Gushyira mubikorwa Zero-Icyizere cyubaka hamwe na Orchestre yumutekano ikoreshwa na AI ukoresheje LangChain na DSPy

Intangiriro

Muri iki gihe, hifashishijwe uburyo bwa digitale, iterabwoba ry’umutekano riragenda rirushaho kuba ingorabahizi, hamwe n’iterabwoba ryatewe na AI rishobora guteza akaga imiryango. Kurwanya iri terabwoba, gushyira mubikorwa zero-kwizerana ni ngombwa. Nyamara, imyubakire ya zeru-kwizerana akenshi ishingiye kubikorwa byintoki na sisitemu ishingiye kumategeko, bishobora gutwara igihe kandi bikunda kwibeshya. Aha niho haje orchestre yumutekano ikoreshwa na AI - uburyo bwo guhindura umukino uhuza imbaraga zubwenge bwubuhanga hamwe namahame yubwubatsi bwa zeru. Muri iki kiganiro, tuzasesengura uburyo bwo gushyira mubikorwa zeru-kwizerana hamwe na orchestre yumutekano ikoreshwa na AI ukoresheje LangChain na DSPy.

Ubwubatsi bwa Zeru-Icyizere ni iki?

Zero-kwizerana yubatswe ni paradizo yumutekano yibwira ko abakoresha nibikoresho byose batizeye, batitaye kumwanya wabo cyangwa umwirondoro wabo. Ubu buryo busaba kugenzura buri gihe indangamuntu n'uburenganzira bwo kugera, byemeza ko abakoresha n'ibikoresho byemewe gusa bashobora kubona amakuru na sisitemu byoroshye. Zero-kwizerana yubatswe yashizweho kugirango ikumire urujya n'uruza rw'amakuru mu gushyira mu bikorwa igenzura rikomeye no kugenzura imyitwarire y'abakoresha.

Orchestre Yumutekano ikoreshwa na AI ni iki?

Orchestre yumutekano ikoreshwa na AI nuburyo bwumutekano bukoresha ubwenge bwubukorikori hamwe no kwiga imashini kugirango ibikorwa byumutekano bikemurwe. Ubu buryo bukoresha isesengura ryamakuru, ubwenge bwiterabwoba, hamwe na algorithms yiga imashini kugirango tumenye kandi dusubize ibibazo byugarije umutekano mugihe nyacyo. Orchestre y’umutekano ikoreshwa na AI irashobora gufasha amashyirahamwe gutahura no guhangana n’iterabwoba neza, bikagabanya ibyago byo guca amakuru no kwibasirwa na cyber.

Guhuza Zero-Kwizera Ubwubatsi hamwe na Orchestre Yumutekano ikoreshwa na AI

Guhuza imyubakire ya zeru-kwizerana hamwe na orchestre yumutekano ikoreshwa na AI ikora urwego rukomeye rwumutekano rushobora gutahura no gusubiza iterabwoba mugihe nyacyo. Ubu buryo bukoresha orchestre yumutekano ikoreshwa na AI kugirango ikomeze gukurikirana imyitwarire yabakoresha no kumenya ibintu bidasanzwe, mugihe imyubakire ya zeru-yizere ko abakoresha nibikoresho byemewe gusa bashobora kubona amakuru na sisitemu byoroshye.

LangChain: Urwego rwa Orchestre Yumutekano ikoreshwa na AI

LangChain nisoko ifunguye-ifasha abaterankunga kubaka sisitemu yumutekano ikoreshwa na AI. LangChain itanga urutonde rwa API nibikoresho byemerera abitezimbere guhuza imashini yiga imashini, isesengura ryamakuru, nibikoresho byumutekano mukibuga kimwe. LangChain yagenewe kuba nini cyane kandi yoroheje, ikaba ihitamo ryiza kubikorwa binini byumutekano.

DSPy: Isomero rya Python ya Orchestre Yumutekano ikoreshwa na AI

DSPy ni isomero rya Python ritanga urutonde rwibikoresho bya API nibikoresho byo kubaka sisitemu yumutekano ikoreshwa na AI. DSPy yagenewe gukorana na LangChain, itanga interineti ya Pythonic kumurongo wa LangChain. DSPy itanga ibintu bitandukanye, harimo gusesengura amakuru, kwiga imashini, hamwe no guhuza ibikoresho byumutekano.

Gushyira mubikorwa Zero-Kwizera Kubaka hamwe na LangChain na DSPy

Gushyira mubikorwa zero-kwizerana hamwe na LangChain na DSPy, tuzakoresha intambwe zikurikira:

1. ** Shiraho ibidukikije bya LangChain **: Shyira LangChain na DSPy ukoresheje umuyoboro, hanyuma ushireho umushinga mushya ukoresheje LangChain CLI.
2. ** Huza DSPy na LangChain **: Koresha isomero rya DSPy kugirango uhuze imashini yiga imashini hamwe nisesengura ryamakuru murwego rwa LangChain. D.
3. ** Gerageza kandi ukoreshe **: Gerageza urwego rwa LangChain hanyuma ubyohereze mubidukikije.

