Folasaga
O le fesoʻotaʻiga o le Artificial Intelligence (AI), faʻataʻitaʻiga polokalame, ma DevOps ua tulaʻi mai ai se faʻataʻitaʻiga fou i le atinaʻeina o polokalama: Agentic AI. Agentic AI o loʻo faʻatatau i le faʻaogaina o le masini faʻatautaia AI e faʻaleleia ai le lelei ma le aoga o galuega a DevOps. I lenei tusiga, o le a matou suʻesuʻeina le manatu o Agentic CI / CD ma pe faʻapefea ona faʻaaogaina e faʻaaoga ai DSPy ma LangChain.
O le a le Agentic CI/CD?
Agentic CI/CD o se DevOps workflow lea e faʻaogaina ai le masini faʻatautaia AI e faʻafaigofie ai le faʻagasologa o le Faʻaauauina Faʻatasi ma Faʻaauau le Faʻatinoina. O lenei auala e faʻaogaina ai masini aʻoaʻoga algorithms e suʻesuʻe ai faʻamatalaga mai punaoa eseese, e pei o fale teu oloa, fausia o servers, ma meafaigaluega mataʻituina, e iloa ai mamanu ma faʻalavelave e mafai ona faʻailoa ai le faia o filifiliga.
Agentic CI / CD ua mamanuina e faʻaleleia le lelei ma le aoga o galuega a DevOps e ala i:
- Otometi galuega faifaipea: E mafai e le fa'aogaina o le AI ona fa'atino galuega e pei o iloiloga o tulafono, su'ega, ma le fa'atinoina, fa'asa'olotoina tagata atia'e e taula'i atu i galuega maualuluga.
- Fa'ailoaina o fa'afitauli e ono tupu: E mafai e masini a'oa'oga algorithms ona su'esu'eina fa'amaumauga mai fa'apogai eseese e iloa ai fa'afitauli e ono tutupu a'o le'i avea ma fa'afitauli tetele.
- Fa'apena le fa'aogaina o galuega: E mafai e le Agentic CI/CD ona fa'amanino fa'agasolo galuega e ala i le fa'ailoaina o auala e sili ona lelei mo le fa'atinoina o tulafono ma fa'aitiitia taimi fa'aletonu.
Faʻaaogaina Agentic CI / CD faʻatasi ma DSPy ma LangChain
DSPy ma LangChain e lua taʻiala taʻutaʻua mo le fausiaina o le Agentic AI system. DSPy o se faletusi Python mo le fausiaina o faiga tufatufaina, ae o LangChain o se faʻavae mo le fausiaina o faiga faʻatalanoaga AI.
Mo le faʻatinoina o le Agentic CI / CD ma DSPy ma LangChain, matou te faʻaogaina vaega nei:
- DSPy: Matou te fa'aogaina le DSPy e fausia ai se faiga fa'asoa e mafai ona fa'atautaia le tele o fa'amaumauga ma fa'atino ai fa'atusatusaga lavelave.
- LangChain: O le a matou faʻaogaina LangChain e fausia ai se faiga faʻatalanoaga AI e mafai ona fegalegaleai ma tagata atinaʻe ma tuʻuina atu faʻamatalaga i le CI / CD process.
O se faʻataʻitaʻiga faigofie lea o le faʻaogaina o le DSPy ma le LangChain e faʻatino ai le Agentic CI/CD:
faaulufale mai dspy
mai langchain faaulufale mai LLM
# Fa'amatala se fuifui DSPy
fuifui = dspy.Cluster()
# Fa'amatala se LangChain LLM
llm = LLM("text-davinci-003")
# Fa'amatala se fa'asologa o galuega CI/CD
def ci_cd_workflow(code):
# Iloilo le code e faʻaaoga ai le DSPy
auiliiliga = cluster.analyze(code)
# Faʻaaoga LangChain e tuʻuina atu ai faʻamatalaga
fa'amatalaga = llm.generate_insights(su'esu'ega)
# Faʻafoʻi faʻamatalaga
toe fa'afo'i fa'amatalaga
# Su'e le su'ega CI/CD
code = "lomi ('Talofa le Lalolagi!')"
malamalamaaga = ci_cd_workflow(code)
lolomi(malamalamaaga)
O lenei faʻailoga e faʻamatalaina ai se faʻaogaina o le CI / CD e faʻaaoga ai le DSPy e faʻavasega le code ma le LangChain e tuʻuina atu ai faʻamatalaga. O le galuega ci_cd_workflow e ave i le code e fai ma fa'aoga, su'esu'e e fa'aaoga ai le DSPy, ona fa'aaoga lea o le LangChain e fa'atupu ai fa'amatalaga. Ona toe fa'afo'i mai lea o fa'amatalaga e fai ma fa'aaliga.
