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datasets.py 31KB

2 anos atrás
2 anos atrás
Introduce Plugins (#13836) Signed-off-by: yihong0618 <zouzou0208@gmail.com> Signed-off-by: -LAN- <laipz8200@outlook.com> Signed-off-by: xhe <xw897002528@gmail.com> Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: takatost <takatost@gmail.com> Co-authored-by: kurokobo <kuro664@gmail.com> Co-authored-by: Novice Lee <novicelee@NoviPro.local> Co-authored-by: zxhlyh <jasonapring2015@outlook.com> Co-authored-by: AkaraChen <akarachen@outlook.com> Co-authored-by: Yi <yxiaoisme@gmail.com> Co-authored-by: Joel <iamjoel007@gmail.com> Co-authored-by: JzoNg <jzongcode@gmail.com> Co-authored-by: twwu <twwu@dify.ai> Co-authored-by: Hiroshi Fujita <fujita-h@users.noreply.github.com> Co-authored-by: AkaraChen <85140972+AkaraChen@users.noreply.github.com> Co-authored-by: NFish <douxc512@gmail.com> Co-authored-by: Wu Tianwei <30284043+WTW0313@users.noreply.github.com> Co-authored-by: 非法操作 <hjlarry@163.com> Co-authored-by: Novice <857526207@qq.com> Co-authored-by: Hiroki Nagai <82458324+nagaihiroki-git@users.noreply.github.com> Co-authored-by: Gen Sato <52241300+halogen22@users.noreply.github.com> Co-authored-by: eux <euxuuu@gmail.com> Co-authored-by: huangzhuo1949 <167434202+huangzhuo1949@users.noreply.github.com> Co-authored-by: huangzhuo <huangzhuo1@xiaomi.com> Co-authored-by: lotsik <lotsik@mail.ru> Co-authored-by: crazywoola <100913391+crazywoola@users.noreply.github.com> Co-authored-by: nite-knite <nkCoding@gmail.com> Co-authored-by: Jyong <76649700+JohnJyong@users.noreply.github.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: gakkiyomi <gakkiyomi@aliyun.com> Co-authored-by: CN-P5 <heibai2006@gmail.com> Co-authored-by: CN-P5 <heibai2006@qq.com> Co-authored-by: Chuehnone <1897025+chuehnone@users.noreply.github.com> Co-authored-by: yihong <zouzou0208@gmail.com> Co-authored-by: Kevin9703 <51311316+Kevin9703@users.noreply.github.com> Co-authored-by: -LAN- <laipz8200@outlook.com> Co-authored-by: Boris Feld <lothiraldan@gmail.com> Co-authored-by: mbo <himabo@gmail.com> Co-authored-by: mabo <mabo@aeyes.ai> Co-authored-by: Warren Chen <warren.chen830@gmail.com> Co-authored-by: JzoNgKVO <27049666+JzoNgKVO@users.noreply.github.com> Co-authored-by: jiandanfeng <chenjh3@wangsu.com> Co-authored-by: zhu-an <70234959+xhdd123321@users.noreply.github.com> Co-authored-by: zhaoqingyu.1075 <zhaoqingyu.1075@bytedance.com> Co-authored-by: 海狸大師 <86974027+yenslife@users.noreply.github.com> Co-authored-by: Xu Song <xusong.vip@gmail.com> Co-authored-by: rayshaw001 <396301947@163.com> Co-authored-by: Ding Jiatong <dingjiatong@gmail.com> Co-authored-by: Bowen Liang <liangbowen@gf.com.cn> Co-authored-by: JasonVV <jasonwangiii@outlook.com> Co-authored-by: le0zh <newlight@qq.com> Co-authored-by: zhuxinliang <zhuxinliang@didiglobal.com> Co-authored-by: k-zaku <zaku99@outlook.jp> Co-authored-by: luckylhb90 <luckylhb90@gmail.com> Co-authored-by: hobo.l <hobo.l@binance.com> Co-authored-by: jiangbo721 <365065261@qq.com> Co-authored-by: 刘江波 <jiangbo721@163.com> Co-authored-by: Shun Miyazawa <34241526+miya@users.noreply.github.com> Co-authored-by: EricPan <30651140+Egfly@users.noreply.github.com> Co-authored-by: crazywoola <427733928@qq.com> Co-authored-by: sino <sino2322@gmail.com> Co-authored-by: Jhvcc <37662342+Jhvcc@users.noreply.github.com> Co-authored-by: lowell <lowell.hu@zkteco.in> Co-authored-by: Boris Polonsky <BorisPolonsky@users.noreply.github.com> Co-authored-by: Ademílson Tonato <ademilsonft@outlook.com> Co-authored-by: Ademílson Tonato <ademilson.tonato@refurbed.com> Co-authored-by: IWAI, Masaharu <iwaim.sub@gmail.com> Co-authored-by: Yueh-Po Peng (Yabi) <94939112+y10ab1@users.noreply.github.com> Co-authored-by: Jason <ggbbddjm@gmail.com> Co-authored-by: Xin Zhang <sjhpzx@gmail.com> Co-authored-by: yjc980121 <3898524+yjc980121@users.noreply.github.com> Co-authored-by: heyszt <36215648+hieheihei@users.noreply.github.com> Co-authored-by: Abdullah AlOsaimi <osaimiacc@gmail.com> Co-authored-by: Abdullah AlOsaimi <189027247+osaimi@users.noreply.github.com> Co-authored-by: Yingchun Lai <laiyingchun@apache.org> Co-authored-by: Hash Brown <hi@xzd.me> Co-authored-by: zuodongxu <192560071+zuodongxu@users.noreply.github.com> Co-authored-by: Masashi Tomooka <tmokmss@users.noreply.github.com> Co-authored-by: aplio <ryo.091219@gmail.com> Co-authored-by: Obada Khalili <54270856+obadakhalili@users.noreply.github.com> Co-authored-by: Nam Vu <zuzoovn@gmail.com> Co-authored-by: Kei YAMAZAKI <1715090+kei-yamazaki@users.noreply.github.com> Co-authored-by: TechnoHouse <13776377+deephbz@users.noreply.github.com> Co-authored-by: Riddhimaan-Senapati <114703025+Riddhimaan-Senapati@users.noreply.github.com> Co-authored-by: MaFee921 <31881301+2284730142@users.noreply.github.com> Co-authored-by: te-chan <t-nakanome@sakura-is.co.jp> Co-authored-by: HQidea <HQidea@users.noreply.github.com> Co-authored-by: Joshbly <36315710+Joshbly@users.noreply.github.com> Co-authored-by: xhe <xw897002528@gmail.com> Co-authored-by: weiwenyan-dev <154779315+weiwenyan-dev@users.noreply.github.com> Co-authored-by: ex_wenyan.wei <ex_wenyan.wei@tcl.com> Co-authored-by: engchina <12236799+engchina@users.noreply.github.com> Co-authored-by: engchina <atjapan2015@gmail.