Ifihan

Dide ti awọn amayederun adase ti yipada ni ọna ti a ṣe apẹrẹ, ranṣiṣẹ, ati ṣakoso awọn eto IT. Pẹlu iranlọwọ ti awọn aṣoju AI ati awọn irinṣẹ orchestration, awọn ajo le ṣe adaṣe ipese amayederun, iwọn, ati iṣakoso, ti o yori si ṣiṣe ti o pọ si, awọn idiyele dinku, ati igbẹkẹle ilọsiwaju. Ninu àpilẹkọ yii, a yoo lọ sinu awọn alaye imọ-ẹrọ ti sisọ awọn amayederun adase nipa lilo awọn aṣoju AI ati StackGen, pẹlu idojukọ lori ikorita ti awọn imọ-ẹrọ wọnyi ati awọn irinṣẹ orchestration bi DSPy ati LangChain.

Ipa ti Awọn aṣoju AI ni Awọn amayederun adase

Awọn aṣoju AI ṣe ipa to ṣe pataki ni awọn amayederun adase nipa ipese oye ati awọn agbara ṣiṣe ipinnu ti o nilo lati ṣe adaṣe ipese amayederun ati iṣakoso. Awọn aṣoju wọnyi le ṣe itupalẹ data lati awọn orisun oriṣiriṣi, ṣe idanimọ awọn ilana, ati ṣe awọn ipinnu ti o da lori awọn ofin ati ilana ti a ti yan tẹlẹ. Ni agbegbe ti awọn amayederun adase, awọn aṣoju AI le ṣee lo lati:

Ipese amayederun adaṣe adaṣe ati imuṣiṣẹ
Atẹle ati itupalẹ iṣẹ amayederun
Ṣe idanimọ ati dahun si awọn irokeke aabo
Je ki ilo awọn oluşewadi ati igbelosoke

Ifihan si StackGen

StackGen jẹ ohun elo orisun-ìmọ ti o fun laaye ṣiṣẹda awọn amayederun bi koodu (IaC) ni lilo sintasi asọye kan. O gba awọn olumulo laaye lati ṣalaye awọn atunto amayederun nipa lilo ede ti o rọrun ati asọye, eyiti o le ṣee lo lati pese ati ṣakoso awọn orisun amayederun. StackGen ṣe atilẹyin ọpọlọpọ awọn olupese amayederun, pẹlu AWS, Azure, Google Cloud, ati diẹ sii.

# Iṣajọpọ Awọn aṣoju AI pẹlu StackGen

Lati ṣepọ awọn aṣoju AI pẹlu StackGen, a le lo apapọ awọn API ati siseto-iṣẹlẹ. Eyi ni akopọ ipele giga ti ilana naa:

Ṣetumo awọn atunto amayederun nipa lilo sintasi asọye StackGen.
Lo oluranlowo AI lati ṣe itupalẹ awọn atunto amayederun ati ṣe idanimọ awọn ọran ti o pọju tabi awọn anfani fun iṣapeye.
Lo oluranlowo AI lati ṣe awọn ipinnu ati ṣe awọn imudojuiwọn si awọn atunto amayederun.
Lo StackGen lati lo awọn imudojuiwọn si awọn orisun amayederun.

Awọn irinṣẹ Orchestration: DSPy ati LangChain

DSPy ati LangChain jẹ awọn irinṣẹ orchestration olokiki meji ti o le ṣee lo lati ṣe adaṣe ipese amayederun ati iṣakoso. DSPy jẹ ohun elo ti o da lori Python ti o pese API ti o rọrun ati asọye fun asọye ati ṣiṣe awọn ṣiṣan iṣẹ. LangChain, ni ida keji, jẹ ohun elo ti o da lori Rust ti o pese ilana ilana orchestration ti o ni ilọsiwaju ati irọrun.

DSPy Apeere

Eyi ni apẹẹrẹ ti o rọrun ti lilo DSPy lati ṣe adaṣe ipese amayederun: `` Python gbe wọle dspy

Ṣetumo ṣiṣan iṣẹ kan ti o pese awọn orisun amayederun

iṣan-iṣẹ = dspy.Iṣẹ iṣẹ ( orukọ = "ipese-ipese", igbesẹ=[ dspy.Igbese("ipese-ec2", "aws-ipese-ec2"), dspy.Igbese("provision-rds", "aws-provision-rds"), dspy.Igbese("ipese-elb", "aws-provision-elb") ] )

Ṣetumo okunfa kan ti o bẹrẹ ṣiṣan iṣẹ nigbati o ba gba ibeere tuntun

okunfa = dspy.Okunfa ( orukọ = "ibeere tuntun", iṣẹlẹ = "aws-api-gateway-iṣẹlẹ", olutọju = "iṣisẹ-ibẹrẹ" )

Ṣetumo oluṣakoso kan ti o bẹrẹ ṣiṣiṣẹsẹhin nigbati o ti tan okunfa naa

olutọju = dspy.Handler ( orukọ = "iṣisẹ-ibẹrẹ", bisesenlo = iṣiṣẹ )

Ṣẹda apẹẹrẹ DSPy ki o ṣafikun ṣiṣan iṣẹ, okunfa, ati oluṣakoso

dspy_instance = dspy.DSPy() dspy_instance.add_workflow(ṣiṣan iṣẹ) dspy_instance.add_trigger(okunfa) dspy_instance.add_handler(olutọju)

