Hordhac
Muuqaalka horumarinta software-ku waxa uu ku socdaa isbeddel la taaban karo iyadoo ay soo ifbaxday Sirdoonka Artificial (AI) iyo Barashada Mashiinnada (ML). Maaddaama teknoolajiyada AI ay wado ay sii kobceyso, baahida loo qabo hababka gaarsiinta software hufan oo otomaatig ah ayaa sii kordheysa oo muhiim ah. Maqaalkan, waxaan ku baari doonaa isdhexgalka ka dhexeeya qalabka orchestration sida DSPy iyo LangChain ee otomaatigga iyo wanaajinta hababka gudbinta software ee da'da AI.
Asalkii hore
DSPy: Qaab-dhismeedka Orchestration ku salaysan Python
DSPy waa qaab-dhismeedka orchestration-ku-saleysan Python loogu talagalay in lagu fududeeyo automation-ka hababka gaarsiinta software-ka. Waxay bixisaa qaab dhismeedka dabacsan oo la miisaami karo si loo mideeyo qalab iyo adeegyo kala duwan, awood horumariyayaashu inay abuuraan qulqulka shaqada iyo dhuumaha. Naqshadaynta qaab-dhismeedka DSPy waxay u oggolaanaysaa fidinta sahlan iyo habaynta, taasoo ka dhigaysa doorasho ku habboon hay'adaha doonaya inay hagaajiyaan hannaankooda DevOps.
LangChain: Qaabdhismeedka Dhismaha Codsiyada AI ee Wadahadalka
LangChain waa qaab-dhismeedka Python-ku-salaysan ee lagu dhisayo codsiyada AI wada-hadalka. Waxay siisaa qalabyo iyo maktabado lagu abuurayo chatbots, caawiyayaasha codka, iyo wada sheekaysiga kale ee wada sheekaysiga. Qaab dhismeedka modular ee LangChain wuxuu u sahlayaa horumariyayaasha inay abuuraan qulqulka wada sheekaysiga oo ay isku daraan noocyo iyo adeegyo kala duwan oo AI ah.
Isku dhafka DSPy iyo LangChain ee DevOps la xoojiyey
Marka la isku daro DSPy iyo LangChain, ururradu waxay abuuri karaan dhuumaha gudbinta software-ka AI oo awood leh oo otomaatig ah oo hagaajiya heerarka kala duwan ee habka horumarinta. Halkan waxaa ah dulmar heer sare ah oo ku saabsan isdhexgalka:
- ** Dejinta Mashruuca ***: DSPy waxaa loo isticmaalaa in lagu dejiyo jawiga mashruuca, oo ay ku jiraan abuurista jawi muuqaal ah, rakibida ku-tiirsanaanta, iyo qaabeynta qalabka dhismaha.
- ** Falanqaynta Koodhka ***: LangChain waxaa loo isticmaalaa in lagu falanqeeyo codebase, aqoonsashada arrimaha suurtagalka ah iyo soo jeedinta hagaajinta.
- ** Tijaab otomaatig ah ***: DSPy waxaa loo isticmaalaa in si otomaatig ah loo tijaabiyo, oo ay ku jiraan tijaabinta cutubka, tijaabinta is dhexgalka, iyo imtixaanka dhamaadka-ilaa-dhamaadka.
- ** Isdhexgalka Joogtada ah ***: LangChain waxaa loo isticmaalaa in lagu dhex daro nidaamyada xakamaynta nooca, sida Git, iyo kicinta dhismooyinka iyo geynta.
- ** Maareynta Siideynta ***: DSPy waxaa loo isticmaalaa in lagu maareeyo siideynta, oo ay ku jirto abuurista qoraalada siideynta, cusbooneysiinta dukumeentiyada, iyo geynta wax soo saarka.