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: 呆萌闷油瓶 <253605712@qq.com> Co-authored-by: Kemal <kemalmeler@outlook.com> Co-authored-by: Lazy_Frog <4590648+lazyFrogLOL@users.noreply.github.com> Co-authored-by: Yi Xiao <54782454+YIXIAO0@users.noreply.github.com> Co-authored-by: Steven sun <98230804+Tuyohai@users.noreply.github.com> Co-authored-by: steven <sunzwj@digitalchina.com> Co-authored-by: Kalo Chin <91766386+fdb02983rhy@users.noreply.github.com> Co-authored-by: Katy Tao <34019945+KatyTao@users.noreply.github.com> Co-authored-by: depy <42985524+h4ckdepy@users.noreply.github.com> Co-authored-by: 胡春东 <gycm520@gmail.com> Co-authored-by: Junjie.M <118170653@qq.com> Co-authored-by: MuYu <mr.muzea@gmail.com> Co-authored-by: Naoki Takashima <39912547+takatea@users.noreply.github.com> Co-authored-by: Summer-Gu <37869445+gubinjie@users.noreply.github.com> Co-authored-by: Fei He <droxer.he@gmail.com> Co-authored-by: ybalbert001 <120714773+ybalbert001@users.noreply.github.com> Co-authored-by: Yuanbo Li <ybalbert@amazon.com> Co-authored-by: douxc <7553076+douxc@users.noreply.github.com> Co-authored-by: liuzhenghua <1090179900@qq.com> Co-authored-by: Wu Jiayang <62842862+Wu-Jiayang@users.noreply.github.com> Co-authored-by: Your Name <you@example.com> Co-authored-by: kimjion <45935338+kimjion@users.noreply.github.com> Co-authored-by: AugNSo <song.tiankai@icloud.com> Co-authored-by: llinvokerl <38915183+llinvokerl@users.noreply.github.com> Co-authored-by: liusurong.lsr <liusurong.lsr@alibaba-inc.com> Co-authored-by: Vasu Negi <vasu-negi@users.noreply.github.com> Co-authored-by: Hundredwz <1808096180@qq.com> Co-authored-by: Xiyuan Chen <52963600+GareArc@users.noreply.github.com>
8 meses atrás
2 anos atrás
2 anos atrás
2 anos atrás
2 anos atrás
2 anos atrás
2 anos atrás
Introduce Plugins (#13836) Signed-off-by: yihong0618 <zouzou0208@gmail.com> Signed-off-by: -LAN- <laipz8200@outlook.com> Signed-off-by: xhe <xw897002528@gmail.com> Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: takatost <takatost@gmail.com> Co-authored-by: kurokobo <kuro664@gmail.com> Co-authored-by: Novice Lee <novicelee@NoviPro.local> Co-authored-by: zxhlyh <jasonapring2015@outlook.com> Co-authored-by: AkaraChen <akarachen@outlook.com> Co-authored-by: Yi <yxiaoisme@gmail.com> Co-authored-by: Joel <iamjoel007@gmail.com> Co-authored-by: JzoNg <jzongcode@gmail.com> Co-authored-by: twwu <twwu@dify.ai> Co-authored-by: Hiroshi Fujita <fujita-h@users.noreply.github.com> Co-authored-by: AkaraChen <85140972+AkaraChen@users.noreply.github.com> Co-authored-by: NFish <douxc512@gmail.com> Co-authored-by: Wu Tianwei <30284043+WTW0313@users.noreply.github.com> Co-authored-by: 非法操作 <hjlarry@163.com> Co-authored-by: Novice <857526207@qq.com> Co-authored-by: Hiroki Nagai <82458324+nagaihiroki-git@users.noreply.github.com> Co-authored-by: Gen Sato <52241300+halogen22@users.noreply.github.com> Co-authored-by: eux <euxuuu@gmail.com> Co-authored-by: huangzhuo1949 <167434202+huangzhuo1949@users.noreply.github.com> Co-authored-by: huangzhuo <huangzhuo1@xiaomi.com> Co-authored-by: lotsik <lotsik@mail.ru> Co-authored-by: crazywoola <100913391+crazywoola@users.noreply.github.com> Co-authored-by: nite-knite <nkCoding@gmail.com> Co-authored-by: Jyong <76649700+JohnJyong@users.noreply.github.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: gakkiyomi <gakkiyomi@aliyun.com> Co-authored-by: CN-P5 <heibai2006@gmail.com> Co-authored-by: CN-P5 <heibai2006@qq.com> Co-authored-by: Chuehnone <1897025+chuehnone@users.noreply.github.com> Co-authored-by: yihong <zouzou0208@gmail.com> Co-authored-by: Kevin9703 <51311316+Kevin9703@users.noreply.github.com> Co-authored-by: -LAN- <laipz8200@outlook.com> Co-authored-by: Boris Feld <lothiraldan@gmail.com> Co-authored-by: mbo <himabo@gmail.com> Co-authored-by: mabo <mabo@aeyes.ai> Co-authored-by: Warren Chen <warren.chen830@gmail.com> Co-authored-by: JzoNgKVO <27049666+JzoNgKVO@users.noreply.github.com> Co-authored-by: jiandanfeng <chenjh3@wangsu.com> Co-authored-by: zhu-an <70234959+xhdd123321@users.noreply.github.com> Co-authored-by: zhaoqingyu.1075 <zhaoqingyu.1075@bytedance.com> Co-authored-by: 海狸大師 <86974027+yenslife@users.noreply.github.com> Co-authored-by: Xu Song <xusong.vip@gmail.com> Co-authored-by: rayshaw001 <396301947@163.com> Co-authored-by: Ding Jiatong <dingjiatong@gmail.com> Co-authored-by: Bowen Liang <liangbowen@gf.com.cn> Co-authored-by: JasonVV <jasonwangiii@outlook.com> Co-authored-by: le0zh <newlight@qq.com> Co-authored-by: zhuxinliang <zhuxinliang@didiglobal.com> Co-authored-by: k-zaku <zaku99@outlook.jp> Co-authored-by: luckylhb90 <luckylhb90@gmail.com> Co-authored-by: hobo.l <hobo.l@binance.com> Co-authored-by: jiangbo721 <365065261@qq.com> Co-authored-by: 刘江波 <jiangbo721@163.com> Co-authored-by: Shun Miyazawa <34241526+miya@users.noreply.github.com> Co-authored-by: EricPan <30651140+Egfly@users.noreply.github.com> Co-authored-by: crazywoola <427733928@qq.com> Co-authored-by: sino <sino2322@gmail.com> Co-authored-by: Jhvcc <37662342+Jhvcc@users.noreply.github.com> Co-authored-by: lowell <lowell.hu@zkteco.in> Co-authored-by: Boris Polonsky <BorisPolonsky@users.noreply.github.com> Co-authored-by: Ademílson Tonato <ademilsonft@outlook.com> Co-authored-by: Ademílson Tonato <ademilson.tonato@refurbed.com> Co-authored-by: IWAI, Masaharu <iwaim.sub@gmail.com> Co-authored-by: Yueh-Po Peng (Yabi) <94939112+y10ab1@users.noreply.github.com> Co-authored-by: Jason <ggbbddjm@gmail.com> Co-authored-by: Xin Zhang <sjhpzx@gmail.com> Co-authored-by: yjc980121 <3898524+yjc980121@users.noreply.github.com> Co-authored-by: heyszt <36215648+hieheihei@users.noreply.github.com> Co-authored-by: Abdullah AlOsaimi <osaimiacc@gmail.com> Co-authored-by: Abdullah AlOsaimi <189027247+osaimi@users.noreply.github.com> Co-authored-by: Yingchun Lai <laiyingchun@apache.org> Co-authored-by: Hash Brown <hi@xzd.me> Co-authored-by: zuodongxu <192560071+zuodongxu@users.noreply.github.com> Co-authored-by: Masashi Tomooka <tmokmss@users.noreply.github.com> Co-authored-by: aplio <ryo.091219@gmail.com> Co-authored-by: Obada Khalili <54270856+obadakhalili@users.noreply.github.com> Co-authored-by: Nam Vu <zuzoovn@gmail.com> Co-authored-by: Kei YAMAZAKI <1715090+kei-yamazaki@users.noreply.github.com> Co-authored-by: TechnoHouse <13776377+deephbz@users.noreply.github.com> Co-authored-by: Riddhimaan-Senapati <114703025+Riddhimaan-Senapati@users.noreply.github.com> Co-authored-by: MaFee921 <31881301+2284730142@users.noreply.github.com> Co-authored-by: te-chan <t-nakanome@sakura-is.co.jp> Co-authored-by: HQidea <HQidea@users.noreply.github.com> Co-authored-by: Joshbly <36315710+Joshbly@users.noreply.github.com> Co-authored-by: xhe <xw897002528@gmail.com> Co-authored-by: weiwenyan-dev <154779315+weiwenyan-dev@users.noreply.github.com> Co-authored-by: ex_wenyan.wei <ex_wenyan.wei@tcl.com> Co-authored-by: engchina <12236799+engchina@users.noreply.github.com> Co-authored-by: engchina <atjapan2015@gmail.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: 呆萌闷油瓶 <253605712@qq.com> Co-authored-by: Kemal <kemalmeler@outlook.com> Co-authored-by: Lazy_Frog <4590648+lazyFrogLOL@users.noreply.github.com> Co-authored-by: Yi Xiao <54782454+YIXIAO0@users.noreply.github.com> Co-authored-by: Steven sun <98230804+Tuyohai@users.noreply.github.com> Co-authored-by: steven <sunzwj@digitalchina.com> Co-authored-by: Kalo Chin <91766386+fdb02983rhy@users.noreply.github.com> Co-authored-by: Katy Tao <34019945+KatyTao@users.noreply.github.com> Co-authored-by: depy <42985524+h4ckdepy@users.noreply.github.com> Co-authored-by: 胡春东 <gycm520@gmail.com> Co-authored-by: Junjie.M <118170653@qq.com> Co-authored-by: MuYu <mr.muzea@gmail.com> Co-authored-by: Naoki Takashima <39912547+takatea@users.noreply.github.com> Co-authored-by: Summer-Gu <37869445+gubinjie@users.noreply.github.com> Co-authored-by: Fei He <droxer.he@gmail.com> Co-authored-by: ybalbert001 <120714773+ybalbert001@users.noreply.github.com> Co-authored-by: Yuanbo Li <ybalbert@amazon.com> Co-authored-by: douxc <7553076+douxc@users.noreply.github.com> Co-authored-by: liuzhenghua <1090179900@qq.com> Co-authored-by: Wu Jiayang <62842862+Wu-Jiayang@users.noreply.github.com> Co-authored-by: Your Name <you@example.com> Co-authored-by: kimjion <45935338+kimjion@users.noreply.github.com> Co-authored-by: AugNSo <song.tiankai@icloud.com> Co-authored-by: llinvokerl <38915183+llinvokerl@users.noreply.github.com> Co-authored-by: liusurong.lsr <liusurong.lsr@alibaba-inc.com> Co-authored-by: Vasu Negi <vasu-negi@users.noreply.github.com> Co-authored-by: Hundredwz <1808096180@qq.com> Co-authored-by: Xiyuan Chen <52963600+GareArc@users.noreply.github.com>
8 meses atrás
Introduce Plugins (#13836) Signed-off-by: yihong0618 <zouzou0208@gmail.com> Signed-off-by: -LAN- <laipz8200@outlook.com> Signed-off-by: xhe <xw897002528@gmail.com> Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: takatost <takatost@gmail.com> Co-authored-by: kurokobo <kuro664@gmail.com> Co-authored-by: Novice Lee <novicelee@NoviPro.local> Co-authored-by: zxhlyh <jasonapring2015@outlook.com> Co-authored-by: AkaraChen <akarachen@outlook.com> Co-authored-by: Yi <yxiaoisme@gmail.com> Co-authored-by: Joel <iamjoel007@gmail.com> Co-authored-by: JzoNg <jzongcode@gmail.com> Co-authored-by: twwu <twwu@dify.ai> Co-authored-by: Hiroshi Fujita <fujita-h@users.noreply.github.com> Co-authored-by: AkaraChen <85140972+AkaraChen@users.noreply.github.com> Co-authored-by: NFish <douxc512@gmail.com> Co-authored-by: Wu Tianwei <30284043+WTW0313@users.noreply.github.com> Co-authored-by: 非法操作 <hjlarry@163.com> Co-authored-by: Novice <857526207@qq.com> Co-authored-by: Hiroki Nagai <82458324+nagaihiroki-git@users.noreply.github.com> Co-authored-by: Gen Sato <52241300+halogen22@users.noreply.github.com> Co-authored-by: eux <euxuuu@gmail.com> Co-authored-by: huangzhuo1949 <167434202+huangzhuo1949@users.noreply.github.com> Co-authored-by: huangzhuo <huangzhuo1@xiaomi.com> Co-authored-by: lotsik <lotsik@mail.ru> Co-authored-by: crazywoola <100913391+crazywoola@users.noreply.github.com> Co-authored-by: nite-knite <nkCoding@gmail.com> Co-authored-by: Jyong <76649700+JohnJyong@users.noreply.github.com> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: gakkiyomi <gakkiyomi@aliyun.com> Co-authored-by: CN-P5 <heibai2006@gmail.com> Co-authored-by: CN-P5 <heibai2006@qq.com> Co-authored-by: Chuehnone <1897025+chuehnone@users.noreply.github.com> Co-authored-by: yihong <zouzou0208@gmail.com> Co-authored-by: Kevin9703 <51311316+Kevin9703@users.noreply.github.com> Co-authored-by: -LAN- <laipz8200@outlook.com> Co-authored-by: Boris Feld <lothiraldan@gmail.com> Co-authored-by: mbo <himabo@gmail.com> Co-authored-by: mabo <mabo@aeyes.ai> Co-authored-by: Warren Chen <warren.chen830@gmail.com> Co-authored-by: JzoNgKVO <27049666+JzoNgKVO@users.noreply.github.com> Co-authored-by: jiandanfeng <chenjh3@wangsu.com> Co-authored-by: zhu-an <70234959+xhdd123321@users.noreply.github.com> Co-authored-by: zhaoqingyu.1075 <zhaoqingyu.1075@bytedance.com> Co-authored-by: 海狸大師 <86974027+yenslife@users.noreply.github.com> Co-authored-by: Xu Song <xusong.vip@gmail.com> Co-authored-by: rayshaw001 <396301947@163.com> Co-authored-by: Ding Jiatong <dingjiatong@gmail.com> Co-authored-by: Bowen Liang <liangbowen@gf.com.cn> Co-authored-by: JasonVV <jasonwangiii@outlook.com> Co-authored-by: