as combined de facto military dictators of feudal Japan and its |feudal Japan’s| de-facto kings| the Tokugawa-shi/Tokugawa-uji |Tokugawa clan (Tokugawa-shi/Tokugawa-uji)|, |the Tokugawa-shi/Tokugawa-uji ruling over the Tokugawa bakufu| as (what the reigning members of the Tokugawa-shi/Tokugawa-uji ruled over the Tokugawa bakufu as in their combined positions of head of government, de-facto kings and de-jure military dictators of the Tokugawa bakufu) its (the Tokugawa bakufu’s) seii taishōgun/shoguns |“barbarian-quelling generalissmos” (seii taishōgun/shoguns)| with the Daiwa no Koushitsu/Genasa/Kōshitsu |Imperial House of Yamato/Minamoto dynasty (Daiwa no Koushitsu/Genasa/Kōshitsu)| serving |the Daiwa no Koushitsu/Genasa/Kōshitsu| as |what position the members of the Daiwa no Koushitsu/Genasa/Kōshitsu held in the upper echelons of the Tokugawa bakufu’s government| its |the Tokugawa bakufu’s] Ōke |imperial family (Ōke)| and |what other position the Daiwa no Koushitsu/Genasa held in the upper echelons the government of the Tokugawa bakufu apart from being its (the Tokugawa bakufu’s) Ōke| chief priests |the Daiwa no Koushitsu/Genasa/Kōshitsu| of [which religion the Daiwa no Koushitsu/Genasa/Kōshitsu served (the Daiwa no Koushitsu/Genasa/Kōshitsu) as the chief priests (the Daiwa no Koushitsu/Genasa/Kōshitsu) as| Nihon’s/Nippon’s/Yamato’s main religion, Shinto |Nihon’s/Nippon’s/Yamato’s main religion|, from |the time period of the Tokugawa bakufu’s rule over the Nihon Hondo| 1603-1868 by |who established the Tokugawa bakufu| Tokugawa Ieyasu, |Tokugawa Ieyasu establishing the Tokugawa bakufu and (Tokugawa Ieyasu establishing the Tokugawa Bakufu) subsequently (Tokugawa Ieyasu) ending (Tokugawa Ieyasu) the Sengoku Jidai| in |when Tokugawa Ieyasu established the Tokugawa bakufu| 1603], more specifically [when in the Sengoku Jidai the story should take place] during the reign of the Dai Nihon Teikoku Bakufu [Imperial Shogunate of Great Japan |Dai Nihon Teikoku Bakufu|], [the Dai Nihon Teikoku Bakufu] an absolute imperial monarchial hereditary royal military dictatorship [the Dai Nihon Teikoku Bakufu] ruled [the Dai Nihon Teikoku Bakufu] by [the reigning family of the Dai Nihon Teikoku Bakufu serving as its |the Dai Nihon Teikoku Bakufu’s| royal combined heads of government and military] the Toyotomi-shi [Toyotomi clan] as [the position the Toyotomi-shi held as the royal monarchial hereditary military dictators and heads of government and military of the Dai Nihon Teikoku Bakufu] its [the Dai Nihon Teikoku Bakufu’s] Daijō-daijin [Chancellors of the Realm |Daijō-daijin| and [the other position the Toyotomi-shi held as the royal monarchial hereditary military dictators and heads of government and military of the Dai Nihon Teikoku Bakufu apart from being its Daijō-daijin] de-facto royal family [Toyotomi-shi], with the Daiwa no Koushitsu/Genasa as [what the reigning members of the Daiwa no Koushitsu/Genasa ruled the Dai Nihon Teikoku Bakufu as in their combined positions of ceremonial heads of state chief priests of the main religion of the Dai Nihon Teikoku Bakufu, Shinto] its [the Dai Nihon Teikoku Bakufu’s] Tenno [Emperors |Tenno|], which [the Dai Nihon Teikoku Bakufu] ruled [the Dai Nihon Teikoku Bakufu] over [the East Asian territories controlled by the Dai Nihon Teikoku Bakufu] Nihon/Nippon/Yamato and parts of Hanguk [the Korean peninsula/Korea |Hanguk|] from [the period of