### LangChain Apeere

Eyi ni apẹẹrẹ ti o rọrun ti lilo LangChain lati ṣe adaṣe ipese amayederun:
`` ipata
lo langchain :: {Aṣoju, Ṣiṣan iṣẹ};

// Ṣetumo iṣan-iṣẹ ti o pese awọn orisun amayederun
fn ipese_infrastructure () -> Ṣiṣẹ iṣẹ {
    Ṣiṣan iṣẹ :: tuntun ("ipese-ipese-ile-iṣẹ")
        .add_step ("ipese-ec2", "aws-ipese-ec2")
        .add_step ("ipese-rds", "aws-ipese-rds")
        .add_step("ipese-elb", "aws-provision-elb")
}

// Setumo a okunfa ti o bẹrẹ awọn bisesenlo nigbati a titun ìbéèrè ti wa ni gba
fn new_request (iṣẹlẹ: &str) -> Aṣoju {
    Aṣoju:: tuntun("ibeere tuntun")
        .add_trigger (iṣẹlẹ, "ibẹrẹ-iṣẹ-ṣiṣe")
}

// Setumo a olutọju ti o bẹrẹ awọn bisesenlo nigbati awọn okunfa ti wa ni lenu ise
fn start_workflow(aṣoju: &Aṣoju) {
    agent.start_workflow ("ipese-ipese");
}

// Ṣẹda apẹẹrẹ LangChain ki o ṣafikun ṣiṣan iṣẹ, okunfa, ati olutọju
fn akọkọ() {
    jẹ ki oluranlowo = Aṣoju :: titun ("ipese-ipese");
    agent.add_workflow (provision_infrastructure ());
    agent.add_trigger (new_request ("aws-api-adena-iṣẹlẹ"));
    agent.add_handler (start_workflow);
}

Wiwo

Eyi ni iwoye ti iṣọpọ laarin awọn aṣoju AI, StackGen, ati awọn irinṣẹ orchestration bii DSPy ati LangChain: `` aworan apẹrẹ { "type": "dag", "awọn apa": [ { "id": "ai-aṣojú", "label": "Aṣojú AI", "x": 0, "y":0 }, { "id": "stackgen", "label": "StackGen", x":2, "y":0 }, { "id": "dspy", "label": "DSPy", x":4, "y":0 }, { "id": "langchain", "label": "LangChain", x":6, "y":0 }, { "id": "amayederun", "label": "Amayederun", x:8, "y":0 } ], "eti": [ { "orisun": "ai-aṣoju", "target": "stackgen", "label": "Ìdàpọ̀" }, { "orisun": "stackgen", "target": "dspy", "label": "Ìdàpọ̀" }, { "orisun": "dspy", "target": "amayederun", "label": "Ìpèsè" }, { "orisun": "stackgen", "target": "langchain", "label": "Ìdàpọ̀" }, { "orisun": "langchain", "target": "amayederun", "label": "Ìpèsè" } ] }

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

Eyi ni awọn pipaṣẹ 5-10 ti o lo julọ / awọn snippets fun imọ-ẹrọ yii:

1. `dspy. Workflow(orukọ = "ipese-ipese", awọn igbesẹ = [dspy.Igbese("ipese-ec2", "aws-provision-ec2")])
2. `langchain :: Aṣoju :: titun ("ipese-ipese") .add_workflow (provision_infrastructure ())`
3. `stackgen :: StackGen :: titun () . add_resource ("ec2", "aws-provision-ec2")`
4. `dspy.Trigger (orukọ = "ibeere-tuntun", iṣẹlẹ = "aws-api-gateway-iṣẹlẹ", olutọju = "ibẹrẹ-sisẹ")
5. `langchain :: Aṣoju :: titun ("ipese-ipese-ile-iṣẹ") .add_trigger (ibeere_tuntun ("aws-api-gateway-iṣẹlẹ"))'
6. `stackgen :: StackGen :: titun () . add_resource ("rds", "aws-provision-rds")`
7. `dspy.Handler (orukọ = "ibẹrẹ-sisan", bisesenlo=dspy.Workflow(orukọ = "ipese-ipese"))`
8. `langchain :: Aṣoju :: titun ("ohun elo-ipese") .add_handler (start_workflow)`
9. `stackgen :: StackGen :: titun () . add_resource ("elb", "aws-provision-elb")`
10. `dspy.DSPy ()

## Ipari

Ṣiṣeto awọn amayederun adase pẹlu awọn aṣoju AI ati StackGen nilo oye ti o jinlẹ ti ikorita ti awọn imọ-ẹrọ wọnyi ati awọn irinṣẹ orchestration bii DSPy ati LangChain. Nipa sisọpọ awọn aṣoju AI pẹlu StackGen ati awọn irinṣẹ orchestration, awọn ajo le ṣe adaṣe ipese amayederun ati iṣakoso, ti o yori si ṣiṣe ti o pọ si, awọn idiyele dinku, ati igbẹkẹle ilọsiwaju. Nkan yii ti pese iwẹ jinlẹ imọ-ẹrọ sinu apẹrẹ ati imuse ti awọn amayederun adase nipa lilo awọn aṣoju AI ati StackGen, pẹlu idojukọ lori awọn alaye iṣe ti iṣakojọpọ awọn imọ-ẹrọ wọnyi.

Ṣiṣeto Awọn amayederun Adase pẹlu Awọn aṣoju AI ati StackGen: Dive Technical Dive sinu Orchestration ati Integration