Taw qhia
Qhov nce ntawm kev tswj hwm kev tswj hwm tus kheej tau hloov pauv txoj hauv kev uas peb tsim, xa tawm, thiab tswj IT systems. Nrog kev pab los ntawm AI cov neeg sawv cev thiab cov cuab yeej orchestration, cov koom haum tuaj yeem ua kom muaj kev tsim kho vaj tse, kev ntsuas, thiab kev tswj hwm, ua rau muaj kev ua tau zoo, txo nqi, thiab txhim kho kev ntseeg tau. Nyob rau hauv tsab xov xwm no, peb yuav delve rau hauv cov ntsiab lus ntawm kev tsim cov kev tswj hwm tus kheej siv cov neeg ua haujlwm AI thiab StackGen, nrog rau kev tsom mus rau kev sib tshuam ntawm cov thev naus laus zis thiab cov cuab yeej orchestration xws li DSPy thiab LangChain.
Lub luag haujlwm ntawm AI Agents hauv Autonomous Infrastructure
AI cov neeg ua haujlwm ua lub luag haujlwm tseem ceeb hauv kev tswj hwm kev tswj hwm los ntawm kev muab kev txawj ntse thiab kev txiav txim siab muaj peev xwm xav tau los ua kom muaj kev tsim kho vaj tse thiab kev tswj hwm. Cov neeg sawv cev no tuaj yeem txheeb xyuas cov ntaub ntawv los ntawm ntau qhov chaw, txheeb xyuas cov qauv, thiab txiav txim siab raws li cov cai thiab cov cai tau teev tseg. Hauv cov ntsiab lus ntawm autonomous infrastructure, AI cov neeg sawv cev tuaj yeem siv rau:
- Automate infrastructure kev npaj thiab xa tawm
- Saib xyuas thiab txheeb xyuas cov txheej txheem kev ua haujlwm
- Txheeb xyuas thiab teb rau kev hem thawj kev nyab xeeb
- Txhim kho kev siv cov peev txheej thiab ntsuas qhov ntsuas
Taw qhia rau StackGen
StackGen yog ib qho cuab yeej qhib uas tso cai rau kev tsim cov txheej txheem raws li cov cai (IaC) siv cov lus tshaj tawm. Nws tso cai rau cov neeg siv los txhais cov kev teeb tsa hauv vaj tse siv cov lus yooj yim thiab nthuav tawm, uas tuaj yeem siv los muab thiab tswj cov peev txheej hauv vaj tse. StackGen txhawb nqa ntau qhov chaw muab kev pabcuam, suav nrog AWS, Azure, Google Cloud, thiab ntau dua.
Kev koom ua ke AI Agents nrog StackGen
Txhawm rau koom ua ke AI tus neeg sawv cev nrog StackGen, peb tuaj yeem siv kev sib txuas ntawm APIs thiab kev ua haujlwm-tsav kev ua haujlwm. Ntawm no yog ib qho kev piav qhia theem siab ntawm cov txheej txheem:
- Txhais cov txheej txheem kev teeb tsa siv StackGen cov lus tshaj tawm.
- Siv tus neeg sawv cev AI los tshuaj xyuas cov txheej txheem kev teeb tsa thiab txheeb xyuas cov teeb meem uas muaj peev xwm lossis lub sijhawm rau kev ua kom zoo.
- Siv tus neeg sawv cev AI los txiav txim siab thiab tsim cov kev hloov tshiab rau cov kev teeb tsa hauv vaj tse.
- Siv StackGen siv cov kev hloov tshiab rau cov kev pab cuam hauv vaj tse.
Cov cuab yeej Orchestration: DSPy thiab LangChain
DSPy thiab LangChain yog ob qhov nrov orchestration cuab yeej uas tuaj yeem siv los ua kom muaj kev tsim kho vaj tse thiab kev tswj hwm. DSPy yog Python-raws li cov cuab yeej uas muab qhov yooj yim thiab nthuav qhia API rau kev txhais thiab ua tiav cov haujlwm ua haujlwm. LangChain, ntawm qhov tod tes, yog cov cuab yeej Rust-based uas muab kev ua haujlwm siab dua thiab hloov tau yooj yim orchestration moj khaum.