the Dai Nihon Teikoku Bakufu’s rule over the Nihon/Nippon/Yamato, and parts of Hanguk] 1585-1615, [the Dai Nihon Teikou Bakufu ruled by the Toyotomi shi as its Daijō-daijin and de-facto royal family and the Daiwa no Koushitsu/Genasa as its imperial family] is [the Dai Nihon Teikoku Bakufu] able to [the Dai Nihon Teikoku Bakufu] successfully invade and [the Dai Nihon Teikoku Bakufu] maintain its [the Dai Nihon’s] control over Hanguk during [the time period in which the Dai Nihon Teikoku Bakufu was able to invade and successfully maintain its control over Hanguk] the Imjin Wars of [when the Imjin Wars took place] 1592-1598, [the Dai Nihon Teikoku Bakufu being able to invade and successfully maintain control over Hanguk during the Imjin Wars of 1592-1598] due to [the reason for the Dai Nihon Teikoku Bakufu being able to invade and successfully maintain control over Hanguk during the Imjin Wars of 1592-1598] the assassination of [whose assassination helped Korean noble and navak commander Yi-Sun-Sin by a yangban [a member of the parasitic, lazy, corrupt, and decadent nobility of Korea that |the yangaban| worshipped Ming dynasty China before the establishment of the Korean Empire in 1898 and Japan’s annexation of Korea in 1910] prevents [what Yi-Sun-Sin’s assasination by a yangban prevents Dae Joseon-gug [the Dae Joseon-gug] which [the Dae Joseon-gug] was [what happened to the Dae Joseon-gug] ruled [the Dae Joseon-gug] by [who ruled the Dae Joseon-gug] the Jeonju Wangsil [Royal House of Jeonju Yi |Jeonju Wangsil|] as [what the Jeonju Wangsil ruled the Dae Joseon-gug as] its [the Dae Joseon-gug’s] royal family [the Jeonju Wangsil] from [when the Jeonju Wangsil ruled over the Dae Joseon-gug] 1392-1898, in [which East Asian nation Dae Joeson-gug was the government of] the peninsula [Hanguk], [Yi-Sun-Sin’s assasination by a yangaban preventing the Dae Joeson-gug from] deploying [what Yi-Sun-Sin’s assasination prevented the Dae Joeson-gug from deploying] the Joseon Sugun [Joeson Navy |Joseon Sugun|, the navy |Joseon Sugun| of |which East Asian nation the Joseon Sugun was (the Joseon Sugun} the navy (Joseon Sugun} of Dae-Joeson-gug from |when the Joseon Sugun was (Joseon Sugun} the navy (Joseon Sugun) of Dae Joeson-gug| 1419-1895], especially the Haebyeong [a special naval force |the Haebyeong| of |which East Asian nation the Haebyeong was the special naval force of| Dae Joeson-gug that |the Haebyeong| was |what the Haebyeong was| responsible |the Haebyeong| for |what the Haebyeong’s duties were| defending |what the Haebyeong were responsible for defending| the coastlines and harbors of the peninsula |Hanguk|, |the Haebyeong| being |what the Haebyeong were| equipped |the Haebyeong| with |what type of equipment the Haebyeong had| cannons, muskets, and swords] to [what the Joseon Sugun, especially the Haebyeong was supposed to do if Yi-Sun-Sin had lived] combat the Nihon-jin invasion of Hanguk [during the Imjin War of 1592-1598], Write a interesting and riveting erotic short story in the form of a erotic alternate historical fiction book chapter which takes place during the Sengoku Jidai [the Warring States |Sengoku Jidai| period of pre-Tokugawa bakufu |Tokugawa shogunate| history |the Sengoku Jidai|, which |the Sengoku Jidai|, started |the Sengoku Jidai| in |which year the Sengoku Jidai started in| 1392 with |which event caused the Sengoku Jidai| the overthrow of the Nihon-jin |Japanese (Nihon-jin)| province of |which Nihon-jin’s province’s overthrow caused the Sengoku Jidai| Kutara, |the Sengoku Jidai starting with the overthrow of Kutara| which |Kutara| ruled over |the territories ruled over by Kutara| Hanguk |the Korean peninsula/North and South Korea/Korea (Hanguk)| by |the person who overthrew Kutara| the rouge half- Huárén [Han Chinese/Chinese (Huárén)| ethnic Hanguk-saram |Korean/Han inhabitant of Korea (Hanguk-saram)| military commander Yi-Seong-Gye |the rouge military commander who (Seong-Gye) overthrew Kutara|, who |Yi-Seong-Gye after overthrowing Kutara| established |the state Yi-Seong-Gye established in Korea after overthrowing Kutara| Dae Joeson-gug |Great Joeson/the Kingdom of Great Joeson/Great Joeson Kingdom/Joeson Kingdom/Kingdom of Joeson/Great Joeson State (Dae Joeson-gug)|, an impoverished satellite kingdom |Dae Joeson-gug| and |what else was Dae Joeson-gug apart from being a satelite kingdom| of |which East Asian nation Dae Joeson was both a satelite kingdom and tributary state of| the Dà Míngguō |Great Ming State/Great Ming/Ming dynasty/Great Ming Empire/Empire of the Great Ming (Dà Míngguō)|, an absolute imperial East Asian monarchy |the Dà Míngguō| which |the Dà Míngguō| was |what the the Dà Míngguō was apart from being an absolute imperial East Asian monarchy| the last |what the Dà Míngguō was the last of| the imperial monarchic dynastic states created by the traditional Han Chinese imperial dynastic system, which |the Dà Míngguō| was |the Dà Míngguō| ruled by |the reigning family leading the Dà Míngguō during its (the Dà Míngguō’s) existence| the Zhūshì Huángshì |the Imperial House of Zhu/Chu (the Zhūshì Huángshì)| as |what the Zhūshì Huángshì ruled the Dà Míngguō as in its position as the Dà Míngguō’s reigning family| its [the Dà Míngguō’s] imperial family |the Zhūshì Huángshì|, |the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì)| which |the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì)| ruled |the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì)| over |the East Asian nation the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family (the Zhūshì Huángshì) was (the Dà Míngguō) the government (the Dà Míngguō) of during its (the Dà Míngguō’s) existence| Zhōngguó |Han China/Hanland (Zhōngguó) excluding (what parts of China are excluded from Zhōngguó) Dongbei {Manchuria and Russia’s Transamur region), Nèi Měnggǔ (Inner Mongolia {Nèi Měnggǔ}), Xiziang (Tibet {Xiziang}), Ningxia and Xingjiang (East Turkestan {Xingjiang})| from |the period of the Dà Míngguō ruled (the Dà Míngguō) by the Zhūshì Huángshì as its (the Dà Míngguō’s) imperial family’s (Zhūshì Huángshì’s) rule over Zhōngguó during its (the Dà Míngguō’s) existence| 1368–1644 and |the East Asian imperial monarchial state the Dà Míngguō ruled over after its (the Dà Míngguō’s) rule over Zhōngguó ended in 1644| Nước Việt |Vietnam (Nước Việt)| as |what the Dà Míngguō ruled Nước Việt as after its (the Dà Míngguō’s) rule over Zhōngguó ended in 1644| the Việt Nam Quốc |Empire of Vietnam/Imperial Vietnam/Vietnamese Empire (Việt Nam Quốc)| from |the time period of the Dà Míngguō’s rule over Nước Việt as the Việt Nam Quốc when its (the Dà Míngguō’s) rule over Zhōngguó ended in 1644| 1802 to 1945 and |what the Dà Míngguō ruled Vietnam as after the Việt Nam Quốc ended in 1945| then as |what the Dà Míngguō ruled Nước Việt as after the Việt Nam Quốc