Theha moreki oa DSPy

Ho hlophisa liphaephe tsa ntlafatso ea software ea GenAI-Powered ka DSPy le LangChain

Selelekela

Sebopeho sa nts'etsopele ea software se ntse se le boemong ba phetoho e kholo ka ho fihla ha mahlale a Generative AI (GenAI). Mefuta ea GenAI e na le monyetla oa ho fetola tsela eo re atamelang nts'etsopele ea software, ho tloha ho tlhahiso ea khoutu ho isa tekong le ho e fetisetsa. Sehloohong sena, re tla hlahloba mokhoa oa ho hlophisa liphaephe tsa ntlafatso ea software tse tsamaisoang ke GenAI ka DSPy le LangChain. Re tla shebana le lefats'e la li-automation tsa DevOps tse tsamaisoang ke AI, re shebane le ho kopanya mefuta ea GenAI le DSPy le LangChain bakeng sa lipeipi tse ntlafalitsoeng tsa ntlafatso ea software.

DSPy le LangChain ke eng?

DSPy ke laebrari ea Python e fanang ka mokhoa o bonolo le o sebetsang oa ho kopanya mefuta ea GenAI le liphaephe tsa nts'etsopele ea software. E lumella batho ba ntlafatsang ho phahamisa matla a GenAI ho iketsetsa mesebetsi e kang ho hlahisa khoutu, ho hlahloba le ho tsamaisa.

LangChain, ka lehlakoreng le leng, ke laebrari ea Python e fanang ka lisebelisoa tse ngata tsa ho haha lisebelisoa tsa puisano tsa AI. E thusa batho ba ntlafatsang ho etsa li-chatbots, bathusi ba lentsoe, le li-interfaces tse ling tse ka sebelisanang le mefuta ea GenAI.

Melemo ea ho Sebelisa DSPy le LangChain

Ho kopanngoa ha DSPy le LangChain ho fana ka melemo e mengata bakeng sa liphaephe tsa ntlafatso ea software:

Boitsebelo bo Ntlafetseng: Mefuta ea GenAI e ka iketsetsa mesebetsi e pheta-phetoang, ea lokolla bahlahisi hore ba tsepamise maikutlo mesebetsing ea boemo bo holimo.
Nepahetse e Ntlafetseng: Mefuta ea GenAI e ka lemoha liphoso le ho se lumellane ha khoutu, ho fokotsa monyetla oa ho ba le liphoso le liphoso.
**Tlhahiso e Eketsehileng **: Mehlala ea GenAI e ka hlahisa tlhahlobo ea khoutu le ho iketsetsa liteko, ho fokotsa nako le boiteko bo hlokahalang ho hlahisa software.
**Tšebelisano e Ntle **: Sebopeho sa puisano sa LangChain se nolofalletsa batho ba ntlafatsang ho sebelisana le mefuta ea GenAI ka tsela ea tlhaho le e utloahalang.

Ho kenya tšebetsong liphaephe tsa ntlafatso ea software ea GenAI-Powered ka DSPy le LangChain

Ho kenya tšebetsong phaephe ea ntlafatso ea software e tsamaisoang ke GenAI ka DSPy le LangChain, latela mehato ena:

Kenya DSPy le LangChain: Kenya lilaebrari tsa DSPy le LangChain u sebelisa pip: pip install dspy langchain.
Lokisa DSPy: Lokisa DSPy ho hokela moetsong oa hau oa GenAI. Sena hangata se kenyelletsa ho theha khokahano ho ts'ebeletso ea GenAI e thehiloeng marung joalo ka Google Cloud AI Platform kapa Amazon SageMaker.
Theha LangChain App: Theha app ea LangChain ho sebelisana le mofuta oa hau oa GenAI. Sena hangata se kenyelletsa ho hlalosa sebopeho sa moqoqo se sebelisang laeborari e kang Rasa kapa Dialogflow.
** Kopanya DSPy le LangChain **: Kopanya DSPy le LangChain ho nolofalletsa mohlala oa GenAI ho sebelisana le pipeline ea ntlafatso ea software.

Mohlala oa Khoutu: Ho kopanya DSPy le LangChain

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

kenya dspy
ho tsoa ho langchain import LLAMA


moreki = dspy.Client()

# Theha mohlala oa LangChain LLAMA
mohlala = LLAMA(
    api_key="YOUR_API_KEY",
    api_secret="YOUR_API_SECRET",
    lebitso_la mohlala="YOUR_MODEL_NAME",
)

# Hlalosa ts'ebetso ea ho hlahisa khoutu u sebelisa mohlala oa GenAI
def generate_code(puo, khoutu):
    # Sebelisa DSPy ho hokela ho mofuta oa GenAI
    client.connect(mohlala)