Top 5-10 Poloaiga/Snippets Tele Fa'aaogaina
O le pito i luga 5-10 pito sili ona faʻaaogaina poloaiga / snippets mo DSPy ma LangChain:
DSPy
dspy.Cluster(): Fausia se fuifui DSPy.cluster.analyze(code): Iloilo code e fa'aaoga ai le DSPy.cluster.deploy(code): Fa'aaoga le code e fa'aaoga ai le DSPy.cluster.monitor(code): Mataitu code e faaaoga ai le DSPy.dspy.utils.log(level, message): Fa'amauina se fe'au i le tulaga fa'apitoa.
LangChain
LLM("text-davinci-003"): Fausia se LLM LangChain.llm.generate_insights(su'esu'ega): Fausia fa'amatalaga e fa'aaoga ai le LangChain.llm.interact(su'esu'ega): Fegalegaleai ma tagata atiae e faaaoga LangChain.langchain.utils.log(level, message): Fa'amauina se fe'au i le tulaga fa'apitoa.langchain.utils.tokenize(text): Fa'ailoga tusitusiga e fa'aaoga ai le LangChain.
Va'aiga
Ole fa'aaliga lea ole su'ega a le Agentic CI/CD e fa'aoga ai le Chart.js:
{
"type": "pa",
"fa'amatalaga": {
"labels": ["Suʻesuʻega Faʻailoga", "Malamalamaga Faʻatupuina", "Faʻatonuina"],
"fa'amaumauga": [
{
"label": "DSPy",
"faamatalaga": [10, 20, 30],
"Lulu lanu": ["#FF6384", "#36A2EB", "#FFCE56"]
},
{
"label": "LangChain",
"faamatalaga": [20, 30, 40],
"Lulu lanu": ["#FF6384", "#36A2EB", "#FFCE56"]
}
]
},
"filifiliga": {
"igoa": {
"fa'aaliga": moni,
"text": "Agentic CI/CD Workflow"
},
"fua": {
"yAxes": [
{
"tiki": {
"beginAtZero": moni
}
}
]
}
}
}
O lenei faʻaaliga o loʻo faʻaalia ai le galuega a le Agentic CI / CD o se siata pa, ma DSPy ma LangChain o loʻo faʻatusalia o ni faʻamaumauga eseese.
Fa'ai'uga
I lenei tusiga, matou te suʻesuʻeina le manatu o Agentic CI / CD ma pe faʻapefea ona faʻaaogaina e faʻaaoga ai DSPy ma LangChain. Na matou talanoaina faʻamanuiaga o le Agentic CI/CD, e aofia ai galuega faʻasolosolo otometi, faʻailoaina faʻafitauli faʻafitauli, ma le faʻaleleia o galuega. Na matou tuʻuina atu foʻi se faʻataʻitaʻiga faigofie o le faʻaogaina o le DSPy ma le LangChain e faʻatino ai le Agentic CI / CD, faʻapea foʻi ma le pito i luga 5-10 sili ona faʻaaogaina poloaiga / snippets mo DSPy ma LangChain. Mulimuli ane, matou aofia ai se va'aiga o le Agentic CI/CD workflow e fa'aaoga ai le Chart.js.
E ala i le faʻaogaina o le DSPy ma le LangChain, e mafai e le au atinaʻe ona fausia le Agentic AI faiga e faʻaleleia ai le lelei ma le aoga o galuega a DevOps. Pe o oe o se tagata tomai faʻapitoa poʻo na o le amataina, Agentic CI/CD ose faʻafiafiaga ma vave faʻaleleia fanua e aoga le suʻesuʻeina.