was dissolved| the Quốc gia Việt Nam |State of Vietnam/Vietnamese State (Quốc gia Việt Nam)| from |the period of the first incarnation of the Dà Míngguō’s rule over Nước Việt as the Quốc gia Việt Nam after the dissolution of the Việt Nam Quốc in 1945| 1949-1955, with the Zhūshì Huángshì |what happened to the Zhūshì Huángshì| becoming |what the Zhūshì Huángshì became| the Nhà Nguyễn/Nguyễn triều/Nguyen Gia Mieu |Nguyễn dynasty/Imperial House of Nguyễn Phúc (Nhà Nguyễn/Nguyễn triều/Nguyen Gia Mieu)| during |when the Zhūshì Huángshì became the Nhà Nguyễn/Nguyễn triều/Nguyen Gia Mieu| the period of its |the Dà Míngguō’s| rule over Nước Việt |the Việt Nam Quốc which |the Việt Nam Quốc| lasted |the Việt Nam Quốc| from 1802-1945 and the Quốc gia Việt Nam which |the Quốc gia Việt Nam| ruled |the Quốc gia Việt Nam| Nước Việt from 1949-1955 after the Việt Nam Quốc’s dissolution in 1945|, | |Dae Joeson-gug being (Dae Joeson-gug) founded (Dae Joeson-gug) by Yi-Seong-gye as a tributary state (Dae Joeson-gug) and satellite kingdom (Dae Joeson-gug) of the Dà Míngguō in 1392| which |Dae Joeson-gug after its (Dae Joeson-gug’s) founding in 1392 by Yi-Seong-gye| lasted |Dae Joeson after its (Dae Joeson-gug’s) founding in 1392 by Yi-Seong-gye| until |the date of Dae Joeson-gug’s dissolution after its (Dae Joeson-gug’s) founding in 1392 by Yi-Seong-gye| 1898 and |the Sengoku Jidai which started with Yi-Seong-gye’s overthrow of Kutara and subsequent founding of Dae Joeson-gug in 1392| was |what the Sengoku Jidai which started with Yi-Seong-gye’s overthrow of Kutara and subsequent founding of Dae Joeson-gug in 1392 was| a long era of civil unrest and turmoil in |where in East Asia the Sengoku Jidai happened in| Nihon/Nippon/Yamato [the Land of the Rising Sun/Great Harmony/Japan |Nihon/Nippon/Yamato|, which |Nihon/Nippon/Yamato| consists |Nihon/Nippon/Yamato| of |the territories in East Asia governed by Nihon/Nippon| the Nihon Hondo |Japanese Home Islands (Nihon Hondo), Ryūkyū/Ruuchuu |Okinawa/the Ryukyu Islands (Ryūkyū/Ruuchuu), and the Senkaku |China’s Daiyou Islands (Senkaku)|], |the Sengoku Jidai that (the Sengoku Jidai) occured in Nihon/Nippon/Yamato| that |the Sengoku Jidai which (the Sengoku Jidai) started (the Sengoku Jidai) with Yi-Seong-gye’s overthrow of Kutara and (Yi-Seong-gye’s) subsequent founding of Dae Joeson in 1392| lasted |the Sengoku Jidai which (the Sengoku Jidai) started (the Sengoku Jidai) with Yi-Seong-gye’s overthrow of Kutara and (Yi-Seong-gye’s) subsequent founding of Dae Joeson-gug’s in 1392| until |the year the Sengoku Jidai which (the Sengoku Jidai) started (the Sengoku Jidai) with Yi-Seong-gye’s overthrow of Kutara and (Yi-Seong-gye’s) subsequent founding of Dae Joeson in 1392 ended| 1615 with |what caused the Sengoku Jidai to end| the establishment of |what was established that ended the Sengoku Jidai| the Tokugawa bakufu |Tokugawa shogunate (Tokugawa bakufu)|, which |the Tokugawa bakufu| was |the Tokugawa bakufu| a de jure absolute imperial monarchy |the Tokugawa bakufu| but |what else the Tokugawa bakufu was apart from (the Tokugawa bakufu) being a de jure absolute monarchy (the Tokugawa bakufu)| de facto feudal hereditary royal monarchial military dictatorship |the Tokugawa bakufu| located |the Tokugawa bakufu| in |the region of the world the Tokugawa bakufu was located in| East Asia, which |the Tokugawa bakufu| which |the Tokugawa bakufu| ruled |the