le0zh <newlight@qq.com> Co-authored-by: zhuxinliang <zhuxinliang@didiglobal.com> Co-authored-by: k-zaku <zaku99@outlook.jp> Co-authored-by: luckylhb90 <luckylhb90@gmail.com> Co-authored-by: hobo.l <hobo.l@binance.com> Co-authored-by: jiangbo721 <365065261@qq.com> Co-authored-by: 刘江波 <jiangbo721@163.com> Co-authored-by: Shun Miyazawa <34241526+miya@users.noreply.github.com> Co-authored-by: EricPan <30651140+Egfly@users.noreply.github.com> Co-authored-by: crazywoola <427733928@qq.com> Co-authored-by: sino <sino2322@gmail.com> Co-authored-by: Jhvcc <37662342+Jhvcc@users.noreply.github.com> Co-authored-by: lowell <lowell.hu@zkteco.in> Co-authored-by: Boris Polonsky <BorisPolonsky@users.noreply.github.com> Co-authored-by: Ademílson Tonato <ademilsonft@outlook.com> Co-authored-by: Ademílson Tonato <ademilson.tonato@refurbed.com> Co-authored-by: IWAI, Masaharu <iwaim.sub@gmail.com> Co-authored-by: Yueh-Po Peng (Yabi) <94939112+y10ab1@users.noreply.github.com> Co-authored-by: Jason <ggbbddjm@gmail.com> Co-authored-by: Xin Zhang <sjhpzx@gmail.com> Co-authored-by: yjc980121 <3898524+yjc980121@users.noreply.github.com> Co-authored-by: heyszt <36215648+hieheihei@users.noreply.github.com> Co-authored-by: Abdullah AlOsaimi <osaimiacc@gmail.com> Co-authored-by: Abdullah AlOsaimi <189027247+osaimi@users.noreply.github.com> Co-authored-by: Yingchun Lai <laiyingchun@apache.org> Co-authored-by: Hash Brown <hi@xzd.me> Co-authored-by: zuodongxu <192560071+zuodongxu@users.noreply.github.com> Co-authored-by: Masashi Tomooka <tmokmss@users.noreply.github.com> Co-authored-by: aplio <ryo.091219@gmail.com> Co-authored-by: Obada Khalili <54270856+obadakhalili@users.noreply.github.com> Co-authored-by: Nam Vu <zuzoovn@gmail.com> Co-authored-by: Kei YAMAZAKI <1715090+kei-yamazaki@users.noreply.github.com> Co-authored-by: TechnoHouse <13776377+deephbz@users.noreply.github.com> Co-authored-by: Riddhimaan-Senapati <114703025+Riddhimaan-Senapati@users.noreply.github.com> Co-authored-by: MaFee921 <31881301+2284730142@users.noreply.github.com> Co-authored-by: te-chan <t-nakanome@sakura-is.co.jp> Co-authored-by: HQidea <HQidea@users.noreply.github.com> Co-authored-by: Joshbly <36315710+Joshbly@users.noreply.github.com> Co-authored-by: xhe <xw897002528@gmail.com> Co-authored-by: weiwenyan-dev <154779315+weiwenyan-dev@users.noreply.github.com> Co-authored-by: ex_wenyan.wei <ex_wenyan.wei@tcl.com> Co-authored-by: engchina <12236799+engchina@users.noreply.github.com> Co-authored-by: engchina <atjapan2015@gmail.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: 呆萌闷油瓶 <253605712@qq.com> Co-authored-by: Kemal <kemalmeler@outlook.com> Co-authored-by: Lazy_Frog <4590648+lazyFrogLOL@users.noreply.github.com> Co-authored-by: Yi Xiao <54782454+YIXIAO0@users.noreply.github.com> Co-authored-by: Steven sun <98230804+Tuyohai@users.noreply.github.com> Co-authored-by: steven <sunzwj@digitalchina.com> Co-authored-by: Kalo Chin <91766386+fdb02983rhy@users.noreply.github.com> Co-authored-by: Katy Tao <34019945+KatyTao@users.noreply.github.com> Co-authored-by: depy <42985524+h4ckdepy@users.noreply.github.com> Co-authored-by: 胡春东 <gycm520@gmail.com> Co-authored-by: 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  1. import flask_restx
  2. from flask import request
  3. from flask_login import current_user
  4. from flask_restx import Resource, marshal, marshal_with, reqparse
  5. from sqlalchemy import select
  6. from werkzeug.exceptions import Forbidden, NotFound
  7. import services
  8. from configs import dify_config
  9. from controllers.console import api
  10. from controllers.console.apikey import api_key_fields, api_key_list
  11. from controllers.console.app.error import ProviderNotInitializeError
  12. from controllers.console.datasets.error import DatasetInUseError, DatasetNameDuplicateError, IndexingEstimateError
  13. from controllers.console.wraps import (
  14. account_initialization_required,
  15. cloud_edition_billing_rate_limit_check,
  16. enterprise_license_required,
  17. setup_required,
  18. )
  19. from core.errors.error import LLMBadRequestError, ProviderTokenNotInitError
  20. from core.indexing_runner import IndexingRunner
  21. from core.model_runtime.entities.model_entities import ModelType
  22. from core.plugin.entities.plugin import ModelProviderID
  23. from core.provider_manager import ProviderManager
  24. from core.rag.datasource.vdb.vector_type import VectorType
  25. from core.rag.extractor.entity.datasource_type import DatasourceType
  26. from core.rag.extractor.entity.extract_setting import ExtractSetting
  27. from core.rag.retrieval.retrieval_methods import RetrievalMethod
  28. from extensions.ext_database import db
  29. from fields.app_fields import related_app_list
  30. from fields.dataset_fields import dataset_detail_fields, dataset_query_detail_fields
  31. from fields.document_fields import document_status_fields
  32. from libs.login import login_required
  33. from models import ApiToken, Dataset, Document, DocumentSegment, UploadFile
  34. from models.dataset import DatasetPermissionEnum
  35. from services.dataset_service import DatasetPermissionService, DatasetService, DocumentService
  36. def _validate_name(name):
  37. if not name or len(name) < 1 or len(name) > 40:
  38. raise ValueError("Name must be between 1 to 40 characters.")
  39. return name
  40. def _validate_description_length(description):
  41. if description and len(description) > 400:
  42. raise ValueError("Description cannot exceed 400 characters.")