Tusaale Wax ku ool ah: Automating Code Analysis with LangChain
Waa kuwan tusaale fudud oo ah sida loo isticmaalo LangChain si otomaatig loogu sameeyo falanqaynta koodka: `` Python soo dejinta langchain ka langchain.chains soo dejinta code_analysis
Samee tusaale LangChain
lc = langchain.LangChain ()
Qeex silsilad falanqaynta kood
silsilad = code_analysis.CodeAnalysisChain ( model="code-analysis-model", language="python", code = "def add(a, b): celi a + b" )
Samee silsiladda falanqaynta koodka
natiijo = silsilad.run ()
daabac natiijada
daabac(natiijo) `` Xeerkani waxa uu abuuraa tusaale LangChain ah oo qeexaya silsilad falanqaynta kood iyada oo la adeegsanayo maktabadda 'code_analysis'. Silsiladda ayaa markaa la ordayaa, natiijaduna waxay ku daabacan tahay console-ka.
5-10ka amar ee ugu badan ee la isticmaalo
Waa kuwan 5-10-ka amarrada ugu badan ee la isticmaalo ee DSPy iyo LangChain:
DSPy
- `dsp init': Waxay bilawday mashruuc cusub oo DSPy ah.
dsp install: Ku rakibida ku tiirsanaanta mashruuca.- `dsp build': Dhisayaa mashruuca.
- 'dsp test': Wuxuu sameeyaa tijaabooyinka iswada ee mashruuca.
dsp deploy: Waxay geysaa mashruuca wax soo saarka.
LangChain
- `langchain init': Wuxuu bilaabay mashruuc cusub oo LangChain ah.
- 'Model langchain': Wuxuu tababaraa moodal cusub oo AI ah.
- 'silsiladda langchain': Waxay qeexaysaa socodka cusub ee wada hadalka.
- 'langchain run': Wuxuu wadaa socodka wada hadalka.
- 'langchain analyzer': Waxay baartaa koodka iyadoo la isticmaalayo LangChain.
Muuqaalka
Waa kan muuqaalka is dhexgalka ka dhexeeya DSPy iyo LangChain iyadoo la adeegsanayo Chart.js:
json { "type": "bar", "xogta": { "labels": ["Dejinta Mashruuca", "Code Analysis", "Tijaabada Automated", "Is-dhexgalka Joogtada ah", "Maaraynta Siideynta"], "datasets": [ { "label": "DSPy", "xogta": [10, 15, 20, 25, 30], "backgroundColor": "rgba(255, 99, 132, 0.2)", "BorderColor": "rgba(255, 99, 132, 1)", "BorderWidth": 1 }, { "label": "LangChain", "xogta": [5, 10, 15, 20, 25], "backgroundColor": "rgba(54, 162, 235, 0.2)", "BorderColor": "rgba(54, 162, 235, 1)", "BorderWidth": 1 } ] }, "doorashooyinka": { "Miisaanka": { "yAxes": [ { "ticks": { "beginAtZero": run } } ] } } }
Shaxdani waxay muujinaysaa is dhexgalka u dhexeeya DSPy iyo LangChain, oo leh DSPy maaraynta mashruuca dejinta, tijaabinta iswada, iyo maaraynta sii deynta, iyo LangChain maaraynta koodhka falanqaynta iyo isdhexgalka joogtada ah.
Gabagabo
isku dhafka DSPy iyo LangChain waxay siisaa dhuumaha gudbinta software-ka AI oo awood leh oo otomaatig ah oo wanaajiya heerarka kala duwan ee habka horumarinta. Iyaga oo ka faa'iidaysanaya awoodaha labada qaab-dhismeed, ururradu waxay hagaajin karaan geeddi-socodkooda DevOps, hagaajin karaan tayada code, oo ay yareeyaan wakhtiga-suuq-geynta ee alaabtooda software. Maaddaama muuqaalka horumarinta software-ku uu sii socdo, is-dhexgalka ka dhexeeya DSPy iyo LangChain ayaa door muhiim ah ka ciyaari doona wadida hal-abuurka iyo hufnaanta warshadaha.