Tokugawa bakufu| over |the East Asian territories controlled by the Tokugawa bakufu| the Nihon Hondo, |the Tokugawa bakufu| being |what happened to the Tokugawa bakufu| ruled |the Tokugawa bakufu| by |the reigning family of the Tokugawa bakufu ruling as combined de facto military dictators of feudal Japan and its |feudal Japan’s| de-facto kings| the Tokugawa-shi/Tokugawa-uji |Tokugawa clan (Tokugawa-shi/Tokugawa-uji)|, |the Tokugawa-shi/Tokugawa-uji ruling over the Tokugawa bakufu| as (what the reigning members of the Tokugawa-shi/Tokugawa-uji ruled over the Tokugawa bakufu as in their combined positions of head of government, de-facto kings and de-jure military dictators of the Tokugawa bakufu) its (the Tokugawa bakufu’s) seii taishōgun/shoguns |“barbarian-quelling generalissmos” (seii taishōgun/shoguns)| with the Daiwa no Koushitsu/Genasa/Kōshitsu |Imperial House of Yamato/Minamoto dynasty (Daiwa no Koushitsu/Genasa/Kōshitsu)| serving |the Daiwa no Koushitsu/Genasa/Kōshitsu| as |what position the members of the Daiwa no Koushitsu/Genasa/Kōshitsu held in the upper echelons of the Tokugawa bakufu’s government| its |the Tokugawa bakufu’s] Ōke |imperial family (Ōke)| and |what other position the Daiwa no Koushitsu/Genasa held in the upper echelons the government of the Tokugawa bakufu apart from being its (the Tokugawa bakufu’s) Ōke| chief priests |the Daiwa no Koushitsu/Genasa/Kōshitsu| of [which religion the Daiwa no Koushitsu/Genasa/Kōshitsu served (the Daiwa no Koushitsu/Genasa/Kōshitsu) as the chief priests (the Daiwa no Koushitsu/Genasa/Kōshitsu) as| Nihon’s/Nippon’s/Yamato’s main religion, Shinto |Nihon’s/Nippon’s/Yamato’s main religion|, from |the time period of the Tokugawa bakufu’s rule over the Nihon Hondo| 1603-1868 by |who established the Tokugawa bakufu| Tokugawa Ieyasu, |Tokugawa Ieyasu establishing the Tokugawa bakufu and (Tokugawa Ieyasu establishing the Tokugawa Bakufu) subsequently (Tokugawa Ieyasu) ending (Tokugawa Ieyasu) the Sengoku Jidai| in |when Tokugawa Ieyasu established the Tokugawa bakufu| 1603], more specifically [when in the Sengoku Jidai the story should take place] during the reign of the Dai Nihon Teikoku Bakufu [Imperial Shogunate of Great Japan |Dai Nihon Teikoku Bakufu|], [the Dai Nihon Teikoku Bakufu] an absolute imperial monarchial hereditary royal military dictatorship [the Dai Nihon Teikoku Bakufu] ruled [the Dai Nihon Teikoku Bakufu] by [the reigning family of the Dai Nihon Teikoku Bakufu serving as its |the Dai Nihon Teikoku Bakufu’s| royal combined heads of government and military] the Toyotomi-shi [Toyotomi clan] as [the position the Toyotomi-shi held as the royal monarchial hereditary military dictators and heads of government and military of the Dai Nihon Teikoku Bakufu] its [the Dai Nihon Teikoku Bakufu’s] Daijō-daijin [Chancellors of the Realm |Daijō-daijin| and [the other position the Toyotomi-shi held as the royal monarchial hereditary military dictators and heads of government and military of the Dai Nihon Teikoku Bakufu apart from being its Daijō-daijin] de-facto royal family [Toyotomi-shi], with the Daiwa no Koushitsu/Genasa as [what the reigning members of the Daiwa no Koushitsu/Genasa ruled the Dai Nihon Teikoku Bakufu as in their combined positions of ceremonial heads of state chief priests of the main religion of the Dai Nihon Teikoku Bakufu, Shinto] its [the Dai Nihon Teikoku Bakufu’s] Tenno [Emperors |Tenno|], which [the Dai Nihon Teikoku Bakufu] ruled [the Dai Nihon Teikoku Bakufu] over [the East Asian territories controlled by the Dai Nihon Teikoku Bakufu] Nihon/Nippon/Yamato and parts of Hanguk [the Korean peninsula/Korea |Hanguk|] from [the period of the Dai Nihon Teikoku Bakufu’s rule over the Nihon/Nippon/Yamato, and parts of Hanguk] 1585-1615, [the Dai Nihon Teikou Bakufu ruled by the Toyotomi shi as its Daijō-daijin and de-facto royal family and the Daiwa no Koushitsu/Genasa as its imperial family] is [the Dai Nihon Teikoku Bakufu] able to [the Dai Nihon Teikoku Bakufu] successfully invade and [the Dai Nihon Teikoku Bakufu] maintain its [the Dai Nihon’s] control over Hanguk during [the time period in which the Dai Nihon Teikoku Bakufu was able to invade and successfully maintain its control over Hanguk] the Imjin Wars of [when the Imjin Wars took place] 1592-1598, [the Dai Nihon Teikoku Bakufu being able to invade and successfully maintain control over Hanguk during the Imjin Wars of 1592-1598] due to [the reason for the Dai Nihon Teikoku Bakufu being able to invade and successfully maintain control over Hanguk during the Imjin Wars of 1592-1598] the assassination of [whose assassination helped Korean noble and navak commander Yi-Sun-Sin by a yangban [a member of the parasitic, lazy, corrupt, and decadent nobility of Korea that |the yangaban| worshipped the Dà Míngguō before the establishment of the Korean Empire in 1898 and Nihon’s/Nippon’s/Yamato’s annexation of Korea in 1910] prevents [what Yi-Sun-Sin’s assasination by a yangban prevents Dae Joseon-gug [the Dae Joseon-gug] which [the Dae Joseon-gug] was [what happened to the Dae Joseon-gug] ruled [the Dae Joseon-gug] by [who ruled the Dae Joseon-gug] the Jeonju Wangsil [Royal House of Jeonju Yi |Jeonju Wangsil|] as [what the Jeonju Wangsil ruled the Dae Joseon-gug as] its [the Dae Joseon-gug’s] royal family [the Jeonju Wangsil] from [when the Jeonju Wangsil ruled over the Dae Joseon-gug] 1392-1898, in [which East Asian nation Dae Joeson-gug was the government of] the peninsula [Hanguk], [Yi-Sun-Sin’s assasination by a yangaban preventing the Dae Joeson-gug from] deploying [what Yi-Sun-Sin’s assasination prevented the Dae Joeson-gug from deploying] the Joseon Sugun [Joeson Navy |Joseon Sugun|, the navy |Joseon Sugun| of |which East Asian nation the Joseon Sugun was (the Joseon Sugun} the navy (Joseon Sugun} of Dae-Joeson-gug from |when the Joseon Sugun was (Joseon Sugun} the navy (Joseon Sugun) of Dae Joeson-gug| 1419-1895], especially the Haebyeong [a special naval force |the Haebyeong| of |which East Asian nation the Haebyeong was the special naval force of| Dae Joeson-gug that |the Haebyeong| was |what the Haebyeong was| responsible |the Haebyeong| for |what the Haebyeong’s duties were| defending |what the Haebyeong were responsible for defending| the coastlines and harbors of the peninsula |Hanguk|, |the Haebyeong| being |what the Haebyeong were| equipped |the Haebyeong| with |what type of equipment the Haebyeong had| cannons, muskets, and swords] to [what the Joseon Sugun, especially the Haebyeong was supposed to do if Yi-Sun-Sin had lived] combat the Nihon-jin invasion of Hanguk [during the Imjin War of 1592-1598], with Nihon/Nippon/Yamato reclaiming [what Nihon/Nippon/Yamato reclaims] Chōsen [Kutara/Hanguk |Chōsen|] in [when Nihon/Nippon/Yamato reclaimed Chōsen] the last days of the Sengoku Jidai from [whom