  43. return description
  44. class DatasetListApi(Resource):
  45. @setup_required
  46. @login_required
  47. @account_initialization_required
  48. @enterprise_license_required
  49. def get(self):
  50. page = request.args.get("page", default=1, type=int)
  51. limit = request.args.get("limit", default=20, type=int)
  52. ids = request.args.getlist("ids")
  53. # provider = request.args.get("provider", default="vendor")
  54. search = request.args.get("keyword", default=None, type=str)
  55. tag_ids = request.args.getlist("tag_ids")
  56. include_all = request.args.get("include_all", default="false").lower() == "true"
  57. if ids:
  58. datasets, total = DatasetService.get_datasets_by_ids(ids, current_user.current_tenant_id)
  59. else:
  60. datasets, total = DatasetService.get_datasets(
  61. page, limit, current_user.current_tenant_id, current_user, search, tag_ids, include_all
  62. )
  63. # check embedding setting
  64. provider_manager = ProviderManager()
  65. configurations = provider_manager.get_configurations(tenant_id=current_user.current_tenant_id)
  66. embedding_models = configurations.get_models(model_type=ModelType.TEXT_EMBEDDING, only_active=True)
  67. model_names = []
  68. for embedding_model in embedding_models:
  69. model_names.append(f"{embedding_model.model}:{embedding_model.provider.provider}")
  70. data = marshal(datasets, dataset_detail_fields)
  71. for item in data:
  72. # convert embedding_model_provider to plugin standard format
  73. if item["indexing_technique"] == "high_quality" and item["embedding_model_provider"]:
  74. item["embedding_model_provider"] = str(ModelProviderID(item["embedding_model_provider"]))
  75. item_model = f"{item['embedding_model']}:{item['embedding_model_provider']}"
  76. if item_model in model_names:
  77. item["embedding_available"] = True
  78. else:
  79. item["embedding_available"] = False
  80. else:
  81. item["embedding_available"] = True
  82. if item.get("permission") == "partial_members":
  83. part_users_list = DatasetPermissionService.get_dataset_partial_member_list(item["id"])
  84. item.update({"partial_member_list": part_users_list})
  85. else:
  86. item.update({"partial_member_list": []})
  87. response = {"data": data, "has_more": len(datasets) == limit, "limit": limit, "total": total, "page": page}
  88. return response, 200
  89. @setup_required
  90. @login_required
  91. @account_initialization_required
  92. @cloud_edition_billing_rate_limit_check("knowledge")
  93. def post(self):
  94. parser = reqparse.RequestParser()
  95. parser.add_argument(
  96. "name",
  97. nullable=False,
  98. required=True,
  99. help="type is required. Name must be between 1 to 40 characters.",
  100. type=_validate_name,
  101. )
  102. parser.add_argument(
  103. "description",
  104. type=_validate_description_length,
  105. nullable=True,
  106. required=False,
  107. default="",
  108. )
  109. parser.add_argument(
  110. "indexing_technique",
  111. type=str,
  112. location="json",
  113. choices=Dataset.INDEXING_TECHNIQUE_LIST,
  114. nullable=True,
  115. help="Invalid indexing technique.",
  116. )
  117. parser.add_argument(
  118. "external_knowledge_api_id",
  119. type=str,
  120. nullable=True,
  121. required=False,
  122. )
  123. parser.add_argument(
  124. "provider",
  125. type=str,
  126. nullable=True,
  127. choices=Dataset.PROVIDER_LIST,
  128. required=False,
  129. default="vendor",
  130. )
  131. parser.add_argument(
  132. "external_knowledge_id",
  133. type=str,
  134. nullable=True,
  135. required=False,
  136. )
  137. args = parser.parse_args()
  138. # The role of the current user in the ta table must be admin, owner, or editor, or dataset_operator
  139. if not current_user.is_dataset_editor:
  140. raise Forbidden()
  141. try:
  142. dataset = DatasetService.create_empty_dataset(
  143. tenant_id=current_user.current_tenant_id,
  144. name=args["name"],
  145. description=args["description"],
  146. indexing_technique=args["indexing_technique"],
  147. account=current_user,
  148. permission=DatasetPermissionEnum.ONLY_ME,
  149. provider=args["provider"],
  150. external_knowledge_api_id=args["external_knowledge_api_id"],
  151. external_knowledge_id=args["external_knowledge_id"],
  152. )
  153. except services.errors.dataset.DatasetNameDuplicateError:
  154. raise DatasetNameDuplicateError()
  155. return marshal(dataset, dataset_detail_fields), 201
  156. class DatasetApi(Resource):
  157. @setup_required
  158. @login_required
  159. @account_initialization_required
  160. def get(self, dataset_id):
  161. dataset_id_str = str(dataset_id)
  162. dataset = DatasetService.get_dataset(dataset_id_str)
  163. if dataset is None:
  164. raise NotFound("Dataset not found.")
  165. try:
  166. DatasetService.check_dataset_permission(dataset, current_user)
  167. except services.errors.account.NoPermissionError as e:
  168. raise Forbidden(str(e))
  169. data = marshal(dataset, dataset_detail_fields)
  170. if dataset.indexing_technique == "high_quality":
  171. if dataset.embedding_model_provider:
  172. provider_id = ModelProviderID(dataset.embedding_model_provider)
  173. data["embedding_model_provider"] = str(provider_id)
  174. if data.get("permission") == "partial_members":
  175. part_users_list = DatasetPermissionService.get_dataset_partial_member_list(dataset_id_str)
  176. data.update({"partial_member_list": part_users_list})
  177. # check embedding setting
  178. provider_manager = ProviderManager()
  179. configurations = provider_manager.get_configurations(tenant_id=current_user.current_tenant_id)
  180. embedding_models = configurations.get_models(model_type=ModelType.TEXT_EMBEDDING, only_active=True)
  181. model_names = []
  182. for embedding_model in embedding_models:
  183. model_names.append(f"{embedding_model.model}:{embedding_model.provider.provider}")
  184. if data["indexing_technique"] == "high_quality":
  185. item_model = f"{data['embedding_model']}:{data['embedding_model_provider']}"
  186. if item_model in model_names:
  187. data["embedding_available"] = True
  188. else:
  189. data["embedding_available"] = False
  190. else:
  191. data["embedding_available"] = True
  192. return data, 200
  193. @setup_required
  194. @login_required
  195. @account_initialization_required
  196. @cloud_edition_billing_rate_limit_check("knowledge")
  197. def patch(self, dataset_id):
  198. dataset_id_str = str(dataset_id)
  199. dataset = DatasetService.get_dataset(dataset_id_str)
  200. if dataset is None:
  201. raise NotFound("Dataset not found.")
  202. parser = reqparse.RequestParser()
  203. parser.add_argument(
  204. "name",
  205. nullable=False,
  206. help="type is required. Name must be between 1 to 40 characters.",
  207. type=_validate_name,
  208. )
  209. parser.add_argument("description", location="json", store_missing=False, type=_validate_description_length)
  210. parser.add_argument(
  211. "indexing_technique",
  212. type=str,
  213. location="json",
  214. choices=Dataset.INDEXING_TECHNIQUE_LIST,
  215. nullable=True,
  216. help="Invalid indexing technique.",
  217. )
  218. parser.add_argument(
  219. "permission",
  220. type=str,
  221. location="json",
  222. choices=(DatasetPermissionEnum.ONLY_ME, DatasetPermissionEnum.ALL_TEAM, DatasetPermissionEnum.PARTIAL_TEAM),
  223. help="Invalid permission.",
  224. )
  225. parser.add_argument("embedding_model", type=str, location="json", help="Invalid embedding model.")
