Ṣiṣẹda Awọn ọna ṣiṣe sọfitiwia AI-Iwakọ pẹlu LangChain ati DSPy: Dive Jin sinu Faaji ati adaṣe DevOps | B4N1

Ṣiṣẹda Awọn ọna ṣiṣe sọfitiwia AI-Iwakọ pẹlu LangChain ati DSPy: Dive Jin sinu Faaji ati adaṣe DevOps

3 months ago · b4n1 Read time: 5 min

Ifihan

Isọdọmọ ni iyara ti Imọye Artificial (AI) ni idagbasoke sọfitiwia ti yori si awọn ayipada pataki ni ọna ti a ṣe apẹrẹ, kọ, ati ṣetọju awọn eto sọfitiwia. Bi AI ṣe npọ sii si idagbasoke sọfitiwia, iwulo fun iṣẹ ṣiṣe daradara ati imunadoko ti awọn ọna ṣiṣe ti AI ti dagba. Ninu nkan yii, a yoo ṣawari ikorita ti AI, imọ-ẹrọ sọfitiwia, ati DevOps, pẹlu tcnu kan pato lori lilo LangChain ati DSPy lati ṣe adaṣe ipilẹ okunfa ati imudara oye eto sọfitiwia.

Dide ti AI-Driven Software Systems

AI ti ṣe iyipada ala-ilẹ idagbasoke sọfitiwia, ti n fun awọn olupolowo laaye lati kọ awọn ọna ṣiṣe eka diẹ sii ati oye. Sibẹsibẹ, idiju ti o pọ si ti tun yori si awọn italaya tuntun, bii:

** Atupalẹ idi gbongbo ***: Ṣiṣayẹwo awọn idi pataki ti awọn ọran ni awọn ọna ṣiṣe ti AI le nira, ni pataki nigbati o ba n ba awọn awoṣe ikẹkọ ẹrọ idiju. ** Imọye eto sọfitiwia ***: Bi AI ṣe di diẹ sii sinu awọn ọna ṣiṣe sọfitiwia, o le jẹ nija lati ni oye bii awọn paati oriṣiriṣi ṣe nlo ati ni ipa lori ara wọn.

  • ** Adaṣiṣẹ DevOps ***: Ṣiṣe adaṣe imuṣiṣẹ, ibojuwo, ati itọju awọn ọna ṣiṣe ti AI nilo awọn irinṣẹ pataki ati oye.

LangChain: Ilana kan fun AI-Driven Software Systems

LangChain jẹ ilana orisun ṣiṣi fun kikọ awọn ọna ṣiṣe sọfitiwia ti AI. O pese eto awọn irinṣẹ ati awọn ile-ikawe fun kikọ, imuṣiṣẹ, ati iṣakoso awọn awoṣe AI, bakanna bi iṣakojọpọ wọn pẹlu awọn paati sọfitiwia miiran. LangChain jẹ apẹrẹ lati jẹ ki o rọrun lati kọ ati ṣetọju awọn ọna ṣiṣe ti AI ti o nipọn, lakoko ti o tun pese iwọn giga ti irọrun ati isọdi.

Awọn ẹya bọtini ti LangChain

  • ** Isakoso awoṣe ***: LangChain pese awọn irinṣẹ irinṣẹ fun iṣakoso awọn awoṣe AI, pẹlu imuṣiṣẹ awoṣe, ibojuwo, ati itọju. ** Integration ***: LangChain ngbanilaaye awọn olupilẹṣẹ lati ṣepọ awọn awoṣe AI pẹlu awọn paati sọfitiwia miiran, gẹgẹbi awọn apoti isura data, APIs, ati awọn laini fifiranṣẹ.
  • ** Automation ***: LangChain n pese eto awọn irinṣẹ adaṣe fun adaṣe adaṣe, gẹgẹbi sisẹ data, ikẹkọ awoṣe, ati imuṣiṣẹ.

DSPy: Ilana kan fun adaṣe DevOps

DSPy jẹ ilana orisun-ìmọ fun adaṣe DevOps. O pese eto awọn irinṣẹ ati awọn ile-ikawe fun adaṣe imuṣiṣẹ, ibojuwo, ati itọju awọn eto sọfitiwia. A ṣe apẹrẹ DSPy lati jẹ ki o rọrun lati ṣe adaṣe awọn iṣẹ ṣiṣe eka, lakoko ti o tun pese iwọn giga ti irọrun ati isọdi.

Key Awọn ẹya ara ẹrọ ti DSPy

** Automation imuṣiṣẹ ***: DSPy n pese eto awọn irinṣẹ fun adaṣe adaṣe ti awọn ọna ṣiṣe sọfitiwia, pẹlu apoti, orchestration, ati iṣakoso iṣeto. ** Abojuto ati wíwọlé ***: DSPy n pese eto awọn irinṣẹ fun ibojuwo ati awọn eto sọfitiwia gedu, pẹlu ikojọpọ awọn metiriki, gedu, ati titaniji. ** Automation ***: DSPy n pese eto awọn irinṣẹ adaṣe fun adaṣe awọn iṣẹ ṣiṣe, gẹgẹbi sisẹ data, ikẹkọ awoṣe, ati imuṣiṣẹ.

