Etsa lethathamo la lintlha | B4N1

Etsa lethathamo la lintlha

8 months ago · b4n1 Read time: 5 min

Ho Kopanya Agent AI ho DevOps: Ho Hlophisa Phano ea Software ka DSPy le LangChain

Selelekela

Mokhatlo oa DevOps o fetotse tsela eo software e hlahisoang ka eona, e tsamaisoang le ho hlokomeloa. Leha ho le joalo, ha ho rarahana ha software ho ntse ho hola, ho joalo le ka tlhoko ea othomathike le orchestration ho lipeipi tsa DevOps. Agentic AI, karolo e nyenyane ea bohlale ba maiketsetso bo shebaneng le ho iketsetsa liqeto le ho nka khato, e na le monyetla oa ho fetola mekhoa ea DevOps ka ho iketsetsa puso le ho ntlafatsa 'mino oa liletsa. Sehloohong sena, re tla hlahloba hore na lisebelisoa tse kang DSPy le LangChain li ka sebelisoa joang ho kopanya AI ea li-agency ho li-DevOps, ho tsepamisitse maikutlo maqheka a ts'ebetsong a sebetsang.

Agent AI ke eng?

Agetic AI e bua ka mofuta oa bohlale ba maiketsetso bo khonang ho iketsetsa liqeto le ho nka khato. Ho fapana le litsamaiso tsa setso tsa AI, tse etselitsoeng ho etsa mesebetsi e itseng, litsamaiso tsa AI tsa ajenti li etselitsoe ho ithuta, ho ikamahanya le maemo, le ho etsa liqeto maemong a thata, a matla. Agent AI e na le monyetla oa ho fetola li-DevOps ka ho iketsetsa puso le ho ntlafatsa 'mino oa liletsa, ho lumella lihlopha ho tsepamisa maikutlo mesebetsing ea boemo bo holimo le ho ntlafatsa phano ea software ka kakaretso.

DSPy ke eng?

DSPy ke laeborari ea Python bakeng sa ho aha le ho tsamaisa lipeipi tsa data. E fana ka mokhoa o bonolo, o tenyetsehang, le o ka senyehang oa ho kopanya data ho tsoa mehloling e fapaneng, ho e fetola, le ho e boloka ka mefuta e fapaneng. DSPy e loketse haholo ho sebelisoa liphaepheng tsa DevOps, moo data e atisang ho hlahisoa le ho sebetsoa ka nako ea sebele.

LangChain ke eng?

LangChain ke laebrari ea Python bakeng sa ho haha ​​le ho tsamaisa mekhoa ea puisano ea AI. E fana ka mokhoa o bonolo, o tenyetsehang, le o qhekellang oa ho kopanya mekhoa ea puo ea tlhaho (NLP) le ea ho ithuta ka mochini (ML) mecheng ea puisano. LangChain e loketse ka ho khetheha bakeng sa ho sebelisoa liphaepheng tsa DevOps, moo li-interface tsa puisano li ka sebelisoang ho iketsetsa mesebetsi le ho ntlafatsa phihlelo ea mosebedisi.

Ho kopanya AI ea Agent ho li-DevOps le DSPy le LangChain

Ho kopanya agency AI ho DevOps le DSPy le LangChain, re hloka ho latela mehato ena:

  1. Ho Kenywa ha Lintlha: Sebelisa DSPy ho fumana lintlha tse tsoang mehloling e fapaneng, joalo ka datha, li-API, le lifaele.
  2. Tlhahiso ea Lintlha: Sebelisa DSPy ho fetola le ho sebetsana le data e kentsoeng, u sebelisa mekhoa e kang ho hloekisa, ho sefa, le ho kopanya.
  3. Koetliso ea Mohlala: Sebelisa LangChain ho koetlisa mehlala ea ML ho data e sebetsitsoeng, ho sebelisa mekhoa e kang ho ithuta ho laoloang, thuto e sa laoleheng, le ho matlafatsa thuto.
  4. Tlhahiso ea Moetso: Sebelisa LangChain ho kenya mefuta e koetlisitsoeng ka har'a sehokelo sa moqoqo, joalo ka mothusi oa moqoqo kapa mothusi oa lentsoe.
  5. Tlhahlobo ea Mohlala: Sebelisa DSPy ho lekola ts'ebetso ea mefuta e rometsoeng, u sebelisa metrics joalo ka ho nepahala, ho nepahala, le ho hopola.

