Intangiriro
Mu rwego rwa software yubuhanga, automatike ya DevOps yabaye ikintu cyingenzi cyogukora neza kandi neza, kugenzura, no gufata neza porogaramu. Ariko, uko ibintu bigoye bya sisitemu zigezweho bigenda byiyongera, gukenera kwifashisha intoki no kugenzura abantu bigenda biba umutwaro. Aha niho igitekerezo cya ZeroOps kiza - icyerekezo aho abakozi ba AI bategura kandi bagatangiza imirimo igoye, bakabohora abiteza imbere abantu mumirimo ya buri munsi kandi isubirwamo.
Muri iki kiganiro, tuzasesengura ihuriro rya AI, ubwubatsi bwa software, hamwe na automatike ya DevOps kugirango tugere kuri ZeroOps. Tuzacukumbura uruhare rwa LangChain na DSPy mugushoboza iyerekwa no gutanga ingero zifatika zuburyo ubwo buryo bwikoranabuhanga bwakoreshwa mugutangiza imirimo igoye.
Ikibazo na Gakondo ya DevOps Automation
Imikorere gakondo ya DevOps yishingikiriza cyane kumyandikire hamwe nintoki zikoreshwa mubikoresho nka Jenkins, Ansible, na Docker. Mugihe ibyo bikoresho byagize uruhare runini mugutezimbere iterambere no kohereza, akenshi bisaba ubuhanga bukomeye nigihe cyo gushiraho no kubungabunga.
Byongeye kandi, uko porogaramu zigenda zirushaho kuba ingorabahizi no gukwirakwizwa, gukenera kugenzura igihe no gutanga ibitekerezo bigenda biba ngombwa. Aha niho abakozi ba AI baza - barashobora gusesengura amakuru aturuka ahantu hatandukanye, kumenya imiterere, no gufata ibyemezo byigenga.
Kuzamuka kwabakozi ba AI muri Automation ya DevOps
Abakozi ba AI bafite ubushobozi bwo guhindura imikorere ya DevOps mugutanga igihe nyacyo, gutahura anomaly, no gufata ibyemezo byikora. Mugukoresha imashini yiga algorithms no gutunganya ururimi karemano, abakozi ba AI barashobora gusesengura ibiti, ibipimo, nandi masoko yamakuru kugirango bamenye ibibazo bishobora kuba mbere yuko biba ingorabahizi.
LangChain na DSPy ni tekinoroji ebyiri ziri ku isonga ryiyi mpinduramatwara. LangChain ni isomero rya Python rituma hashyirwaho abakozi ba AI baganira, mugihe DSPy ni isomero rya Rust ritanga intera yo murwego rwo hejuru yo kubaka no gukoresha imiterere ya AI.
LangChain: Isomero rya Python kubiganiro bya AI
LangChain ni isomero rya Python rifasha kurema abakozi ba AI baganira. Itanga API yoroshye kandi yimbitse yo kubaka no kohereza ibiganiro, abafasha amajwi, nibindi biganiro.
Kimwe mu bintu by'ingenzi biranga LangChain ni ubushobozi bwayo bwo guhuza na moderi zitandukanye za AI, harimo imiterere y'ururimi, ibishushanyo by'ubumenyi, n'ibiti byemezo. Ibi bifasha abitezimbere gukora ibintu bigoye kuganira no gufata ibyemezo bishobora gukoreshwa byoroshye kandi bikabungabungwa.
Dore urugero rwuburyo bwo gukora chatbot yoroshye ukoresheje LangChain: `` python gutumiza mu mahanga
Kora icyitegererezo cyururimi
icyitegererezo = indimi.LMModel ("distilbert-shingiro-idafite ishingiro")
Kora igishushanyo cyubumenyi
igishushanyo = ururimi.UbumenyiGraph ("my_graph")
Kora ikiganiro
chatbot = langchain.Chatbot (icyitegererezo, igishushanyo)
Sobanura urujya n'uruza
gutemba = [ {"icyinjijwe": "uraho", "ibisohoka": "uraho!"}, {"kwinjiza": "umeze ute", "ibisohoka": "Nkora neza, urakoze!"}, ]
Kohereza ikiganiro
kuganira.kwerekana (gutemba) `` `
DSPy: Isomero rya Rust ryo kubaka no kohereza Moderi ya AI
DSPy ni isomero rya Rust ritanga urwego rwohejuru rwo kubaka no gukoresha imiterere ya AI. Ifasha abitezimbere gukora no guhugura imashini yiga imashini ikoresheje algorithms nuburyo butandukanye, harimo TensorFlow na PyTorch.
Kimwe mu bintu by'ingenzi biranga DSPy nubushobozi bwayo bwo guhuza namakuru atandukanye, harimo data base, APIs, na sisitemu ya dosiye. Ibi bifasha abitezimbere gukora imiyoboro igoye yamakuru hamwe nakazi gashobora gukoreshwa byoroshye kandi bikabungabungwa.
Dore urugero rwuburyo bwo gukora imashini yoroshye yo kwiga imashini ukoresheje DSPy: `` ingese koresha dspy :: {Icyitegererezo, Dataset};
// Kora imibare reka dataset = Dataset :: shyashya ("my_dataset");
// Kora icyitegererezo reka icyitegererezo = Icyitegererezo :: gishya ("my_model");
// Hugura icyitegererezo icyitegererezo.imyitozo (dataset);
// Kohereza icyitegererezo icyitegererezo.umushinga (); `` `
Gutegura abakozi ba AI hamwe na LangChain na DSPy
Noneho ko tumaze kubona uburyo LangChain na DSPy byakoreshwa mugukora ibikoresho bya AI biganira hamwe nuburyo bwo kwiga imashini, reka dushakishe uburyo ubwo buryo bwikoranabuhanga bwakoreshwa mugutegura abakozi ba AI.
