Ho Hlophisa Phano ea Software e Tsamaisang le AI: Ho Kopanya DSPy le LangChain bakeng sa DevOps e Ntlafetseng.

Kenyelletso

Sebopeho sa nts'etsopele ea software se ntse se le boemong ba phetoho e kholo ka ho fihla ha Artificial Intelligence (AI) le Machine Learning (ML). Ha mahlale a tsamaisoang ke AI a ntse a tsoela pele ho fetoha, tlhokahalo ea lits'ebetso tse sebetsang hantle le tse ikemetseng tsa ho fana ka software e se e le bohlokoa haholo. Sehloohong sena, re tla hlahloba tšebelisano pakeng tsa lisebelisoa tsa 'mino oa liletsa tse kang DSPy le LangChain ho iketsetsa le ho ntlafatsa mekhoa ea ho fana ka software nakong ea AI.

Background

DSPy: Moralo oa 'Mino o thehiloeng ho Python

DSPy ke moralo oa 'mino oa Python o etselitsoeng ho nolofatsa mokhoa oa ho tsamaisa software. E fana ka meralo e feto-fetohang le e ka senyehang bakeng sa ho kopanya lisebelisoa le lits'ebeletso tse fapaneng, e nolofalletsang bahlahisi hore ba thehe liphaello tsa mosebetsi le lipeipi tse ikhethileng. Moralo oa modular oa DSPy o lumella ho atolosoa ha bonolo le ho e etsa, ho e etsa khetho e nepahetseng bakeng sa mekhatlo e batlang ho tsamaisa lits'ebetso tsa eona tsa DevOps.

LangChain: Moralo oa ho Aha Likopo tsa Puisano tsa AI

LangChain ke moralo o thehiloeng ho Python bakeng sa ho aha lits'ebetso tsa puisano tsa AI. E fana ka lisebelisoa le lilaeborari tsa ho theha li-chatbots, bathusi ba lentsoe, le lihokelo tse ling tsa puisano. Mehaho ea LangChain ea modular e thusa bahlahisi ho theha phallo ea moqoqo le ho kopanya mefuta le lits'ebeletso tse fapaneng tsa AI.

Ho kopanya DSPy le LangChain bakeng sa Li-DevOps tse Ntlafetseng

Ka ho kopanya DSPy le LangChain, mekhatlo e ka theha pipeline e matla ea ho fana ka software e tsamaisoang ke AI e iketsetsang le ho ntlafatsa mekhahlelo e sa tšoaneng ea tsoelo-pele. Mona ke kakaretso ea boemo bo holimo ba ho kopanya:

1. Setupo sa Morero: DSPy e sebelisoa ho theha tikoloho ea morero, ho kenyelletsa le ho theha tikoloho ea sebele, ho kenya lintho tse itšetlehileng ka eona, le ho hlophisa lisebelisoa tsa ho haha.
2. ** Tlhahlobo ea Melao **: LangChain e sebelisetsoa ho hlahloba codebase, ho khetholla lintlha tse ka 'nang tsa e-ba teng le ho fana ka maikutlo a ntlafatso.
3. Teko e Itirisang: DSPy e sebelisetsoa ho itlhahloba, ho kenyeletsoa tlhahlobo ea yuniti, tlhahlobo ea ho kopanya, le tlhahlobo ea ho qetela.
4. ** Tšebelisano e Tsoelang Pele **: LangChain e sebelisetsoa ho kopanya le mekhoa ea ho laola phetolelo, e kang Git, le li-trigger builds le li-deployments.
5. Taolo ea Phatlalatso: DSPy e sebelisoa ho laola litokollo, ho kenyelletsa le ho etsa lintlha tsa tokollo, ho nchafatsa litokomane, le ho romelloa tlhahisong.

