Ha mahlale a AI a ntse a tsoela pele ho hola le ho hola ho kopanngoa le lits'ebetso tsa software, tlhokahalo ea meralo e matla, e ts'oarehang, le e ka senyehang ha e so ka e hatella le ho feta. Sengoliloeng sena, re tla hlahloba mateano a AI, boenjiniere ba software, le boqapi, re tsepamisitse maikutlo ho rala lits'ebetso tsa software tse scalable le tsa boitšoaro tse tsamaisoang ke AI re sebelisa meralo ea modular workflow le mahlahana a AI.
Mathata a Litsamaiso tsa Software tse tsamaisoang ke AI
Sistimi ea software e tsamaisoang ke AI e fana ka liphephetso tse 'maloa tse tlamehang ho rarolloa molemong oa ho etsa bonnete ba hore ho na le scalability le melao ea boitšoaro. Tse ling tsa liqholotso tsena li kenyelletsa:
- **Mathata **: Litsamaiso tsa AI hangata li rarahane ebile ho thata ho li utloisisa, ho etsa hore ho be thata ho tseba le ho rarolla mathata a ka bang teng.
- Scalability: Sistimi ea AI e ka ba matla haholo, e hloka lisebelisoa tsa bohlokoa ho hola.
- Melao ea Boitšoaro: Litsamaiso tsa AI li ka ntšetsa pele leeme le mekhoa ea khethollo, e totobatsang tlhokahalo ea ho nahanela melao ea boitšoaro moralong oa sistimi.
- Tlhokomelo: Litsamaiso tsa AI li ka ba thata ho li hlokomela le ho li nchafatsa, tse hlokang boitsebelo le lisebelisoa tsa bohlokoa.
Modular Workflow Architecture
Mehaho ea modular workflow ke mokhoa oa moralo o senyang litsamaiso tse rarahaneng hore e be li-module tse nyane, tse ikemetseng tse ka bolokoang le ho ntlafatsoa habonolo. Mokhoa ona o na le melemo e mengata, ho kenyelletsa:
- Scalability: Mehaho ea mokhoa oa ho sebetsa ka mokhoa o tloaelehileng o lumella hore ho be bonolo ho lekanya li-module tsa motho ka mong, ho fokotsa tlhokahalo ea lintlafatso tsa bohlokoa tsa lisebelisoa.
- ** Ho feto-fetoha ha maemo **: Mehaho ea modular ea ho sebetsa e nolofalletsa phetoho e bonolo le katoloso ea li-module tsa motho ka mong, ho fokotsa tlhoko ea ho hlophisoa bocha ha sistimi.
- **Tsamaiso **: Mehaho ea modular ea ho sebetsa e etsa hore ho be bonolo ho tseba le ho rarolla mathata, ho fokotsa tlhoko ea nako ea bohlokoa ea sistimi.
AI Agents
Baemeli ba AI ke likarolo tsa software tse sebelisanang le basebelisi le litsamaiso tse ling ho fihlela sepheo se itseng. Liofisiri tsa AI li ka sebelisoa ho kenya tšebetsong meralo ea modular workflow, e fana ka melemo e mengata, ho kenyelletsa:
- Boitaolo: Mahlahana a AI a ka sebetsa a ikemetse, a fokotsa tlhoko ea ho kenella ha batho le ho eketsa scalability ea sistimi.
- ** Ho feto-fetoha ha maemo**: Liemeli tsa AI li ka fetoloa habonolo le ho atolosoa, ho fokotsa tlhoko ea ho hlophisoa bocha ha sistimi.
- Scalability: Lisebelisoa tsa AI li ka kopitsoa habonolo le ho fokotsoa, ho fokotsa tlhoko ea lintlafatso tse kholo tsa lisebelisoa.
Ho Rala Litsamaiso tsa Software tse Scalable le tsa Boitšoaro tse tsamaisoang ke AI
Ho rala lits'ebetso tsa software tse hloahloa le tsa boitšoaro tse tsamaisoang ke AI, re tlameha ho nahana ka lintlha tse 'maloa tsa bohlokoa, ho kenyelletsa:
- Modularity: Arola litsamaiso tse rarahaneng hore e be li-module tse nyane, tse ikemetseng tse ka hlokomeloa le ho ntlafatsoa habonolo.
- Boitaolo: Sebelisa liakhente tsa AI ho kenya tšebetsong meralo ea modular workflow, e nolofalletsang boipuso le ho fokotsa tlhoko ea ho kenella ha batho.
- Ho feto-fetoha ha maemo: Litsamaiso tsa moralo tse ka ikamahanyang habonolo le litlhoko tse fetohang le litlhoko tsa basebelisi.
- Melao ea boitšoaro: Kenyelletsa melao ea boitšoaro moralong oa sistimi, ho netefatsa hore litsamaiso tsa AI li lokile, li pepenene ebile lia ikarabella.
