Ho Hlophisa Phano ea Software e Tsamaiswang ke AI e nang le Baemedi ba Hlokomelang Context-Aware le Lisebelisoa tsa Orchestration | B4N1

Ho Hlophisa Phano ea Software e Tsamaiswang ke AI e nang le Baemedi ba Hlokomelang Context-Aware le Lisebelisoa tsa Orchestration

6 months ago · b4n1 Read time: 6 min

Kenyelletso

Kamohelo e ntseng e eketseha ea Artificial Intelligence (AI) le automation ntlafatsong ea software e lebisitse phetohong e kholo tseleng eo lihlopha tsa DevOps li sebetsang ka eona. Ka ho phahama ha lisebelisoa le liforomo tse tsamaisoang ke AI, tlhokahalo ea li-agents tse hlokomelang maemo le lisebelisoa tsa 'mino e se e le matla ho feta leha e le neng pele. Sehloohong sena, re tla hlahloba mohopolo oa ho hlophisa tlhahiso ea software e tsamaisoang ke AI re sebelisa li-agent tse tsebang maemo le lisebelisoa tsa 'mino, re tsepamisitse maikutlo ho kopanya LangChain le DSPy bakeng sa ho ntlafatsa DevOps automation le scalability.

Mathata a Phano ea Software e Tsamaiswang ke AI

Ha AI le li-automation li ntse li tsoela pele ho fetola sebopeho sa nts'etsopele ea software, lihlopha tsa DevOps li tobana le mathata a 'maloa:

  1. Mathata a Eketsehileng: Lisebelisoa le li-platform tse tsamaisoang ke AI li hlahisa mekhahlelo e mecha ea ho rarahana, e leng ho etsang hore ho be thata ho lihlopha ho laola le ho hlophisa mosebetsi oa tsona.
  2. Scalability: Ha lisebelisoa tse tsamaisoang ke AI li ntse li ata haholo, tlhokahalo ea scalability ea eketseha, e leng ho etsang hore ho be thata ho lihlopha ho etsa bonnete ba ho kopanya le ho tsamaisoa ka mokhoa o se nang moeli.
  3. Tshireletso: Lisebelisoa le sethala se tsamaisoang ke AI se hlahisa likotsi tse ncha tsa ts'ireletso, e leng se etsang hore ho be bohlokoa hore lihlopha li kenye ts'ebetsong mehato e matla ea ts'ireletso ho sireletsa litsamaiso tsa tsona le data.
  4. **Tlhahiso ea Thetso **: Ka ho phahama ha ho lemoha thetso e tsamaisoang ke AI, lihlopha li tlameha ho khona ho lemoha le ho arabela litšokelo tse ka 'nang tsa e-ba teng ka nako ea sebele.

Baemeli ba Tseba ka Moelelo le Lisebelisoa tsa 'Mino

Ho sebetsana le liqholotso tsena, baemeli ba hlokomelang maemo le lisebelisoa tsa 'mino li hlahile e le karolo ea bohlokoa ea phano ea software e tsamaisoang ke AI. Lisebelisoa tsena li thusa lihlopha ho:

  1. Automate Workflows: Mahlahana a hlokomelang litaba a ka iketsetsa tšebetso ea mosebetsi, a fokotsa ho kenella ka letsoho le ho eketsa katleho.
  2. **Ho Kopanya Lisebelisoa tsa AI-Driven **: Lisebelisoa tsa 'mino oa liletsa li ka kopanya lisebelisoa le liforomo tse tsamaisoang ke AI, ho netefatsa puisano e se nang moeli le tšebelisano.
  3. Etsa bonnete ba ho Scalability: Baemeli ba hlokomelang maemo le lisebelisoa tsa 'mino li ka eketseha ka litlhoko tse ntseng li eketseha tsa phano ea software e tsamaisoang ke AI.
  4. ** Ntlafatsa Tshireletso**: Lisebelisoa tsena li ka kenya ts'ebetsong mehato e matla ea ts'ireletso, ho sireletsa litsamaiso le data ho tsoa litšokelong tse ka bang teng.