  226. parser.add_argument(
  227. "embedding_model_provider", type=str, location="json", help="Invalid embedding model provider."
  228. )
  229. parser.add_argument("retrieval_model", type=dict, location="json", help="Invalid retrieval model.")
  230. parser.add_argument("partial_member_list", type=list, location="json", help="Invalid parent user list.")
  231. parser.add_argument(
  232. "external_retrieval_model",
  233. type=dict,
  234. required=False,
  235. nullable=True,
  236. location="json",
  237. help="Invalid external retrieval model.",
  238. )
  239. parser.add_argument(
  240. "external_knowledge_id",
  241. type=str,
  242. required=False,
  243. nullable=True,
  244. location="json",
  245. help="Invalid external knowledge id.",
  246. )
  247. parser.add_argument(
  248. "external_knowledge_api_id",
  249. type=str,
  250. required=False,
  251. nullable=True,
  252. location="json",
  253. help="Invalid external knowledge api id.",
  254. )
  255. args = parser.parse_args()
  256. data = request.get_json()
  257. # check embedding model setting
  258. if (
  259. data.get("indexing_technique") == "high_quality"
  260. and data.get("embedding_model_provider") is not None
  261. and data.get("embedding_model") is not None
  262. ):
  263. DatasetService.check_embedding_model_setting(
  264. dataset.tenant_id, data.get("embedding_model_provider"), data.get("embedding_model")
  265. )
  266. # The role of the current user in the ta table must be admin, owner, editor, or dataset_operator
  267. DatasetPermissionService.check_permission(
  268. current_user, dataset, data.get("permission"), data.get("partial_member_list")
  269. )
  270. dataset = DatasetService.update_dataset(dataset_id_str, args, current_user)
  271. if dataset is None:
  272. raise NotFound("Dataset not found.")
  273. result_data = marshal(dataset, dataset_detail_fields)
  274. tenant_id = current_user.current_tenant_id
  275. if data.get("partial_member_list") and data.get("permission") == "partial_members":
  276. DatasetPermissionService.update_partial_member_list(
  277. tenant_id, dataset_id_str, data.get("partial_member_list")
  278. )
  279. # clear partial member list when permission is only_me or all_team_members
  280. elif (
  281. data.get("permission") == DatasetPermissionEnum.ONLY_ME
  282. or data.get("permission") == DatasetPermissionEnum.ALL_TEAM
  283. ):
  284. DatasetPermissionService.clear_partial_member_list(dataset_id_str)
  285. partial_member_list = DatasetPermissionService.get_dataset_partial_member_list(dataset_id_str)
  286. result_data.update({"partial_member_list": partial_member_list})
  287. return result_data, 200
  288. @setup_required
  289. @login_required
  290. @account_initialization_required
  291. @cloud_edition_billing_rate_limit_check("knowledge")
  292. def delete(self, dataset_id):
  293. dataset_id_str = str(dataset_id)
  294. # The role of the current user in the ta table must be admin, owner, or editor
  295. if not current_user.is_editor or current_user.is_dataset_operator:
  296. raise Forbidden()
  297. try:
  298. if DatasetService.delete_dataset(dataset_id_str, current_user):
  299. DatasetPermissionService.clear_partial_member_list(dataset_id_str)
  300. return {"result": "success"}, 204
  301. else:
  302. raise NotFound("Dataset not found.")
  303. except services.errors.dataset.DatasetInUseError:
  304. raise DatasetInUseError()
  305. class DatasetUseCheckApi(Resource):
  306. @setup_required
  307. @login_required
  308. @account_initialization_required
  309. def get(self, dataset_id):
  310. dataset_id_str = str(dataset_id)
  311. dataset_is_using = DatasetService.dataset_use_check(dataset_id_str)
  312. return {"is_using": dataset_is_using}, 200
  313. class DatasetQueryApi(Resource):
  314. @setup_required
  315. @login_required
  316. @account_initialization_required
  317. def get(self, dataset_id):
  318. dataset_id_str = str(dataset_id)
  319. dataset = DatasetService.get_dataset(dataset_id_str)
  320. if dataset is None:
  321. raise NotFound("Dataset not found.")
  322. try:
  323. DatasetService.check_dataset_permission(dataset, current_user)
  324. except services.errors.account.NoPermissionError as e:
  325. raise Forbidden(str(e))
  326. page = request.args.get("page", default=1, type=int)
  327. limit = request.args.get("limit", default=20, type=int)
  328. dataset_queries, total = DatasetService.get_dataset_queries(dataset_id=dataset.id, page=page, per_page=limit)
  329. response = {
  330. "data": marshal(dataset_queries, dataset_query_detail_fields),
  331. "has_more": len(dataset_queries) == limit,
  332. "limit": limit,
  333. "total": total,
  334. "page": page,
  335. }
  336. return response, 200
  337. class DatasetIndexingEstimateApi(Resource):
  338. @setup_required
  339. @login_required
  340. @account_initialization_required
  341. def post(self):
  342. parser = reqparse.RequestParser()
  343. parser.add_argument("info_list", type=dict, required=True, nullable=True, location="json")
  344. parser.add_argument("process_rule", type=dict, required=True, nullable=True, location="json")
  345. parser.add_argument(
  346. "indexing_technique",
  347. type=str,
  348. required=True,
  349. choices=Dataset.INDEXING_TECHNIQUE_LIST,
  350. nullable=True,
  351. location="json",
  352. )
  353. parser.add_argument("doc_form", type=str, default="text_model", required=False, nullable=False, location="json")
  354. parser.add_argument("dataset_id", type=str, required=False, nullable=False, location="json")
  355. parser.add_argument(
  356. "doc_language", type=str, default="English", required=False, nullable=False, location="json"
  357. )
  358. args = parser.parse_args()
  359. # validate args
  360. DocumentService.estimate_args_validate(args)
  361. extract_settings = []
  362. if args["info_list"]["data_source_type"] == "upload_file":
  363. file_ids = args["info_list"]["file_info_list"]["file_ids"]
  364. file_details = db.session.scalars(
  365. select(UploadFile).where(
  366. UploadFile.tenant_id == current_user.current_tenant_id, UploadFile.id.in_(file_ids)
  367. )
  368. ).all()
  369. if file_details is None:
  370. raise NotFound("File not found.")
