Ifihan

Idiju ti o pọ si ti awọn ọna ṣiṣe sọfitiwia ti yori si idagbasoke ti awọn ile-itumọ ti AI ti o le ṣakoso daradara ati ṣeto awọn aṣoju AI pupọ. LangChain ati DSPy jẹ awọn ilana ti o lagbara meji ti o jẹ ki ẹda ti iwọn ati awọn faaji sọfitiwia resilient nipasẹ ipese ipilẹ ti o lagbara fun orchestration oluranlowo AI. Ninu àpilẹkọ yii, a yoo ṣawari awọn imuse ti AI-ìṣó software faaji nipa lilo LangChain ati DSPy, pẹlu kan aifọwọyi lori scalability, resilience, ati Integration pẹlu DevOps irinṣẹ bi Ansible ati AWS Kiro.

Kini LangChain ati DSPy?

LangChain jẹ ilana Python ti o jẹ ki ẹda ti awọn aṣoju AI ibaraẹnisọrọ ni lilo sisẹ ede adayeba (NLP) ati awọn ilana imọ ẹrọ (ML). O pese API ti o rọrun ati ogbon inu fun kikọ ati iṣọpọ awọn aṣoju AI pẹlu awọn ohun elo ati awọn iṣẹ lọpọlọpọ.

DSPy, ni ida keji, jẹ ilana ti o da lori Rust ti o pese iṣẹ ṣiṣe giga ati pẹpẹ ti iwọn fun orchestration oluranlowo AI. O jẹ ki ẹda ti awọn eto AI ti o nipọn nipa ipese ile-iṣọ ti o lagbara ati irọrun fun iṣọpọ awọn aṣoju AI pupọ.

Awọn anfani ti Lilo LangChain ati DSPy

Lilo LangChain ati DSPy ni imọ-ẹrọ sọfitiwia ti AI ti n funni ni ọpọlọpọ awọn anfani, pẹlu:

** Scalability ***: LangChain ati DSPy jẹ ki ẹda ti awọn ọna ṣiṣe AI ti iwọn nipa fifun ipilẹ ti o lagbara fun orchestration oluranlowo AI.
** Resilience ***: Lilo LangChain ati DSPy ṣe idaniloju pe awọn ọna ṣiṣe AI jẹ diẹ sii si awọn ikuna ati awọn aṣiṣe, bi wọn ṣe le ṣe atunṣe ni rọọrun ati atunṣe.
** Integration ***: LangChain ati DSPy pese isọpọ ailopin pẹlu ọpọlọpọ awọn irinṣẹ DevOps, pẹlu Ansible ati AWS Kiro, ti o jẹ ki o rọrun lati ṣakoso ati mu awọn eto AI ṣiṣẹ.

Ṣiṣe imuse faaji sọfitiwia AI-Iwakọ pẹlu LangChain ati DSPy

Lati ṣe imuse faaji sọfitiwia ti AI-ṣiṣẹ ni lilo LangChain ati DSPy, a nilo lati tẹle awọn igbesẹ wọnyi:

** Fi LangChain ati DSPy sori ẹrọ ***: Fi sori ẹrọ LangChain ati awọn ilana DSPy nipa lilo pip ati ẹru, lẹsẹsẹ.
** Ṣẹda AI Agents ***: Ṣẹda awọn aṣoju AI nipa lilo LangChain ati DSPy, ki o si ṣepọ wọn pẹlu orisirisi awọn ohun elo ati awọn iṣẹ.
** Orchestrate AI Agents ***: Lo DSPy to a orchestrate AI òjíṣẹ ki o si ṣẹda eka AI awọn ọna šiše.
** Ṣepọ pẹlu Awọn irinṣẹ DevOps ***: Ṣepọ LangChain ati DSPy pẹlu awọn irinṣẹ DevOps bi Ansible ati AWS Kiro lati ṣakoso ati mu awọn eto AI ṣiṣẹ.