LangChain le DSPy: Motsoako o Matla

LangChain le DSPy ke lisebelisoa tse peli tse matla tse ka sebelisoang ho ntlafatsa DevOps automation le scalability ho phano ea software e tsamaisoang ke AI. LangChain ke laebrari ea Python e nolofalletsang batho ba ntlafatsang ho haha ​​​​baemeli ba tsebang maemo, ha DSPy e le moralo o thehiloeng ho Rust o fanang ka sethala se tsitsitseng le se sireletsehileng bakeng sa ho fana ka software e tsamaisoang ke AI.

LangChain

LangChain ke laebrari ea Python e nolofalletsang batho ba ntlafatsang ho haha ​​baemeli ba nang le moelelo oa taba ba sebelisa mekhoa ea puo ea tlhaho (NLP) le mekhoa ea ho ithuta ka mochine (ML). Ka LangChain, bahlahisi ba ka:

  1. Haha Baemeli ba Tlhokomeliso ea Litaba: LangChain e thusa batho ba ntlafatsang ho haha ​​mahlahana a tsebang maemo a ka utloisisang le ho arabela tlhahiso ea basebelisi.
  2. ** Kopanya Lisebelisoa tsa AI-Driven **: LangChain e ka kopanya lisebelisoa le liforomo tse tsamaisoang ke AI, ho netefatsa puisano e se nang moeli le tšebelisano.
  3. ** Netefatsa Scalability **: LangChain e ka lekanya ka litlhoko tse ntseng li eketseha tsa ho fana ka software e tsamaisoang ke AI.

DSPy

DSPy ke moralo o thehiloeng ho Rust o fanang ka sethala se scalable le se sireletsehileng bakeng sa phano ea software e tsamaisoang ke AI. Ka DSPy, bahlahisi ba ka:

  1. Haha Lits'ebetso tsa Scalable AI-Driven Systems: DSPy e thusa bahlahisi ho haha ​​litsamaiso tse khannoang ke AI tse ka sebetsanang le litlhoko tse ntseng li eketseha.
  2. Etsa bonnete ba Tšireletseho: DSPy e fana ka mehato e matla ea tšireletso, e sireletsang litsamaiso le data ho tsoa litšokelong tse ka bang teng.
  3. **Ho kopanya Lisebelisoa tse tsamaisoang ke AI **: DSPy e ka kopanya lisebelisoa le liforomo tse tsamaisoang ke AI, ho netefatsa puisano e se nang moeli le tšebelisano.

Ho kopanya LangChain le DSPy

Ho kopanya LangChain le DSPy ho ka fana ka motsoako o matla bakeng sa ho ntlafatsa DevOps automation le scalability ho phano ea software e tsamaisoang ke AI. Ka ho sebelisa matla a lisebelisoa tsena ka bobeli, bahlahisi ba ka:

  1. ** Haha Baemeli ba Tlhokomeliso ea Litaba **: LangChain e ka sebelisoa ho haha ​​mahlahana a tsebang maemo a ka utloisisang le ho arabela tlhahiso ea basebelisi.
  2. **Ho kopanya Lisebelisoa tse tsamaisoang ke AI **: DSPy e ka kopanya lisebelisoa le liforomo tse tsamaisoang ke AI, ho netefatsa puisano e se nang moeli le tšebelisano.
  3. ** Netefatsa Scalability **: LangChain le DSPy li ka lekanya ka litlhoko tse ntseng li eketseha tsa ho fana ka software e tsamaisoang ke AI.