  371. if file_details:
  372. for file_detail in file_details:
  373. extract_setting = ExtractSetting(
  374. datasource_type=DatasourceType.FILE.value,
  375. upload_file=file_detail,
  376. document_model=args["doc_form"],
  377. )
  378. extract_settings.append(extract_setting)
  379. elif args["info_list"]["data_source_type"] == "notion_import":
  380. notion_info_list = args["info_list"]["notion_info_list"]
  381. for notion_info in notion_info_list:
  382. workspace_id = notion_info["workspace_id"]
  383. for page in notion_info["pages"]:
  384. extract_setting = ExtractSetting(
  385. datasource_type=DatasourceType.NOTION.value,
  386. notion_info={
  387. "notion_workspace_id": workspace_id,
  388. "notion_obj_id": page["page_id"],
  389. "notion_page_type": page["type"],
  390. "tenant_id": current_user.current_tenant_id,
  391. },
  392. document_model=args["doc_form"],
  393. )
  394. extract_settings.append(extract_setting)
  395. elif args["info_list"]["data_source_type"] == "website_crawl":
  396. website_info_list = args["info_list"]["website_info_list"]
  397. for url in website_info_list["urls"]:
  398. extract_setting = ExtractSetting(
  399. datasource_type=DatasourceType.WEBSITE.value,
  400. website_info={
  401. "provider": website_info_list["provider"],
  402. "job_id": website_info_list["job_id"],
  403. "url": url,
  404. "tenant_id": current_user.current_tenant_id,
  405. "mode": "crawl",
  406. "only_main_content": website_info_list["only_main_content"],
  407. },
  408. document_model=args["doc_form"],
  409. )
  410. extract_settings.append(extract_setting)
  411. else:
  412. raise ValueError("Data source type not support")
  413. indexing_runner = IndexingRunner()
  414. try:
  415. response = indexing_runner.indexing_estimate(
  416. current_user.current_tenant_id,
  417. extract_settings,
  418. args["process_rule"],
  419. args["doc_form"],
  420. args["doc_language"],
  421. args["dataset_id"],
  422. args["indexing_technique"],
  423. )
  424. except LLMBadRequestError:
  425. raise ProviderNotInitializeError(
  426. "No Embedding Model available. Please configure a valid provider in the Settings -> Model Provider."
  427. )
  428. except ProviderTokenNotInitError as ex:
  429. raise ProviderNotInitializeError(ex.description)
  430. except Exception as e:
  431. raise IndexingEstimateError(str(e))
  432. return response.model_dump(), 200
  433. class DatasetRelatedAppListApi(Resource):
  434. @setup_required
  435. @login_required
  436. @account_initialization_required
  437. @marshal_with(related_app_list)
  438. def get(self, dataset_id):
  439. dataset_id_str = str(dataset_id)
  440. dataset = DatasetService.get_dataset(dataset_id_str)
  441. if dataset is None:
  442. raise NotFound("Dataset not found.")
  443. try:
  444. DatasetService.check_dataset_permission(dataset, current_user)
  445. except services.errors.account.NoPermissionError as e:
  446. raise Forbidden(str(e))
  447. app_dataset_joins = DatasetService.get_related_apps(dataset.id)
  448. related_apps = []
  449. for app_dataset_join in app_dataset_joins:
  450. app_model = app_dataset_join.app
  451. if app_model:
  452. related_apps.append(app_model)
  453. return {"data": related_apps, "total": len(related_apps)}, 200
  454. class DatasetIndexingStatusApi(Resource):
  455. @setup_required
  456. @login_required
  457. @account_initialization_required
  458. def get(self, dataset_id):
  459. dataset_id = str(dataset_id)
  460. documents = db.session.scalars(
  461. select(Document).where(
  462. Document.dataset_id == dataset_id, Document.tenant_id == current_user.current_tenant_id
  463. )
  464. ).all()
  465. documents_status = []
  466. for document in documents:
  467. completed_segments = (
  468. db.session.query(DocumentSegment)
  469. .where(
  470. DocumentSegment.completed_at.isnot(None),
  471. DocumentSegment.document_id == str(document.id),
  472. DocumentSegment.status != "re_segment",
  473. )
  474. .count()
  475. )
  476. total_segments = (
  477. db.session.query(DocumentSegment)
  478. .where(DocumentSegment.document_id == str(document.id), DocumentSegment.status != "re_segment")
  479. .count()
  480. )
  481. # Create a dictionary with document attributes and additional fields
  482. document_dict = {
  483. "id": document.id,
  484. "indexing_status": document.indexing_status,
  485. "processing_started_at": document.processing_started_at,
  486. "parsing_completed_at": document.parsing_completed_at,
  487. "cleaning_completed_at": document.cleaning_completed_at,
  488. "splitting_completed_at": document.splitting_completed_at,
  489. "completed_at": document.completed_at,
  490. "paused_at": document.paused_at,
  491. "error": document.error,
  492. "stopped_at": document.stopped_at,
  493. "completed_segments": completed_segments,
  494. "total_segments": total_segments,
  495. }
  496. documents_status.append(marshal(document_dict, document_status_fields))
  497. data = {"data": documents_status}
  498. return data, 200
  499. class DatasetApiKeyApi(Resource):
  500. max_keys = 10
  501. token_prefix = "dataset-"
  502. resource_type = "dataset"
  503. @setup_required
  504. @login_required
  505. @account_initialization_required
  506. @marshal_with(api_key_list)
  507. def get(self):
  508. keys = db.session.scalars(
  509. select(ApiToken).where(
  510. ApiToken.type == self.resource_type, ApiToken.tenant_id == current_user.current_tenant_id
  511. )
  512. ).all()
  513. return {"items": keys}
  514. @setup_required
  515. @login_required
  516. @account_initialization_required
  517. @marshal_with(api_key_fields)
  518. def post(self):
  519. # The role of the current user in the ta table must be admin or owner
  520. if not current_user.is_admin_or_owner:
  521. raise Forbidden()
  522. current_key_count = (
  523. db.session.query(ApiToken)
  524. .where(ApiToken.type == self.resource_type, ApiToken.tenant_id == current_user.current_tenant_id)
  525. .count()
  526. )
  527. if current_key_count >= self.max_keys:
  528. flask_restx.abort(
  529. 400,
  530. message=f"Cannot create more than {self.max_keys} API keys for this resource type.",
  531. code="max_keys_exceeded",
  532. )
  533. key = ApiToken.generate_api_key(self.token_prefix, 24)
  534. api_token = ApiToken()
  535. api_token.tenant_id = current_user.current_tenant_id
  536. api_token.token = key
  537. api_token.type = self.resource_type
  538. db.session.add(api_token)
  539. db.session.commit()
  540. return api_token, 200
  541. class DatasetApiDeleteApi(Resource):
  542. resource_type = "dataset"
  543. @setup_required
  544. @login_required
  545. @account_initialization_required
  546. def delete(self, api_key_id):
  547. api_key_id = str(api_key_id)
  548. # The role of the current user in the ta table must be admin or owner
  549. if not current_user.is_admin_or_owner:
  550. raise Forbidden()
  551. key = (
  552. db.session.query(ApiToken)
  553. .where(
  554. ApiToken.tenant_id == current_user.current_tenant_id,
  555. ApiToken.type == self.resource_type,
  556. ApiToken.id == api_key_id,
  557. )
  558. .first()
  559. )
  560. if key is None:
  561. flask_restx.abort(404, message="API key not found")
  562. db.session.query(ApiToken).where(ApiToken.id == api_key_id).delete()
  563. db.session.commit()
  564. return {"result": "success"}, 204
  565. class DatasetApiBaseUrlApi(Resource):
  566. @setup_required
  567. @login_required
  568. @account_initialization_required
  569. def get(self):
  570. return {"api_base_url": (dify_config.SERVICE_API_URL or request.host_url.rstrip("/")) + "/v1"}
  571. class DatasetRetrievalSettingApi(Resource):
  572. @setup_required
  573. @login_required
  574. @account_initialization_required
  575. def get(self):
  576. vector_type = dify_config.VECTOR_STORE
  577. match vector_type:
  578. case (
  579. VectorType.RELYT
  580. | VectorType.TIDB_VECTOR
  581. | VectorType.CHROMA
  582. | VectorType.PGVECTO_RS
  583. | VectorType.BAIDU
  584. | VectorType.VIKINGDB
  585. | VectorType.UPSTASH
  586. ):
  587. return {"retrieval_method": [RetrievalMethod.SEMANTIC_SEARCH.value]}
  588. case (
  589. VectorType.QDRANT
  590. | VectorType.WEAVIATE
  591. | VectorType.OPENSEARCH
  592. | VectorType.ANALYTICDB
  593. | VectorType.MYSCALE
  594. | VectorType.ORACLE
  595. | VectorType.ELASTICSEARCH
  596. | VectorType.ELASTICSEARCH_JA
  597. | VectorType.PGVECTOR
  598. | VectorType.VASTBASE
  599. | VectorType.TIDB_ON_QDRANT
  600. | VectorType.LINDORM
  601. | VectorType.COUCHBASE
  602. | VectorType.MILVUS
  603. | VectorType.OPENGAUSS
  604. | VectorType.OCEANBASE
  605. | VectorType.TABLESTORE
  606. | VectorType.HUAWEI_CLOUD
  607. | VectorType.TENCENT
  608. | VectorType.MATRIXONE
  609. | VectorType.CLICKZETTA
  610. ):
  611. return {
  612. "retrieval_method": [
  613. RetrievalMethod.SEMANTIC_SEARCH.value,
  614. RetrievalMethod.FULL_TEXT_SEARCH.value,
  615. RetrievalMethod.HYBRID_SEARCH.value,
  616. ]
  617. }
  618. case _:
  619. raise ValueError(f"Unsupported vector db type {vector_type}.")