Koodu Apeere: Ṣiṣẹda Aṣoju AI kan pẹlu LangChain

`` Python gbe wọle langchain

Ṣẹda awoṣe ede kan

awoṣe = langchain.LMModel ("ede_model")

Ṣẹda aṣoju AI ibaraẹnisọrọ kan

oluranlowo = langchain.ConversationalAgent (awoṣe)

Ṣetumo iṣẹ kan lati mu titẹ sii olumulo

def handle_input(input_text): # Lo aṣoju AI lati dahun si titẹ olumulo idahun = oluranlowo.respond(input_text) pada esi

Ṣe idanwo aṣoju AI

input_text = "Hello, bawo ni?" esi = handle_input(input_text) sita (idahun)


### Koodu Apeere: Orchestrating AI Awọn aṣoju pẹlu DSPy

`` ipata
lo dspy:: {Aṣoju, Orchestration};

// Ṣẹda AI òjíṣẹ
jẹ ki oluranlowo1 = Aṣoju :: titun ("Agent1");
jẹ ki agent2 = Aṣoju :: titun ("agent2");

// Ṣẹda ohun orchestration apeere
jẹ ki orchestration = Orchestration :: titun ();

// Fi awọn aṣoju AI kun si orchestration
orchestration.add_agent (aṣoju1);
orchestration.add_agent (agent2);

// Ṣe alaye iṣẹ kan lati mu titẹ sii olumulo
fn handle_input (input_text: okun) -> Okun {
    // Lo apẹẹrẹ orchestration lati dahun si titẹ olumulo
    jẹ ki idahun = orchestration.respond (input_text);
    esi
}

// Idanwo orchestration
jẹ ki input_text = "Hello, bawo ni?".to_string ();
jẹ ki idahun = handle_input (input_text);
println! ("{}", idahun);

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.LMModel ("ede_model") ***: Ṣẹda a ede awoṣe apẹẹrẹ.
** langchain.ConversationalAgent (awoṣe) ***: Ṣẹda ibaraẹnisọrọ AI aṣoju apẹẹrẹ.
** dspy :: Aṣoju :: titun ("Agent1") ***: Ṣẹda apẹẹrẹ aṣoju AI.
** dspy :: Orchestration :: titun ()**: Ṣẹda ohun orchestration apeere.
** orchestration.add_agent (agent1) ***: Ṣe afikun oluranlowo AI kan si orchestration.
** orchestration.respond (input_text) ***: Fesi si olumulo igbewọle lilo awọn orchestration.
langchain.model.respond(input_text): Dahun si igbewọle olumulo nipa lilo awoṣe ede.
** dspy :: Aṣoju :: dahun(input_text) ***: Dahun si titẹ olumulo nipa lilo aṣoju AI.
** langchain.ConversationalAgent.handle_input (input_text) ***: Mu titẹ olumulo mu nipa lilo aṣoju AI ibaraẹnisọrọ.
** dspy :: Orchestration.handle_input (input_text)**: Kapa olumulo igbewọle lilo awọn orchestration.

Wiwo

Eyi ni iworan ti LangChain ati DSPy faaji nipa lilo Chart.js: `` json { "type": "ọgọ", "data": { "labels": ["LangChain", "DSPy"], "awọn ipilẹ data": [ { "label": "Ìwọ̀n", "data": [8, 9], "backgroundColor": ["rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)"], "BorderColor": ["rgba (255, 99, 132, 1)", "rgba(54, 162, 235, 1)"], "AalaWidth": 1 }, { "label": "Resilience", "data": [9, 8], "backgroundColor": ["rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)"], "BorderColor": ["rgba (255, 99, 132, 1)", "rgba(54, 162, 235, 1)"], "AalaWidth": 1 }, { "label": "Ìdàpọ̀", "data": [8, 9], "backgroundColor": ["rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)"], "BorderColor": ["rgba (255, 99, 132, 1)", "rgba(54, 162, 235, 1)"], "AalaWidth": 1 } ] }, "awọn aṣayan": { "iwọn": { "yAxes": [ { "awọn ami": { "beginAtZero": otitọ } } ] } } }

Iwoye yii ṣe afihan scalability, resilience, ati awọn agbara iṣọpọ ti LangChain ati DSPy.

## Ipari

Ni ipari, LangChain ati DSPy jẹ awọn ilana ti o lagbara ti o jẹ ki ẹda ti iwọn ati awọn ile-iṣọrọ sọfitiwia ti o ni agbara nipasẹ ipese ipilẹ ti o lagbara fun orchestration oluranlowo AI. Nipa lilo LangChain ati DSPy, awọn olupilẹṣẹ le ṣẹda awọn ọna ṣiṣe AI eka ti o munadoko, iwọn, ati resilient. Lilo LangChain ati DSPy tun jẹ ki isọdọkan lainidi pẹlu ọpọlọpọ awọn irinṣẹ DevOps, ṣiṣe ki o rọrun lati ṣakoso ati mu awọn eto AI ṣiṣẹ.

Ṣiṣẹda Awọn aṣoju AI pẹlu LangChain ati DSPy fun Iṣatunṣe ati Itumọ sọfitiwia Resilient