Nihon/Nippon/Yamato reclaimed Chōsen from] Yi-Seong-gye’s descendants in [how Nihon/Nippon/Yamato reclaimed Chōsen from Yi-Seong-gye’s descendants] a conflict with [whom Nihon/Nippon/Yamato fought] the Dà Míngguō, with the Dà Míngjūn [Great Ming Army/Army of the Great Ming/Imperial Ming Army |Dà Míngjūn|, the Dà Míngguō’s military |the Dà Míngjūn| from |how long the Dà Míngjūn lasted| 1368 to 1662], [the Dà Míngjūn] being [what happened to the Dà Míngjūn] decimated [the Dà Míngjūn] by [which military force destroyed the Dà Míngjūn] the more professional, well-trained, more heavily armored, gun-using Nihon-jin samurai troops, [the decimation of the Dà Míngjūn by the Nihon-jin samurai troops] forcing the Chinese Empire [the Dà Míngguō] to an armstice which saw Chōsen being returned to Nihon/Nippon/Yamato and Dae Joeson-gug being [what happened to Dae Joeson-gug after the war] declared a illegitimate regime [Dae Joeson-gug], with the fake Hanguk-saram [Korean |Hanguk-saram|] royal family [Yi-Seong-gye’s descendants] being married off, adopted into or becoming concubines to members of the Nihon-jin Ōke [the Daiwa no Koushitsu/Genasa/Kōshitsu] as well as other Nihon-jin noble, aristocratic, royal and samurai houses, [Yi-Seong-gye’s descendants being |Yi-Seong-gye’s descendants| married off, married off, adopted into or becoming concubines to members of the Nihon-jin Ōke as well as other as well as other Nihon-jin noble, aristocratic, royal and samurai houses] resulting in Hanguk being [what happens to Hanguk after its |Hanguk’s| reclaimation by the Nihon-jin as Chōsen] intergrated into Nihon/Nippon/Yamato by the time the Tokugawa bakufu rises to power, [Chōsen] remaining an intergral part of Nihon/Nippon/Yamato even as the Dà Míngguō falls in 1644 by the Jurchen tribes of Mongolia and the Great Qing Empire is born as a result of this [the Jurchen conquest of the Ming] and the Hanguk-saram eventually being [the Hanguk-saram] assimilated into the Greater Nihon-jin nation as the centuries go by, showing how the Tokugawa bakufu survived the Meiji Restoration and modernized and developed as the 20th century came near, [the Tokugawa bakufu] helping to prop up the Qing in Manchuria after the 1911 Xinhai Revolution while [the Tokugawa bakufu] helping restore the Dà Míngguō in Zhōngguó after the Xinhai Revolution. The timeline should also explain the origins of Master Samurai [Hyakka Ryouran], girls [Hyakka Ryouran] with immense psychic and magical power who [Master Samurai] can enter an altered state of consciousness that [Master Samurais’ altered state of consciousness] enhanced strength, speed and agility along with a complete clothing transformation when they [Master Samurai] make a pact with the man they [the Master Samurai] love, that [the Master Samurais’ transformation] they [the Master Samurai] can partially control at will, [the timeline] explaining how the presence of Master Samurai affect history.