Imwe mu mbogamizi zingenzi muri automatike ya DevOps ni uguhuza ibikoresho na serivisi byinshi kugirango habeho guhuza ibikorwa kandi byikora. Aha niho LangChain na DSPy binjirira - batanga intera yo murwego rwohejuru yo kubaka no gukoresha abakozi ba AI bashobora guhuza nibikoresho bitandukanye na serivisi.
Dore urugero rwuburyo bwo gutunganya abakozi ba AI ukoresheje LangChain na DSPy: `` python gutumiza mu mahanga kwinjiza dspy
Kora icyitegererezo cyururimi
icyitegererezo = indimi.LMModel ("distilbert-shingiro-idafite ishingiro")
Kora igishushanyo cyubumenyi
igishushanyo = ururimi.UbumenyiGraph ("my_graph")
Kora ikiganiro
chatbot = langchain.Chatbot (icyitegererezo, igishushanyo)
Kora icyitegererezo cyo kwiga imashini
ml_model = dspy.Model ("my_model")
Sobanura urujya n'uruza
gutemba = [ {"icyinjijwe": "uraho", "ibisohoka": "uraho!"}, {"kwinjiza": "umeze ute", "ibisohoka": "Nkora neza, urakoze!"}, ]
Kohereza ikiganiro
kuganira.kwerekana (gutemba)
Hugura icyitegererezo cyo kwiga imashini
ml_model.imyitozo ("my_dataset")
Kohereza icyitegererezo cyo kwiga imashini
ml_model.deploy () `` `
Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Uduce
Dore top 5-10 zikoreshwa cyane / ibisobanuro kuri LangChain na DSPy:
1 ..
2. langchain.UbumenyiGraph (" my_graph "): Kora igishushanyo cyubumenyi ukoresheje igishushanyo cyagenwe.
3. langchain.Chatbot (icyitegererezo, igishushanyo): Kurema chatbot ukoresheje urugero rwururimi rwihariye nubushushanyo bwubumenyi.
4. dspy.Model (" my_model "): Kurema imashini yiga imashini ukoresheje icyitegererezo cyagenwe.
5. dspy.Dataset (" my_dataset "): Kurema dataset ukoresheje imibare yihariye.
6. icyitegererezo.imyitozo (dataset): Itoza imashini yiga imashini ukoresheje imibare yihariye.
7. icyitegererezo.koresha (): Ikoresha imashini yiga imashini.
8. chatbot.deploy (flow): Kohereza chatbot ukoresheje ibiganiro byagenwe byerekanwe.
9. graph.add_node (" node1 "," node2 "): Ongeraho umusingi mubishushanyo byubumenyi.
10. Igishushanyo.add_edge (" node1 "," node2 "): Ongeraho imbonerahamwe yubumenyi.
Kugaragara
Hano hari amashusho yububiko bwa LangChain na DSPy ukoresheje Chart.js:
json { "ubwoko": "akabari", "amakuru": { "ibirango": ["LangChain", "DSPy"], "imibare": [ { "label": "Ikiganiro cya AI Ikiganiro", "amakuru": [10, 5], "backgroundColor": ["# 4CAF50", "# FF9800"] }, { "label": "Moderi yo Kwiga Imashini", "amakuru": [5, 10], "backgroundColor": ["# 2196F3", "# 9C27B0"] } ] }, "amahitamo": { "umutwe": { "kwerekana": ukuri, "inyandiko": "LangChain na DSPy Ubwubatsi" }, "umugani": { "kwerekana": ukuri } } } `
Iyi visualisation yerekana ikwirakwizwa ryibikoresho bya AI hamwe nuburyo bwo kwiga imashini hagati ya LangChain na DSPy.
Umwanzuro
Muri iyi ngingo, twasuzumye ihuriro rya AI, software software, hamwe na automatike ya DevOps kugirango tugere kuri ZeroOps. Twabonye uburyo LangChain na DSPy bishobora gukoreshwa mugukora ibiganiro bya AI bigezweho hamwe nuburyo bwo kwiga imashini, nuburyo ubwo buryo bwikoranabuhanga bwakoreshwa mugutegura abakozi ba AI.
Mugukoresha imbaraga za AI no kwikora, abitezimbere barashobora gukora ibintu bigoye kandi bikora neza bishobora gukoreshwa byoroshye kandi bikabungabungwa. Waba uri umuhanga muburambe cyangwa utangiye, LangChain na DSPy bitanga intera ikomeye kandi itangiza yo kubaka no gukoresha abakozi ba AI.
Mugihe isi yubuhanga bwa software ikomeje gutera imbere, gukenera automatike na AI bizakomeza kwiyongera. Mugukoresha ubwo buryo bwikoranabuhanga, abitezimbere barashobora gukora sisitemu nziza, nini, kandi ikomeza ishobora guhinduka muguhindura ibisabwa nibidukikije.
Mu kiganiro gikurikira, tuzasesengura ingingo zateye imbere muri LangChain na DSPy, harimo uburyo bwo guhuza nibindi bikoresho na serivisi, nuburyo bwo gukora imiterere yihariye ya AI hamwe nakazi. Komeza ukurikirane!