  620. class DatasetRetrievalSettingMockApi(Resource):
  621. @setup_required
  622. @login_required
  623. @account_initialization_required
  624. def get(self, vector_type):
  625. match vector_type:
  626. case (
  627. VectorType.MILVUS
  628. | VectorType.RELYT
  629. | VectorType.TIDB_VECTOR
  630. | VectorType.CHROMA
  631. | VectorType.PGVECTO_RS
  632. | VectorType.BAIDU
  633. | VectorType.VIKINGDB
  634. | VectorType.UPSTASH
  635. ):
  636. return {"retrieval_method": [RetrievalMethod.SEMANTIC_SEARCH.value]}
  637. case (
  638. VectorType.QDRANT
  639. | VectorType.WEAVIATE
  640. | VectorType.OPENSEARCH
  641. | VectorType.ANALYTICDB
  642. | VectorType.MYSCALE
  643. | VectorType.ORACLE
  644. | VectorType.ELASTICSEARCH
  645. | VectorType.ELASTICSEARCH_JA
  646. | VectorType.COUCHBASE
  647. | VectorType.PGVECTOR
  648. | VectorType.VASTBASE
  649. | VectorType.LINDORM
  650. | VectorType.OPENGAUSS
  651. | VectorType.OCEANBASE
  652. | VectorType.TABLESTORE
  653. | VectorType.TENCENT
  654. | VectorType.HUAWEI_CLOUD
  655. | VectorType.MATRIXONE
  656. | VectorType.CLICKZETTA
  657. ):
  658. return {
  659. "retrieval_method": [
  660. RetrievalMethod.SEMANTIC_SEARCH.value,
  661. RetrievalMethod.FULL_TEXT_SEARCH.value,
  662. RetrievalMethod.HYBRID_SEARCH.value,
  663. ]
  664. }
  665. case _:
  666. raise ValueError(f"Unsupported vector db type {vector_type}.")
  667. class DatasetErrorDocs(Resource):
  668. @setup_required
  669. @login_required
  670. @account_initialization_required
  671. def get(self, dataset_id):
  672. dataset_id_str = str(dataset_id)
  673. dataset = DatasetService.get_dataset(dataset_id_str)
  674. if dataset is None:
  675. raise NotFound("Dataset not found.")
  676. results = DocumentService.get_error_documents_by_dataset_id(dataset_id_str)
  677. return {"data": [marshal(item, document_status_fields) for item in results], "total": len(results)}, 200
  678. class DatasetPermissionUserListApi(Resource):
  679. @setup_required
  680. @login_required
  681. @account_initialization_required
  682. def get(self, dataset_id):
  683. dataset_id_str = str(dataset_id)
  684. dataset = DatasetService.get_dataset(dataset_id_str)
  685. if dataset is None:
  686. raise NotFound("Dataset not found.")
  687. try:
  688. DatasetService.check_dataset_permission(dataset, current_user)
  689. except services.errors.account.NoPermissionError as e:
  690. raise Forbidden(str(e))
  691. partial_members_list = DatasetPermissionService.get_dataset_partial_member_list(dataset_id_str)
  692. return {
  693. "data": partial_members_list,
  694. }, 200
  695. class DatasetAutoDisableLogApi(Resource):
  696. @setup_required
  697. @login_required
  698. @account_initialization_required
  699. def get(self, dataset_id):
  700. dataset_id_str = str(dataset_id)
  701. dataset = DatasetService.get_dataset(dataset_id_str)
  702. if dataset is None:
  703. raise NotFound("Dataset not found.")
  704. return DatasetService.get_dataset_auto_disable_logs(dataset_id_str), 200
  705. api.add_resource(DatasetListApi, "/datasets")
  706. api.add_resource(DatasetApi, "/datasets/<uuid:dataset_id>")
  707. api.add_resource(DatasetUseCheckApi, "/datasets/<uuid:dataset_id>/use-check")
  708. api.add_resource(DatasetQueryApi, "/datasets/<uuid:dataset_id>/queries")
  709. api.add_resource(DatasetErrorDocs, "/datasets/<uuid:dataset_id>/error-docs")
  710. api.add_resource(DatasetIndexingEstimateApi, "/datasets/indexing-estimate")
  711. api.add_resource(DatasetRelatedAppListApi, "/datasets/<uuid:dataset_id>/related-apps")
  712. api.add_resource(DatasetIndexingStatusApi, "/datasets/<uuid:dataset_id>/indexing-status")
  713. api.add_resource(DatasetApiKeyApi, "/datasets/api-keys")
  714. api.add_resource(DatasetApiDeleteApi, "/datasets/api-keys/<uuid:api_key_id>")
  715. api.add_resource(DatasetApiBaseUrlApi, "/datasets/api-base-info")
  716. api.add_resource(DatasetRetrievalSettingApi, "/datasets/retrieval-setting")
  717. api.add_resource(DatasetRetrievalSettingMockApi, "/datasets/retrieval-setting/<string:vector_type>")
  718. api.add_resource(DatasetPermissionUserListApi, "/datasets/<uuid:dataset_id>/permission-part-users")
  719. api.add_resource(DatasetAutoDisableLogApi, "/datasets/<uuid:dataset_id>/auto-disable-logs")