question:Write a story that is a catfight narrative that depicts an intense physical altercation between two women, Alizia (Brazilian) and Jannet (Roumanian), two fit, muscular, voluptuous, attractive and gorgeous blonde bombshells, who are arch-rivals, colleagues office as secretary and receptionist respectively, as well as in love with the company's manager. Describe the company where they work in, located in Florida where both women lived in, and stage of the beggining scene is in their workplace (Describe details of the stage) as both women work. Create a scene where both women have an encounter, both usually and friendly to staff and others, even to themselves should they have to work in presence of others, but a very rare moment appeared in which both women were alone. With their rivalry getting the best of them and taking pokes at each other, although privately and without anyone noticing, prefering to keep their rivalry between them. Include mosyly English dialogues but also include with Alizia speaking in Portuguese at times and Jannet speaking in Spanish, due to her ex-boyfriend, at times as well

question:I get this : Epoch Training Loss Validation Loss 0 1.443500 1.128806 1 1.014600 0.959285 There were missing keys in the checkpoint model loaded: ['lm_head.weight']. when i run this code: import torch from transformers import GPT2Tokenizer, GPT2LMHeadModel, Trainer, TrainingArguments from datasets import load_dataset # Load and preprocess the dataset dataset = load_dataset('json', data_files={'train': 'train.jsonl', 'validation': 'test.jsonl'}) # Define a function to concatenate the question and answer def concatenate_qa(example): example['input_text'] = example['question'] + " <sep> " + example['answer'] return example # Apply the function to concatenate the question and answer dataset = dataset.map(concatenate_qa) # Create GPT-2 tokenizer and add special tokens tokenizer = GPT2Tokenizer.from_pretrained("gpt2") special_tokens_dict = {"sep_token": "<sep>"} tokenizer.add_special_tokens(special_tokens_dict) tokenizer.pad_token = tokenizer.eos_token # Update the model to account for new tokens model = GPT2LMHeadModel.from_pretrained("gpt2") model.resize_token_embeddings(len(tokenizer)) # Tokenization function with reduced max_length and including labels def tokenize_function(examples): # Tokenize inputs for language modeling tokenized_inputs = tokenizer( examples["input_text"], max_length=288, # Adjust as needed based on GPU capacity padding="max_length", truncation=True, return_tensors="pt" ) # In language modeling, the labels are the same as the input IDs tokenized_inputs["labels"] = tokenized_inputs["input_ids"].clone() return tokenized_inputs # Tokenize dataset tokenized_datasets = dataset.map(tokenize_function, batched=True) # Ensure you have a GPU available for training (if you're using one) device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') model.to(device) # Clear any residual GPU memory torch.cuda.empty_cache() # Define training arguments with reduced batch sizes and enabled mixed precision training_args = TrainingArguments( learning_rate=3e-5, per_device_train_batch_size=8, # Reduced train batch size per_device_eval_batch_size=12, # Reduced eval batch size (can be larger than train batch if eval is less memory-intensive) gradient_accumulation_steps=4, # Set this higher if reducing batch sizes is not enough fp16=True, # Enable mixed precision logging_dir="./logs", logging_steps=50, output_dir='./results', num_train_epochs=2, warmup_steps=500, weight_decay=0.05, evaluation_strategy="epoch", save_strategy="epoch", load_best_model_at_end=True, ) # Initialize Trainer trainer = Trainer( model=model, args=training_args, train_dataset=tokenized_datasets["train"], eval_dataset=tokenized_datasets["validation"], tokenizer=tokenizer ) # Fine-tune the model trainer.train() # Save the model trainer.save_model("GPT-2-SS")