Kenyelletso
Likamano tsa Artificial Intelligence (AI), DevOps, le boenjiniere ba software li hlahisitse paradigm e ncha ho nts'etsopele le phano ea software. Lisebelisoa le meralo e tsamaisoang ke AI e ntse e sebelisoa haholo ho iketsetsa likarolo tse fapaneng tsa bophelo ba nts'etsopele ea software, ho kenyeletsoa lipatlisiso tsa liketsahalo le phano ea software. Sehloohong sena, re tla hlahloba tšebeliso ea DSPy le LangChain bakeng sa ho hlophisa AI-powered DevOps, re tsepamisitse maikutlo ho fana ka software e ikemetseng le lipatlisiso tsa liketsahalo.
Background
DevOps ke mokhoa oa nts'etsopele ea software o totobatsang tšebelisano le puisano lipakeng tsa lihlopha tsa nts'etsopele le ts'ebetso ho ntlafatsa lebelo, boleng le ts'epahalo ea phano ea software. Lisebelisoa le meralo e tsamaisoang ke AI e sebelisoa ho iketsetsa likarolo tse fapaneng tsa DevOps, ho kenyeletsoa lipatlisiso tsa liketsahalo le phano ea software.
DSPy ke laebrari ea Python e fanang ka mokhoa o bonolo le o sebetsang oa ho kopanya lisebelisoa le meralo e tsamaisoang ke AI ka liphaephe tsa DevOps. LangChain ke laebrari ea Python e fanang ka mokhoa o bonolo le o sebetsang oa ho kopanya lisebelisoa le meralo e tsamaisoang ke AI ka liphaephe tsa ntlafatso ea software.
Phano ea Software e Ikemetseng ka DSPy le LangChain
Ho fana ka software ka boiketsetso ke karolo ea bohlokoa ea DevOps e kenyelletsang ho iketsetsa moaho, tlhahlobo le phepelo ea lits'ebetso tsa software. DSPy le LangChain li ka sebelisoa ho iketsetsa software ka ho kopanya lisebelisoa le meralo e tsamaisoang ke AI ka liphaephe tsa DevOps.
Mona ke mohlala oa mokhoa oa ho sebelisa DSPy le LangChain ho tsamaisa thepa ea software:
kenya dspy
ho tsoa ho langchain import LLM
# Theha pompo ea DSPy
pipeline = dspy.Pipeline(
lebitso = "software-delivery",
mehato=[
dspy.Step("build", "build-software"),
dspy.Step("test", "test-software"),
dspy.Step("deploy", "deploy-software")
]
)
# Theha LangChain LLM
llm = LLM(
model_name = "code-davinci-002",
max_length=1024
)
# Hlalosa tšebetso ea ho tsamaisa software ka bo eona
def automate_software_delivery():
# Fumana hash ea boitlamo ea hajoale
commit_hash = dspy.get_commit_hash()
# Fumana lekala la hajoale
lekala = dspy.get_branch()
# Theha software
build_output = dspy.build_software(commit_hash, lekala)
# Lekola software
test_output = dspy.test_software(build_output)
# Kenya software
deploy_output = dspy.deploy_software(test_output)
# Khutlisa sephetho sa thomello
return deploy_output
# Etsa mosebetsi oa othomathike
deployment_output = automate_software_delivery()
# Hatisa tlhahiso ea thomello
hatisa(deployment_output)
Sebaka sena sa khoutu se bonts'a mokhoa oa ho sebelisa DSPy le LangChain ho iketsetsa software ka ho kopanya lisebelisoa le meralo ea AI-powered le liphaephe tsa DevOps.
Patlisiso ea Diketsahalo le DSPy le LangChain
Patlisiso ea liketsahalo ke karolo ea bohlokoa ea DevOps e kenyelletsang ho sekaseka le ho rarolla liketsahalo tse etsahalang nakong ea phano ea software. DSPy le LangChain li ka sebelisoa ho iketsetsa lipatlisiso tsa liketsahalo ka ho kopanya lisebelisoa le meralo e tsamaisoang ke AI le liphaephe tsa DevOps.