Maano a Sebetsang a Phethahatso

Ho kenya tšebetsong AI ea bo-agent ho DevOps ka DSPy le LangChain, re ka latela maano ana a sebetsang:

  1. Sebelisa DSPy ho Ikemela ho Kenyeha ha Boitsebiso: Sebelisa DSPy ho iketsetsa mokhoa oa ho kenya data ho tsoa mehloling e fapaneng, joalo ka databases, APIs, le lifaele.
kenya dspy


pipeline = dSpy.Pipeline()

# Eketsa mohloli oa data pompong
pipeline.add_source(dspy.DataSource("database", "my_database"))

# Kenya processor ea data pompong
pipeline.add_processor(dspy.DataProcessor("fetola", "my_transform"))

# Tsamaisa lipeipi
pipeline.run()
  1. **Sebelisa LangChain ho Koetlisa Mehlala ea ML **: Sebelisa LangChain ho koetlisa mehlala ea ML ho data e sebetsitsoeng, ho sebelisa mekhoa e kang thuto e laoloang, thuto e sa laoleheng, le thuto ea ho matlafatsa.
import langchain

# Theha sebopeho sa moqoqo
segokahanyi = langchain.ConversationalInterface()

# Hlalosa phallo ea moqoqo
phallo = langchain.ConversationalFlow(
    maikemisetso="dumedisa",
    karabo="Dumela, nka o thusa jwang?"
)

# Koetlisa mohlala
interface.train(phallo)
  1. Sebelisa DSPy ho Lekola Ts'ebetso ea Moetso: Sebelisa DSPy ho lekola ts'ebetso ea mefuta e sebelisitsoeng, u sebelisa metrics e kang ho nepahala, ho nepahala, le ho hopola.
kenya dspy

# Theha pompo ea data
pipeline = dSpy.Pipeline()

# Eketsa mohloli oa data pompong
pipeline.add_source(dspy.DataSource("database", "my_database"))

# Kenya processor ea data pompong
pipeline.add_processor(dspy.DataProcessor("evaluate", "my_evaluate"))

# Tsamaisa lipeipi
pipeline.run()

Kaholimo ho 5-10 Litaelo/Lipotlana tse Sebelisitsoeng ka ho Fetisisa

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

  1. dspy.Pipeline(): E theha tsamaiso e ncha ea data.
  2. dspy.DataSource(): E theha mohloli o mocha oa data.
  3. dspy.DataProcessor(): E etsa processor e ncha ea data.
  4. langchain.ConversationalInterface(): E theha sebopeho se secha sa moqoqo.
  5. langchain.ConversationalFlow(): E hlalosa phallo ya moqoqo.
  6. langchain.train(): E koetlisa mohlala.
  7. dspy.run(): E tsamaisa lipeipi.
  8. dspy.evaluate(): E lekola ts'ebetso ea mohlala.
  9. langchain.deploy(): E beha mohlala.
  10. langchain.integrate(): E kopanya mohlala ho sebopeho sa moqoqo.

Pono ya pono

Mona ke pono ea lipeipi tsa AI tse sebelisang Chart.js:

{
  "type": "bar",
  "data": {
    "labels": ["Ho Kenyeletsoa ha Boitsebiso", "Tlhahiso ea Boitsebiso", "Thupelo ea Mehlala", "Phepelo ea Mehlala", "Tlhahlobo ea Moetso"],
    "lintlha tsa boitsebiso": [
      {
        "label": "Agentic AI Pipeline",
        "data": [10, 15, 20, 25, 30],
        "backgroundColor": "rgba(255, 99, 132, 0.2)",
        "borderColor": "rgba(255, 99, 132, 1)",
        "borderWidth": 1
      }
    ]
  },
  "likgetho": {
    "sehlooho": {
      "bontša": 'nete,
      "text": "Agentic AI Pipeline"
    },
    "makala": {
      "yAxes": [
        {
          "scaleLabel": {
            "bontša": 'nete,
            "labelString": "Boleng"
          }
        }
      ]
    }
  }
}

Ponahalo ena e bonts'a methati e mehlano ea lipeipi tsa AI tsa ajenti, ka palo ea mesebetsi e etsoang mothating o mong le o mong.

Qetello

Ho kopanya AI ea bo-agent ho li-DevOps le DSPy le LangChain ho na le monyetla oa ho fetola phepelo ea software ka ho iketsetsa puso le ho ntlafatsa 'mino oa liletsa. Ka ho latela maqheka a sebetsang a ts'ebetsong a hlalositsoeng sehloohong sena, lihlopha li ka haha ​​​​le ho sebelisa mekhoa ea AI e ntlafatsang ho fana ka lisebelisoa le ho fokotsa litšenyehelo. Karolo ea pono e fana ka pono e hlakileng le e khuts'oane ea phaephe ea AI ea agent, e nolofalletsa lihlopha ho utloisisa le ho kenya ts'ebetsong theknoloji ena.

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