Mohlala oa Khoutu

Mona ke mohlala oa "code block" o bonts'ang mokhoa oa ho kopanya LangChain le DSPy:

import langchain
ho tsoa ho dspy import DSPy

# Theha moemeli oa LangChain
moemeli = langchain.Agent(
    lebitso = "moemedi_waka",
    mohlala="langchain/llama:1.3B",
    prompt="Ke moemedi ya tsebang maemo a ka utlwisisang le ho arabela tlhahisong ya mosebedisi."
)

# Theha mohlala oa DSPy
dsp = DSPy(
    lebitso = "ka_dsp",
    mohlala="dspy/transformer:1.3B",
    prompt="Ke tsamaiso ea AI e scalable e khonang ho sebetsana le litlhoko tse ntseng li eketseha."
)

# Kopanya moemeli oa LangChain le mohlala oa DSPy
moemeli.connect(dsp)

# Lekola sistimi e kopaneng
print(agent.respond("Hello, u joang?")

Sebaka sena sa khoutu se bonts'a mokhoa oa ho theha moemeli oa LangChain le mohlala oa DSPy, ebe o li kopanya ho sebelisa mokhoa oa ho kopanya. Mokhoa oa respond o sebelisoa ho lekola sistimi e kopaneng.

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

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

LangChain

  1. langchain.Agent(lebitso="my_agent", model="langchain/llama:1.3B", prompt="Ke moemedi ya tsebang maemo a ka utlwisisang le ho araba se kentsweng ke mosebedisi.")
  2. moemedi.connect(dsp)
  3. agent.respond("Dumela, o phela jwang?")
  4. langchain.LLM(mohlala="langchain/llama:1.3B")
  5. moemedi.fumana_karabo(prompt="Lebitso la hao o mang?")

DSPy

  1. dspy.DSPy(lebitso = "my_dsp", model="dspy/transformer:1.3B", prompt="Ke tsamaiso ea AI e scalable e khonang ho sebetsana le litlhoko tse ntseng li eketseha.")
  2. dsp.connect(agent)
  3. dsp.get_response(prompt="Lebitso la hao ke mang?")
  4. dspy.transformer(mohlala="dspy/transformer:1.3B")
  5. dsp.get_output(prompt="Dumela, o phela jwang?")

Ho bona pono

Mona ke pono ea sistimi e kopaneng ea LangChain le DSPy e sebelisang Chart.js:

{
  "type": "bar",
  "data": {
    "labels": ["LangChain", "DSPy"],
    "lintlha tsa boitsebiso": [
      {
        "label": "Scalability",
        "data": [10, 20],
        "backgroundColor": ["rgba(255, 99, 132, 0.2)", "rgba(54, 162, 235, 0.2)"]
      },
      {
        "label": "Tshireletso",
        "data": [20, 10],
        "backgroundColor": ["rgba(255, 99, 132, 0.2)", "rgba(54, 162, 235, 0.2)"]
      }
    ]
  },
  "likgetho": {
    "sehlooho": {
      "bontša": 'nete,
      "text": "Scalability le Papiso ya Tshireletso"
    },
    "makala": {
      "yAxes": [
        {
          "li-ticks": {
            "beginAtZero": 'nete
          }
        }
      ]
    }
  }
}

Pontšo ena e bapisa scalability le ts'ireletso ea LangChain le DSPy, e bontšang matla a sesebelisoa ka seng.

Qetello

ho hlophisa phepelo ea software e tsamaisoang ke AI ka liakhente tse hlokomelang maemo le lisebelisoa tsa 'mino ke karolo ea bohlokoa ea li-DevOps tsa sejoale-joale. Ka ho kopanya LangChain le DSPy, bahlahisi ba ka haha ​​​​litsamaiso tse tsamaisoang ke AI tse tsitsitseng le tse sireletsehileng tse ka sebetsanang le litlhoko tse ntseng li eketseha. Ka keketseho e ntseng e eketseha ea AI le li-automation, ho bohlokoa hore lihlopha li sebelise lisebelisoa le mekhoa ena ho lula pele ho mothinya.

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