Mohlala o sebetsang: Tlhahlobo ea Khoutu ea Automating ka LangChain

Mona ke mohlala o bonolo oa mokhoa oa ho sebelisa LangChain ho iketsetsa tlhahlobo ea khoutu:

import langchain
ho tsoa ho langchain.chains import code_analysis

# Theha mohlala oa LangChain
lc = langchain.LangChain()

# Hlalosa ketane ea tlhahlobo ea khoutu
ketane = khoutu_analysis.CodeAnalysisChain(
    mohlala="khoutu-analysis-mohlala",
    puo="python",
    khoutu = "def eketsa(a, b): khutlisetsa a + b"
)

# Tsamaisa ketane ea tlhahlobo ea khoutu
sephetho = chain.run()

# Hatisa sephetho
hatisa(sephetho)

Khoutu ena e theha mohlala oa LangChain mme e hlalosa ketane ea tlhahlobo ea khoutu e sebelisang laebrari ea code_analysis. Joale ketane e tsamaisoa, 'me sephetho se hatisoa ho console.

Top 5-10 Litaelo / Linotsoana tse Sebelisitsoeng ka ho Fetisisa

Mona ke tse 5-10 tse sebelisoang ka ho fetesisa litaelo/likotoana tsa DSPy le LangChain:

DSPy

1. dsp init: E qala morero o mocha oa DSPy.
2. dsp install: E kenya tse itshetlehileng bakeng sa projeke.
3. dsp build: E aha morero.
4. Dsp test: E fana ka liteko tse itirisang tsa morero.
5. dsp deploy: E isa morero tlhahisong.

LangChain

1. langchain init: E qala morero o mocha oa LangChain.
2. langchain model: E koetlisa mofuta o mocha oa AI.
3. langchain chain: E hlalosa phallo e ncha ea moqoqo.
4. langchain run: E tsamaisa phallo ea moqoqo.
5. langchain analyze: E sekaseka khoutu e sebelisa LangChain.

Ho bona pono

Mona ke pono ea ho kopanya lipakeng tsa DSPy le LangChain ho sebelisa Chart.js:

{
  "type": "bar",
  "data": {
    "labels": ["Ho Hlophisa Morero", "Tlhahlobo ea Khoutu", "Teko e Ikemetseng", "Khokahano e Tsoelang Pele", "Taolo ea Phatlalatso"],
    "lintlha tsa boitsebiso": [
      {
        "label": "DSPy",
        "data": [10, 15, 20, 25, 30],
        "backgroundColor": "rgba(255, 99, 132, 0.2)",
        "borderColor": "rgba(255, 99, 132, 1)",
        "borderWidth": 1
      },
      {
        "label": "LangChain",
        "data": [5, 10, 15, 20, 25],
        "backgroundColor": "rgba(54, 162, 235, 0.2)",
        "borderColor": "rgba(54, 162, 235, 1)",
        "borderWidth": 1
      }
    ]
  },
  "likgetho": {
    "makala": {
      "yAxes": [
        {
          "li-ticks": {
            "beginAtZero": 'nete
          }
        }
      ]
    }
  }
}

Chate ena e bontša ho kopanngoa pakeng tsa DSPy le LangChain, le DSPy e sebetsanang le ho hlophisoa ha morero, tlhahlobo e ikemetseng, le tsamaiso ea tokollo, le tlhahlobo ea khoutu ea LangChain le ho kopanya ho tsoelang pele.

Qetello

ho kopanngoa ha DSPy le LangChain ho fana ka pipeline e matla ea ho fana ka software e tsamaisoang ke AI e iketsetsang le ho ntlafatsa mekhahlelo e sa tšoaneng ea tsoelo-pele. Ka ho sebelisa matla a meralo ka bobeli, mekhatlo e ka tsamaisa lits'ebetso tsa bona tsa DevOps, ea ntlafatsa boleng ba khoutu, le ho fokotsa nako ea ho ea 'marakeng bakeng sa lihlahisoa tsa bona tsa software. Ha sebopeho sa nts'etsopele ea software se ntse se tsoela pele ho fetoha, tšebelisano lipakeng tsa DSPy le LangChain e tla bapala karolo ea bohlokoa ho nts'etsapele boqapi le katleho indastering.