Urugero rwa Kode: Gushyira mubikorwa Zero-Kwizera Ubwubatsi hamwe na LangChain na DSPy

Dore kode yoroshye yerekana uburyo bwo gushyira mubikorwa zeru-kwizerana hamwe na LangChain na DSPy: `` python gutumiza mu mahanga kuva dspy itumiza DSPy

langchain.init ()

Huza DSPy na LangChain

dsp = DSPy ()

Shiraho imyubakire ya zeru

kwinjira_control = { "abakoresha": ["admin", "umukoresha1", "umukoresha2"], "amatsinda": ["admin_group", "umukoresha_itsinda"] }

Shiraho gukurikirana imyitwarire y'abakoresha

gukurikirana_config = { "umukoresha_imyitwarire": { "gukurikirana_intera": 10, "anomaly_threshold": 5 } }

Kora umukozi wa LangChain

umukozi = ururimi. Byihutirwa ( kwinjira_control = kwinjira_igenzura, gukurikirana_config = kugenzura_config )

Gerageza umukozi wa LangChain

test_user = "umukoresha1" test_action = "access_data"

Koresha ikizamini

ibisubizo = umukozi.run (test_user, test_action)

Shira ibisubizo

icapiro (ibisubizo) `` ` Uru rugero rwimyandikire yerekana uburyo bwo gushyiraho ibidukikije bya LangChain, guhuza DSPy na LangChain, kugena imiterere ya zeru-kwizerana, no kugerageza umukozi wa LangChain.

Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Udukoryo

Hano haribintu 5-10 byambere bikoreshwa cyane / ibisobanuro kuri LangChain na DSPy:

1. langchain.init (): Itangiza urwego rwa LangChain.
2. Dsp = DSPy (): Kurema urugero rushya rwa DSPy.
3. access_controls = {...}: Igena uburyo bwo kugenzura uburyo bwa LangChain.
4. gukurikirana_config = {...}: Kugena igenzura ryimyitwarire yabakoresha murwego rwa LangChain.
5. agent = langchain. Byihutirwa (...): Kurema urwego rushya rwa LangChain.
6. agent.run (test_user, test_action): Ikora ikizamini kumukozi wa LangChain.
7. dsp.integrate_ml_model (...): Yinjiza imashini yiga imashini murwego rwa DSPy.
8. dsp.integrate_data_analytics (...): Ihuza isesengura ryamakuru muburyo bwa DSPy.
9. dsp.integrate_umutekano_tool (...): Yinjiza igikoresho cyumutekano murwego rwa DSPy.
10. Dsp.deploy (...): Kohereza urwego rwa DSPy mubidukikije.

Kubona amashusho

Hano hari amashusho yuburyo bwa LangChain na DSPy ukoresheje Chart.js: json { "ubwoko": "akabari", "amakuru": { "ibirango": ["LangChain", "DSPy"], "imibare": [ { "label": "Ibiranga", "amakuru": [10, 8], "backgroundColor": ["# 4CAF50", "# FF9800"] }, { "label": "Ubunini", "amakuru": [8, 10], "backgroundColor": ["# 4CAF50", "# FF9800"] }, { "label": "Kuborohereza Gukoresha", "amakuru": [9, 7], "backgroundColor": ["# 4CAF50", "# FF9800"] } ] }, "amahitamo": { "umutwe": { "kwerekana": ukuri, "inyandiko": "Kugereranya LangChain na DSPy" }, "umugani": { "kwerekana": ukuri } } } ` Iyi visualisation igereranya ibiranga, ubunini, nuburyo bworoshye bwo gukoresha LangChain na DSPy.

Umwanzuro

Gushyira mubikorwa zero-kwizerana hamwe na orchestre yumutekano ikoreshwa na AI ukoresheje LangChain na DSPy nuburyo bukomeye bwo gukumira ibikorwa byo gukoresha abantu benshi no kurinda umutekano w’iterabwoba. Muguhuza imbaraga zubwenge bwubuhanga hamwe namahame yubwubatsi bwa zeru, amashyirahamwe arashobora gushyiraho urwego rwumutekano rukomeye rumenya kandi rugasubiza iterabwoba mugihe nyacyo. Hamwe na LangChain na DSPy, abitezimbere barashobora kubaka sisitemu yumutekano nini kandi yoroheje yujuje ibyifuzo byumutekano munini.