Mona ke mohlala oa mokhoa oa ho sebelisa DSPy le LangChain ho iketsetsa lipatlisiso tsa liketsahalo:
kenya dspy
ho tsoa ho langchain import LLM
# Theha pompo ea DSPy
pipeline = dspy.Pipeline(
lebitso = "ketsahalo-patlisiso",
mehato=[
dspy.Step("analyse", "analyse-ketsahalo"),
dspy.Step("rarolla", "ketsahalo ea ho rarolla")
]
)
# Theha LangChain LLM
llm = LLM(
model_name = "code-davinci-002",
max_length=1024
)
# Hlalosa tšebetso ea ho iketsetsa lipatlisiso tsa liketsahalo
def automate_incident_investigation():
# Fumana ketsahalo ea hajoale
ketsahalo = dspy.get_incident()
# Sekaseka ketsahalo
analysis_output = dspy.analyze_incident(ketsahalo)
# Rarolla ketsahalo
resolution_output = dspy.resolve_incident(analysis_output)
# Khutlisa sephetho sa qeto
kgutlisa resolution_output
# Etsa mosebetsi oa othomathike
resolution_output = automate_incident_investigation()
# Hatisa tlhahiso ea qeto
hatisa(resolution_output)
Sebaka sena sa khoutu se bontša mokhoa oa ho sebelisa DSPy le LangChain ho iketsetsa lipatlisiso tsa liketsahalo ka ho kopanya lisebelisoa le meralo e tsamaisoang ke AI ka liphaephe tsa DevOps.
Top 5-10 Litaelo / Linotsoana tse Sebelisitsoeng ka ho Fetisisa
Mona ke tse 5-10 tse sebelisoang ka ho fetesisa litaelo/likotoana tsa DSPy le LangChain:
dspy.Pipeline(): E theha pipeline e ncha ea DSPy.dspy.Step(): E eketsa mohato o mocha ho phaephe ea DSPy.langchain.LLM(): E theha LangChain LLM e ncha.dspy.get_commit_hash(): E fumana hash ea hona joale ea boitlamo.dspy.get_branch(): E fumana lekala la hajoale.dspy.build_software(): E aha software.dspy.test_software(): E leka software.dspy.deploy_software(): E tsamaisa software.dspy.analyze_incident(): E sekaseka ketsahalo.dspy.resolve_incident(): E rarolla ketsahalo.
Ho bona pono
Mona ke pono ea tšebetso ea DSPy le LangChain e sebelisang Chart.js:
{
"type": "bar",
"data": {
"labels": ["Delivery Software Delivery", "Incident Investigation"],
"lintlha tsa boitsebiso": [
{
"label": "DSPy",
"data": [10, 5],
"backgroundColor": ["#4CAF50", "#FF9800"]
},
{
"label": "LangChain",
"data": [5, 10],
"backgroundColor": ["#2196F3", "#9C27B0"]
}
]
},
"likgetho": {
"sehlooho": {
"bontša": 'nete,
"text": "DSPy le LangChain Workflow"
},
"tšōmo": {
"pontšo": 'nete
}
}
}
Pontšo ena e bonts'a ts'ebeliso ea DSPy le LangChain bakeng sa ho fana ka software e ikemetseng le lipatlisiso tsa liketsahalo.
Qetello
Qetellong, DSPy le LangChain li fana ka mokhoa o matla le o sebetsang oa ho kopanya lisebelisoa le meralo e tsamaisoang ke AI ka liphaephe tsa DevOps. Ka ho sebelisa DSPy le LangChain, mekhatlo e ka iketsetsa tlhahiso ea software le lipatlisiso tsa liketsahalo, ho ntlafatsa lebelo, boleng, le botšepehi ba ho fana ka software. Khoutu e thibela le pono e fanoeng sehloohong sena e bonts'a tšebeliso ea DSPy le LangChain bakeng sa ho fana ka lisebelisoa tsa software le lipatlisiso tsa liketsahalo.
Mosebetsi oa Kamoso
Mosebetsi oa nakong e tlang o kenyelletsa:
- Ho kopanya DSPy le LangChain le lisebelisoa tse ling tse tsamaisoang ke AI le meralo.
- Ho theha likarolo tse ncha le ts'ebetso ea DSPy le LangChain.
- Ho ntlafatsa ts'ebetso le sekhahla sa DSPy le LangChain.
Litšupiso
- Litokomane tsa DSPy: https://dspy.readthedocs.io/
- Litokomane tsa LangChain: https://langchain.readthedocs.io/
- Litokomane tsa Chart.js: https://www.chartjs.org/docs/latest/