Orchestrating AI-Driven Software Systems pẹlu LangChain ati DSPy

Lati ṣe agbekalẹ awọn eto sọfitiwia ti AI-ṣiṣẹ pẹlu LangChain ati DSPy, a nilo lati ṣepọ awọn ilana meji naa. Eyi le ṣee ṣe nipa lilo LangChain API lati ṣakoso awọn awoṣe AI, ati DSPy API lati ṣe adaṣe adaṣe, ibojuwo, ati awọn iṣẹ ṣiṣe itọju.

koodu apẹẹrẹ

Eyi jẹ apẹrẹ koodu apẹrẹ ti o ṣe afihan bi o ṣe le lo LangChain ati DSPy lati ṣe adaṣe itupalẹ idi root ati ilọsiwaju oye eto sọfitiwia: `` Python gbe wọle langchain lati dspy gbe wọle ran awọn, atẹle

Ṣẹda awoṣe LangChain kan

awoṣe = langchain.Model ( orukọ = "my_awoṣe", iru = "text_classification", atunto={ "model_name": "bert-base-uncased", "o pọju_length": 512, "nọmba_aami": 2, }, )

Mu awoṣe ṣiṣẹ ni lilo DSPy

deploy.deploy_model (awoṣe)

Ṣe atẹle awoṣe nipa lilo DSPy

Monitor.monitor_model (awoṣe)

Ṣe itupalẹ idi root adaṣe ni lilo LangChain

def analyze_issue(oro): # Lo LangChain lati ṣe itupalẹ ọran naa onínọmbà = langchain.analyze_issue(oro) pada onínọmbà

Oye eto sọfitiwia adaṣe ni lilo LangChain

defi oye_eto(eto): # Lo LangChain lati loye eto naa oye = langchain.understand_system (eto) pada oye

## Top 5-10 Awọn aṣẹ ti a lo julọ / awọn snippets

Eyi ni awọn pipaṣẹ 5-10 ti o lo julọ / awọn snippets fun LangChain ati DSPy:

### LangChain

* `langchain.Model(name="my_model", type="text_classification", config={"model_name":"bert-base-uncased", "max_length": 512, "num_labels": 2})`: Ṣẹda awoṣe LangChain tuntun kan.
* `langchain.analyze_issue(oro)`: Ṣe itupalẹ ọrọ kan nipa lilo LangChain.
* `langchain.understand_system(eto)`: Loye eto sọfitiwia nipa lilo LangChain.
* `langchain.deploy_model(awoṣe)`: Ran awoṣe LangChain kan lo nipa lilo DSPy.
* `langchain.monitor_model(awoṣe)`: Bojuto awoṣe LangChain kan nipa lilo DSPy.

### DSPy

* `dspy.deploy.deploy_model(awoṣe)`: Mu eto software ṣiṣẹ nipa lilo DSPy.
* `dspy.monitor.monitor_model(awoṣe)`: Bojuto a software eto nipa lilo DSPy.
* `dspy.automation.automate_task(iṣẹ-ṣiṣe)`: Ṣe adaṣe iṣẹ-ṣiṣe kan nipa lilo DSPy.
* `dspy.config.config_system(eto)`: Tunto a software eto nipa lilo DSPy.
* `dspy.log.log_event(iṣẹlẹ)`: Wọle iṣẹlẹ kan nipa lilo DSPy.

## Wiwo

Eyi ni iworan ti LangChain ati DSPy faaji nipa lilo Chart.js:
`` json
{
  "type": "ọgọ",
  "data": {
    "labels": ["LangChain", "DSPy"],
    "awọn ipilẹ data": [
      {
        "label": "Ìṣàkóso awoṣe",
        "data": [10, 5],
        "backgroundColor": ["rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)"]
      },
      {
        "label": "Ìdàpọ̀",
        "data": [8,6],
        "backgroundColor": ["rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)"]
      },
      {
        "label": "Adaaṣe",
        "data": [12, 9],
        "backgroundColor": ["rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)"]
      }
    ]
  },
  "awọn aṣayan": {
    "akọle": {
      "ifihan": otitọ,
      "text": "LangChain ati DSPy Architecture"
    },
    "iwọn": {
      "yAxes": [
        {
          "awọn ami": {
            "beginAtZero": otitọ
          }
        }
      ]
    }
  }
}

Iwoye yii n ṣe afihan awọn ẹya oriṣiriṣi ti LangChain ati DSPy faaji, pẹlu iṣakoso awoṣe, iṣọpọ, ati adaṣe.

Ipari

Ninu nkan yii, a ti ṣawari ikorita ti AI, imọ-ẹrọ sọfitiwia, ati DevOps, pẹlu tcnu kan pato lori lilo LangChain ati DSPy lati ṣe adaṣe ipilẹ okunfa ati mu oye eto sọfitiwia ṣiṣẹ. A tun ti pese apẹẹrẹ alaye ti bii o ṣe le lo LangChain ati DSPy lati ṣe agbekalẹ awọn ọna ṣiṣe sọfitiwia ti AI-ṣiṣẹ, bakanna bi iwoye ti LangChain ati DSPy faaji. Nipa lilo LangChain ati DSPy, awọn olupilẹṣẹ le kọ diẹ sii daradara ati imunadoko awọn ọna ṣiṣe sọfitiwia AI-iwakọ, lakoko ti o tun ni ilọsiwaju oye wọn ti awọn eto sọfitiwia eka.

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