Mohlala o sebetsang: Ho sebelisa Modular Workflow Architecture le AI Agents ho Python
Mona ke mohlala o bonolo oa ho sebelisa meralo ea modular workflow le mahlahana a AI ho Python:
kenya asyncio
ho tsoa ho langchain.agents import LLMChainAgent
# Hlalosa meralo ea modular workflow
Sehlopha sa ModularWorkflow:
def __init__(bowena):
self.modules = []
def add_module(boithati, mojule):
"self.modules.append(mojule)
async def run(self):
bakeng sa module in self.modules:
emela module.run()
# Hlalosa moemeli oa AI
Sehlopha sa AI-Agent:
def __init__(self, llm):
self.llm = llm
async def run(self):
# Sebelisa LLM ho hlahisa mongolo
text = wait self.llm.generate_text("Dumela, lefatshe!")
hatisa(mongolo)
# Hlalosa mojule o sebelisang moemeli oa AI
Sehlopha sa TextGenerator:
def __init__(self, ai_agent):
self.ai_agent = moemedi
async def run(self):
# Sebelisa moemeli oa AI ho hlahisa mongolo
emela self.ai_agent.run()
# Theha meralo ea modular ea mokhoa oa ho sebetsa
mosebetsi = ModularWorkflow()
# Kenya mojule o sebelisang moemeli oa AI
workflow.add_module(TextGenerator(AI-Agent(LLMChainAgent())))
# Latela mokhoa oa ho sebetsa
asyncio.run(workflow.run())
Mohlala ona o bonts'a mokhoa oa ho sebelisa meralo ea modular workflow meralo le liakhente tsa AI ho theha sistimi e scalable le e bolokehang. Sehlopha sa ModularWorkflow se hlalosa meralo ea modular workflow, ha sehlopha sa AI-Agent se hlalosa moemeli oa AI ea ka sebelisoang ho kenya tšebetsong meralo ea modular workflow. Sehlopha sa TextGenerator se bontša mokhoa oa ho sebelisa moemeli oa AI ho hlahisa mongolo.
Top 5-10 Litaelo / Linotsoana tse Sebelisitsoeng ka ho Fetisisa
Mona ke tse 5-10 tse sebelisoang ka ho fetesisa litaelo/lipoleloana tsa theknoloji ena:
import asyncio- Kenya laeborari ea asyncio ho etsa hore mananeo a asynchronous.ho tsoa ho langchain.agents import LLMChainAgent- Kenya sehlopha sa LLMChainAgent ho tswa laeboraring ya langchain ho theha moemeli wa AI.sehlopha sa ModularWorkflow:- Hlalosa sebopeho sa modular workflow ho sebelisa sehlopha saModularWorkflow.async def run(self):- Hlalosa mokhoa o sa ts'oaneng oa ho tsamaisa meralo ea modular workflow.await module.run()- Sebelisa lentsoe la sehlooho laawaitho tsamaisa li-module tsa motho ka mong moahong oa modular workflow.Moemedi wa sehlopha sa AI:- Hlalosa moemedi wa AI o sebedisa sehlopha saAI-Agent.async def run(self):- Hlalosa mokhoa o sa lumellaneng oa ho tsamaisa moemeli oa AI.text = await self.llm.generate_text("Dumela, lefatshe!")- Sebelisa LLM ho hlahisa mongolo.workflow.add_module(TextGenerator(AI-Agent(LLMChainAgent))))- Eketsa module e sebelisang moemeli oa AI ho meralo ea modular workflow.asyncio.run(workflow.run())- Sebelisa mokhoa oa ho sebetsa oa modular o sebelisa laebrari ea asyncio.
Ho bona pono
Mona ke pono ea meralo ea modular workflow e sebelisang Chart.js:
{
"type": "bar",
"data": {
"labels": ["Mojule 1", "Mojule 2", "Mojule 3"],
"lintlha tsa boitsebiso": [
{
"label": "Mojule 1",
"data": [10],
"backgroundColor": "rgba(255, 99, 132, 0.2)",
"borderColor": "rgba(255, 99, 132, 1)",
"borderWidth": 1
},
{
"label": "Mojule 2",
"data": [20],
"backgroundColor": "rgba(54, 162, 235, 0.2)",
"borderColor": "rgba(54, 162, 235, 1)",
"borderWidth": 1
},
{
"label": "Mojule 3",
"data": [30],
"backgroundColor": "rgba(255, 206, 86, 0.2)",
"borderColor": "rgba(255, 206, 86, 1)",
"borderWidth": 1
}
]
},
"likgetho": {
"sehlooho": {
"bontša": 'nete,
"text": "Modular Workflow Architecture"
},
"makala": {
"yAxes": [
{
"li-ticks": {
"beginAtZero": 'nete
}
}
]
}
}
}
Ponahalo ena e bonts'a meralo ea modular ea phallo ea mosebetsi, 'me mojule ka mong o emetsoe ke chate ea bar. X-axis e emela li-module, ha y-axis e emela nako ea ho phethahatsa.
Qetello
Ho rala lits'ebetso tsa software tse scalable le tsa boitšoaro tse tsamaisoang ke AI ho hloka kutloisiso e tebileng ea AI, boenjiniere ba software le boqapi. Ka ho sebelisa meralo ea modular workflow meralo le liakhente tsa AI, bahlahisi ba ka theha litsamaiso tse matla, tse ka ts'oarehang, le tse senyehang tse fihlelang litlhoko tsa basebelisi le ba amehang. Ka ho kenyelletsa melao ea boitšoaro moralong oa sistimi, bahlahisi ba ka netefatsa hore litsamaiso tsa AI li lokile, li pepenene ebile lia ikarabella.