ZeroOps: Ausia Atinaʻe Tutoatasi ma Agentic AI ma Meafaigaluega Faʻapitoa
Fa'atomuaga
I le faʻalauteleina o laufanua o masini komepiuta ma DevOps, o le manatu o ZeroOps ua tulaʻi mai o se faiga faʻafouina i le pulega o atinaʻe. ZeroOps e faʻamoemoe e ausia ni atinaʻe tutoʻatasi, lea e mafai ai e faiga faʻapitoa ona faʻamalolo, faʻatulagaina e le tagata lava ia, ma faʻamalosia e aunoa ma se faʻalavelave a tagata. O lenei faʻaaliga e mafai ona maua e ala i le fesoʻotaʻi o le Artificial Intelligence (AI), masini komepiuta, ma le DevOps automation. I totonu o lenei tusiga, o le a tatou suʻesuʻeina le fesoʻotaʻiga o nei tekinolosi ma suʻesuʻe pe faʻapefea ona fesoasoani le AI ma meafaigaluega faʻapipiʻi e pei o LangChain ma DSPy e ausia ai ZeroOps i ao ma faʻaogaina faiga.
Le Fa'afitauli i le Pulega o Atina'e Fa'aleaganu'u
O pulega fa'ale-aganu'u e aofia ai le fa'atulagaina o tusi lesona, mata'ituina, ma fa'afitauli o faiga. O lenei faiga e faigofie i mea sese, le lelei, ma faʻafitauli faʻalautele. A'o fa'atupula'ia faiga fa'alavelave, e fa'atupula'ia le mana'omia o le fa'alavelave a tagata, e o'o atu ai i le fa'ateleina o tau, taimi fa'aletonu, ma le le fiafia. O faiga fa'aleaganu'u ua fa'alavelaveina fo'i le fa'afouga, ona o lo'o fa'alavelaveina le au atia'e ma fa'alapotopotoga i galuega fa'alelalolagi, ma tu'u ai sina taimi mo ni fuafuaga fa'ata'atia.
Le tulaʻi mai o Agentic AI ma Meafaigaluega Faʻasologa
Agentic AI, o se vaega o le atamai faʻapitoa, e faʻatatau i faiga e mafai ona galue mo i latou lava, faia filifiliga ma faia gaioiga e aunoa ma se faʻalavelave a tagata. O mea faigaluega faʻapipiʻi, i le isi itu, faʻaogaina le puleaina o faiga faʻalavelave e ala i le faʻamaopoopoina o fegalegaleaiga i le va o vaega eseese. O le fesoʻotaʻiga o mea faʻapitoa AI ma meafaigaluega faʻapipiʻi ua faʻatupuina ai se vasega fou o faiga e mafai ona pulea e le tagata lava ia, faʻamaloloina e le tagata lava ia, ma faʻamalosia e le tagata lava ia.
LangChain: Se Ta'iala mo Agentic AI
LangChain o se faʻavae faʻavae e mafai ai e le au atinaʻe ona fausia faiga faʻapitoa AI. E maua ai se seti o meafaigaluega ma faletusi mo le faʻaogaina o le gagana masani (NLP), aʻoaʻoga masini (ML), ma le atinaʻeina o polokalama. O le fausaga a LangChain ua mamanuina e faafaigofie ai le fausiaina o faiga tutoatasi e mafai ona fegalegaleai ma tagata ma isi faiga i se auala anoa.
mai langchain faaulufale mai LLMChain
# Fa'amatala se LLMChain faigofie
llm_chain = LLMChain(
llm_name="text-davinci-003",
vevela=0.7,
maualuga_umi=2048,
min_umi=128,
)
# Fa'aaoga le LLMChain e fa'atupu ai tusitusiga
text = llm_chain.run("Tusi se tala puupuu e uiga i se pusi")
lolomi(tusitusiga)
DSPy: Ose Fa'ava'a mo le Tu'ufa'atasi
O le DSPy o se fa'ava'a fa'amalama e maua ai se seti o meafaigaluega ma faletusi mo le fauina o faiga fa'asologa. E mafai ai e le au atinaʻe ona faʻaautomatika le pulega o faiga faʻalavelave e ala i le faʻamaopoopoina o fegalegaleaiga i le va o vaega eseese. O le fausaga a le DSPy ua mamanuina e faafaigofie ai le fausiaina o faiga e mafai ona fuaina ma fa'aletonu.