DSPy Piv txwv
Nov yog ib qho piv txwv yooj yim ntawm kev siv DSPy los ua kom muaj kev tsim kho vaj tse: `` python import dspy
Txheeb xyuas cov haujlwm ua haujlwm uas muab cov peev txheej hauv vaj tse
workflow = dspy.Workflow( npe = "infrastructure-provisioning", cov kauj ruam =[ dspy.Step("provision-ec2", "aws-provision-ec2"), dspy.Step("provision-rds", "aws-provision-rds"), dspy.Step("provision-elb", "aws-provision-elb") ] )
Txheeb xyuas qhov tshwm sim uas pib ua haujlwm thaum tau txais kev thov tshiab
trigger = dspy.Trigger( npe="new-request", event = "aws-api-gateway-event", handler = "start-workflow" )
Txhais tus neeg tuav haujlwm uas pib ua haujlwm thaum lub cim raug rho tawm haujlwm
handler = dspy.Handler( npe = "start-workflow", workflow = workflow )
Tsim DSPy piv txwv thiab ntxiv cov haujlwm ua haujlwm, ua rau, thiab tus tuav haujlwm
dspy_instance = dspy.DSPy() dspy_instance.add_workflow(workflow) dspy_instance.add_trigger(ua) dspy_instance.add_handler(tus tuav)
### LangChain Piv txwv
Nov yog ib qho piv txwv yooj yim ntawm kev siv LangChain los ua kom muaj kev tsim kho vaj tse:
``` xeb
siv langchain::{Agent, Workflow};
// Txhais ib qho kev ua haujlwm uas muab cov peev txheej hauv vaj tse
fn provision_infrastructure() -> Workflow {
Workflow::new("infrastructure-provisioning")
.add_step("provision-ec2", "aws-provision-ec2")
.add_step("provision-rds", "aws-provision-rds")
.add_step("provision-elb", "aws-provision-elb")
}
// Txhais qhov ua rau pib ua haujlwm thaum tau txais kev thov tshiab
fn new_request(event: &str) -> Tus neeg saib xyuas {
Agent::new("new-request")
.add_trigger(event, "start-workflow")
}
// Txhais tus neeg tuav haujlwm uas pib ua haujlwm thaum lub cim raug rho tawm haujlwm
fn start_workflow(tus neeg saib xyuas: & Tus neeg saib xyuas) {
agent.start_workflow("infrastructure-provisioning");
}
// Tsim ib qho piv txwv LangChain thiab ntxiv cov haujlwm ua haujlwm, ua rau, thiab tus tuav
fn main() {
let agent = Agent::new("infrastructure-provisioning");
agent.add_workflow(provision_infrastructure());
agent.add_trigger(new_request("aws-api-gateway-event"));
agent.add_handler(start_workflow);
}
Visualization
Nov yog qhov pom ntawm kev sib koom ua ke ntawm AI tus neeg sawv cev, StackGen, thiab cov cuab yeej orchestration zoo li DSPy thiab LangChain: `` chart { "type": "dag", "nodes": [ { "id": "ai-agent", "label": "AI Agent", 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": "infrastructure", "label": "Infrastructure", x: 8,. "y": 0 } ], "edges": [ { "source": "ai-agent", "target": "stackgen", "label": "Kev koom ua ke" }, { "source": "stackgen", "target": "dspy", "label": "Kev koom ua ke" }, { "source": "dspy", "target": "infrastructure", "label": "Kev npaj" }, { "source": "stackgen", "target": "langchain", "label": "Kev koom ua ke" }, { "source": "langchain", "target": "infrastructure", "label": "Kev npaj" } ] }
## Sab saum toj 5-10 Feem Ntau Siv Cov Lus Qhia/Snippet
Nov yog cov saum toj kawg nkaus 5-10 feem ntau siv commands / snippet rau cov tshuab no:
1. `dspy.Workflow(name="infrastructure-provisioning", steps=[dspy.Step("provision-ec2", "aws-provision-ec2")])`
2. `langchain::Agent::new("infrastructure-provisioning").add_workflow(provision_infrastructure())`
3. `stackgen::StackGen::new().add_resource("ec2", "aws-provision-ec2")`
4. `dspy.Trigger(name="new-request", event="aws-api-gateway-event", handler="start-workflow")`
5. `langchain::Agent::new("infrastructure-provisioning").add_trigger(new_request("aws-api-gateway-event"))`
6. `stackgen::StackGen::new().add_resource("rds", "aws-provision-rds")`
7. `dspy.Handler(name="start-workflow", workflow=dspy.Workflow(name="infrastructure-provisioning"))`
8. `langchain::Agent::new("infrastructure-provisioning").add_handler(start_workflow)`
9. `stackgen::StackGen::new().add_resource("elb", "aws-provision-elb")`
10. `dspy.DSPy().add_workflow(dspy.Workflow(name="infrastructure-provisioning"))`
## Xaus
Tsim kev tswj hwm kev tswj hwm kev tswj hwm nrog AI cov neeg sawv cev thiab StackGen yuav tsum muaj kev nkag siab tob txog kev sib tshuam ntawm cov thev naus laus zis thiab cov cuab yeej orchestration xws li DSPy thiab LangChain. Los ntawm kev sib koom ua ke AI tus neeg sawv cev nrog StackGen thiab cov cuab yeej orchestration, cov koom haum tuaj yeem ua kom muaj kev tsim kho vaj tse thiab kev tswj hwm, ua rau muaj kev ua tau zoo, txo nqi, thiab txhim kho kev ntseeg tau. Tsab ntawv xov xwm no tau muab cov txuj ci tob tob rau hauv kev tsim qauv thiab kev siv ntawm kev tswj hwm tus kheej siv cov neeg ua haujlwm AI thiab StackGen, nrog rau kev tsom mus rau cov ntsiab lus siv tau ntawm kev sib koom ua ke ntawm cov thev naus laus zis no.