    # Sebelisa mofuta oa GenAI ho hlahisa khoutu
    generated_code = client.generate_code(puo, khoutu)

    # Khutlisa khoutu e hlahisitsoeng
    return generated_code

# Hlalosa tšebetso ea ho leka khoutu e hlahisitsoeng
def test_code(khoutu):
    # Sebelisa DSPy ho hokela ho mofuta oa GenAI
    client.connect(mohlala)

    # Sebelisa mohlala oa GenAI ho leka khoutu
    test_results = client.test_code(code)

    # Khutlisa liphetho tsa liteko
    khutla test_results

# Hlahisa khoutu u sebelisa mohlala oa GenAI
puo = "python"
khoutu = "print('Hello World!')"
generated_code = generate_code(puo, khoutu)

# Lekola khoutu e hlahisitsoeng
test_results = test_code(generated_code)

# Hatisa liphetho tsa liteko
hatisa(liphetho_tsa_teko)

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:

dspy.Client.connect(model): E hokahana le mofuta oa GenAI e sebelisa DSPy.
langchain.LLAMA(api_key="YOUR_API_KEY", api_secret="YOUR_API_SECRET", model_name="YOUR_MODEL_NAME"): E theha mohlala oa LLAMA oa LangChain.
dspy.Client.generate_code(puo, khoutu): E sebelisa mofuta oa GenAI ho hlahisa khoutu.
dspy.Client.test_code(code): E sebelisa mofuta oa GenAI ho etsa tlhahlobo ea khoutu.
langchain.LLAMA.interact(user_input): E sebelisana le mohlala oa GenAI ho sebelisa mohlala oa LangChain LLAMA.
dspy.Client.connect(model).generate_code(language, code): E hokahana le mofuta oa GenAI mme e hlahisa khoutu e sebelisa DSPy.
langchain.LLAMA.interact(user_input).generate_code(puo, khoutu): E sebelisana le mofuta oa GenAI mme e hlahisa khoutu e sebelisa LangChain.
dspy.Client.test_code(code).generate_code(language, code): Khouto ya diteko mme e hlahise khoutu e sebedisa DSPy.
langchain.LLAMA.interact(user_input).test_code(code): E sebelisana le mofuta oa GenAI le khoutu ea liteko e sebelisa LangChain.
dspy.Client.connect(model).test_code(code).generate_code(language, code): E hokahana le mofuta oa GenAI, khouto ea liteko, mme e hlahisa khoutu e sebelisa DSPy.

Pono ya pono

Mona ke pono ea phaephe ea ntlafatso ea software e tsamaisoang ke GenAI e sebelisang Chart.js:

{
  "type": "bar",
  "data": {
    "labels": ["Tlhaloso ea Khoutu", "Teko ea Khoutu", "Pelo ea Khoutu"],
    "lintlha tsa boitsebiso": [
      {
        "label": "GenAI Model",
        "data": [10, 20, 30],
        "backgroundColor": "rgba(255, 99, 132, 0.2)",
        "borderColor": "rgba(255, 99, 132, 1)",
        "borderWidth": 1
      },
      {
        "label": "Moetsi oa Motho",
        "data": [5, 10, 15],
        "backgroundColor": "rgba(54, 162, 235, 0.2)",
        "borderColor": "rgba(54, 162, 235, 1)",
        "borderWidth": 1
      }
    ]
  },
  "likgetho": {
    "sehlooho": {
      "bontša": 'nete,
      "text": "GenAI-Powered Software Pipeline"
    },
    "makala": {
      "yAxes": [
        {
          "li-ticks": {
            "beginAtZero": 'nete
          }
        }
      ]
    }
  }
}

Ponahalo ena e bonts'a mofuta oa GenAI le nts'etsopele ea batho ba kenyang letsoho ho phaepheng ea ntlafatso ea software. Mohlala oa GenAI o ikarabella bakeng sa tlhahiso ea khoutu, tlhahlobo, le ho romelloa, ha moqapi oa motho a ikarabella ho hlahloba le ho netefatsa khoutu e hlahisitsoeng.

Qetello

ho kopanngoa ha DSPy le LangChain ho fana ka mokhoa o matla oa ho hlophisa liphaephe tsa ntlafatso ea software ea GenAI-powered. Ka ho eketsa matla a mefuta ea GenAI, bahlahisi ba ka iketsetsa mesebetsi e kang ho hlahisa khoutu, ho hlahloba le ho tsamaisa, ho lokolla nako ea ho tsepamisa maikutlo mesebetsing ea boemo bo phahameng. Mohlala oa ho thibela khoutu le holimo ho 5-10 tse sebelisoang ka ho fetisisa litaelo / li-snippets li bontša mokhoa oa ho kopanya DSPy le LangChain ho theha pipeline ea ntlafatso ea software ea GenAI-powered. Karolo ea pono e fana ka pontšo e hlakileng le e hlakileng ea lipeipi, e totobatsang menehelo ea mohlala oa GenAI le moqapi oa batho.

Theha moreki oa DSPy

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