# Fa'ata'ita'iga DSPy code
mai le dspy import Workflow
# Fa'amatala se galuega faigofie
galuega fa'afaigaluega = Galulue (
igoa="example_workflow",
galuega=[
{"name": "task1", "type": "shell", "command": "echo 'Talofa le Lalolagi'"},
{"igoa": "task2", "type": "python", "script": "print('Talofa le Lalolagi')"},
],
)
# Faʻaauau le galuega
workflow.run()
Ausia ZeroOps faʻatasi ma Agentic AI ma Meafaigaluega Faʻasologa
O le tuʻufaʻatasia o mea faʻapitoa AI ma mea faʻapipiʻi e pei o LangChain ma DSPy e mafai ai ona ausia ZeroOps i ao ma faʻaogaina faiga. E ala i le otometi le puleaina o faiga faʻalavelave, e mafai e le au atinaʻe ma tagata faʻatautaia ona taulaʻi atu i fuafuaga faʻapitoa, aʻo le faiga e pulea e le tagata lava ia, faʻamaloloina e le tagata lava ia, ma faʻaleleia e le tagata lava ia.
Faamanuiaga o ZeroOps
O faʻamanuiaga o ZeroOps e tele:
- Faateleina le lelei: Otometi pulega o mea tetele e faʻaitiitia ai mea sese i tusi lesona ma faʻateleina le gaosiga.
- Fa'aleleia atili: Fa'atonu faiga e mafai ona fua i luga pe i lalo otometi, e aunoa ma se fa'alavelave a tagata.
- Fa'aleleia le fa'atuatuaina: Fa'amalologa a le tagata lava ia e fa'aitiitia ai le taimi fa'aletonu ma fa'aleleia atili le fa'atuatuaina o le tino.
- Fa'aitiitiga o tau: O le fa'aogaina o mea fa'apitoa e fa'aitiitia ai le mana'oga mo le fa'alavelave a tagata, ma o'o atu ai i le fa'asaoina o tau.
Poloaiga/Snippets pito i luga 5-10 Fa'aaogaina
O nisi nei o tulafono e masani ona faʻaaogaina ma snippet mo LangChain ma DSPy:
- LangChain
llm_chain.run("text"): Fa'atino se galuega fau tusitusiga e fa'aaoga ai le LLMChain.llm_chain.train("data"): A'oa'o se fa'ata'ita'iga gagana e fa'aaoga ai le LLMChain.llm_chain.evaluate("text"): Iloilo le faʻatinoga o se faʻataʻitaʻiga gagana e faʻaaoga ai le LLMChain.
- DSPy
workflow.run(): Fa'agasolo se galuega fa'aaoga le fa'avae DSPy.workflow.status(): Maua le tulaga o le galuega fa'aaoga le fa'avae DSPy.workflow.log(): Maua le ogalaau o lo'o fa'atinoina o le fa'aogaina o le fa'avae DSPy.
Va'aiga
Ole siata faigofie lea e faʻaaoga ai le Chart.js e faʻaalia ai le aoga o ZeroOps:
{
"type": "pa",
"fa'amatalaga": {
"labels": ["Fa'ateleina le Lelei", "Fa'aleleia le Fa'asalaina", "Fa'aleleia le Fa'atuatuaina", "Fa'aitiitia Tau"],
"fa'amaumauga": [
{
"label": "Faamanuiaga o ZeroOps",
"faamatalaga": [90, 85, 95, 80],
"Lulu lanu": ["#4CAF50", "#FF9800", "#2196F3", "#009688"],
"BorderColor": ["#4CAF50", "#FF9800", "#2196F3", "#009688"],
"BorderWidth": 1
}
]
},
"filifiliga": {
"igoa": {
"fa'aaliga": moni,
"text": "Faamanuiaga o ZeroOps"
},
"fua": {
"yAxes": [
{
"tiki": {
"beginAtZero": moni
}
}
]
}
}
}
Fa'ai'uga
ZeroOps o se faiga faʻafouina i pulega faʻapitoa e mafai ai e faiga tutoʻatasi e pulea e le tagata lava ia, faʻamaloloina e le tagata lava ia, ma le faʻaogaina e le tagata lava ia. E ala i le faʻaogaina o mea faʻapitoa AI ma mea faʻapipiʻi e pei o LangChain ma DSPy, e mafai e le au atinaʻe ma tagata faʻatautaia ona ausia le faʻaleleia atili, faʻaleleia le faʻaleleia, faʻaleleia le faʻalagolago, ma le faʻaitiitia o tau. Aʻo faʻaauau pea ona faʻaleleia le tekonolosi, e mafai ona tatou faʻamoemoe e vaʻai i nisi faʻaoga fou o ZeroOps i ao ma faʻaogaina faiga.