Kenyelletso
Kamohelo e potlakileng ea Artificial Intelligence (AI) nts'etsopele ea software e lebisitse liphetohong tse kholo tseleng eo re ralang, re ahang le ho hlokomela litsamaiso tsa software. Ha AI e ntse e tsoela pele ho kopanngoa le nts'etsopele ea software, tlhokahalo ea ho hlophisoa hantle le e sebetsang ea litsamaiso tse tsamaisoang ke AI e eketsehile. Sehloohong sena, re tla hlahloba marang-rang a AI, boenjiniere ba software, le DevOps, ka khatiso e khethehileng ea ho sebelisa LangChain le DSPy ho iketsetsa tlhahlobo ea sesosa sa metso le ho ntlafatsa kutloisiso ea tsamaiso ea software.
Ho phahama ha Litsamaiso tsa Software tse tsamaisoang ke AI
AI e fetotse sebopeho sa nts'etsopele ea software, e nolofalletsa batho ba ntlafatsang ho haha litsamaiso tse rarahaneng le tse bohlale haholoanyane. Leha ho le joalo, ho rarahana hona ho eketsehileng ho boetse ho lebisitse ho mathata a macha, a kang:
- **Tlhahlobo ea sesosa sa metso **: Ho tseba lisosa tse ka sehloohong tsa mathata ho litsamaiso tse tsamaisoang ke AI ho ka ba thata, haholo ha u sebetsana le mefuta e rarahaneng ea ho ithuta ea mochini.
- ** Kutloisiso ea sistimi **: Ha AI e ntse e kenella haholoanyane lits'ebetsong tsa software, ho ka ba thata ho utloisisa hore na likarolo tse fapaneng li sebelisana joang le ho ama tse ling.
- DevOps automation: Ho tsamaisa phepelo, ho beha leihlo, le ho lokisa lits'ebetso tse tsamaisoang ke AI ho hloka lisebelisoa le boiphihlelo bo ikhethang.
LangChain: Moralo oa Litsamaiso tsa Software tse tsamaisoang ke AI
LangChain ke moralo o bulehileng oa ho haha litsamaiso tsa software tse tsamaisoang ke AI. E fana ka lisebelisoa le lilaeborari tsa ho aha, ho tsamaisa, le ho tsamaisa mefuta ea AI, hammoho le ho e kopanya le likarolo tse ling tsa software. LangChain e etselitsoe ho etsa hore ho be bonolo ho haha le ho boloka mekhoa e rarahaneng e tsamaisoang ke AI, ha e ntse e fana ka tekanyo e phahameng ea ho feto-fetoha ha maemo le ho iketsetsa.
Likarolo tsa Bohlokoa tsa LangChain
- **Tsamaiso ea mohlala **: LangChain e fana ka lisebelisoa tse ngata bakeng sa ho laola mefuta ea AI, ho kenyelletsa le ho tsamaisoa ha mohlala, ho beha leihlo le tlhokomelo.
- Ho kopanya: LangChain e lumella bahlahisi ho kopanya mefuta ea AI le likarolo tse ling tsa software, tse kang databases, APIs, le mela ea melaetsa.
- **Automation **: LangChain e fana ka sete ea lisebelisoa tsa boiketsetso bakeng sa mesebetsi ea boiketsetso, joalo ka ts'ebetso ea data, koetliso ea mohlala, le ho tsamaisoa.
DSPy: Moralo oa DevOps Automation
DSPy ke moralo o bulehileng oa mohloli oa boiketsetso ba DevOps. E fana ka lisebelisoa le lilaebrari bakeng sa ho tsamaisa, ho beha leihlo, le ho hlokomela lits'ebetso tsa software. DSPy e etselitsoe ho etsa hore ho be bonolo ho iketsetsa mesebetsi e rarahaneng, ha e ntse e fana ka boemo bo phahameng ba ho fetoha le maemo.
Likarolo tsa Bohlokoa tsa DSPy
- Deployment automation: DSPy e fana ka sete ea lisebelisoa bakeng sa ho iketsetsa phepelo ea litsamaiso tsa software, ho kenyeletsoa ho kenya lijana, orchestration, le taolo ea tlhophiso.
- Ho beha leihlo le ho rema lifate: DSPy e fana ka sete ea lisebelisoa bakeng sa ho beha leihlo le ho rema litsamaiso tsa software, ho kenyeletsoa pokello ea metrics, ho rema lifate le tlhokomeliso.
- Automation: DSPy e fana ka sete ea lisebelisoa tsa othomathike bakeng sa mesebetsi ea othomathike, joalo ka ts'ebetso ea data, koetliso ea mohlala, le phepelo.
Ho hlophisa Lisebelisoa tsa Software tse tsamaisoang ke AI ka LangChain le DSPy
Ho hlophisa litsamaiso tsa software tse tsamaisoang ke AI ka LangChain le DSPy, re hloka ho kopanya meralo e 'meli. Sena se ka etsoa ka ho sebelisa LangChain API ho laola mefuta ea AI, le DSPy API ho iketsetsa mesebetsi ea ho tsamaisa, ho beha leihlo le ho lokisa.
Mohlala oa Khoutu
Mona ke mohlala oa khoutu e bonts'ang mokhoa oa ho sebelisa LangChain le DSPy ho iketsetsa tlhahlobo ea sesosa sa metso le ho ntlafatsa kutloisiso ea sistimi ea software:
import langchain
ho tloha ho dspy import deploy, monitor
# Theha mohlala oa LangChain
mohlala = langchain.Model(
lebitso = "mohlala_waka",
mofuta = "text_classification",
config={
"model_name": "bert-base-uncased",
"max_length": 512,
"palo_labels": 2,
},
)
# Kenya mohlala o sebelisa DSPy
deploy.deploy_model(mohlala)
# Lekola mohlala o sebelisa DSPy
monitor.monitor_model(mohlala)
# Iketsetse tlhahlobo ea sesosa sa metso u sebelisa LangChain
def analyze_issue(taba):
# Sebelisa LangChain ho sekaseka taba
tlhahlobo = langchain.analyze_issue(taba)
tlhahlobo ea ho khutlisa
# Iketsetse kutloisiso ea sistimi u sebelisa LangChain
def understand_system(system):
# Sebelisa LangChain ho utloisisa sistimi
kutloisiso = langchain.understand_system(system)
khutlisetsa kutloisiso
Top 5-10 Litaelo / Linotsoana tse Sebelisitsoeng ka ho Fetisisa
Mona ke tse 5-10 tse sebelisoang ka ho fetesisa litaelo/likotoana tsa LangChain le DSPy:
LangChain
langchain.Model(lebitso="my_model", type="text_classification", config={"model_name": "bert-base-uncased", "max_length": 512, "num_labels": 2}): Theha mofuta o mocha oa LangChain.langchain.analyze_issue(taba): Sekaseka bothata u sebelisa LangChain.langchain.understand_system(system): Utloisisa tsamaiso ea software e sebelisang LangChain.langchain.deploy_model(model): Kenya mofuta oa LangChain o sebelisa DSPy.langchain.monitor_model(model): Sheba mohlala oa LangChain o sebelisa DSPy.
DSPy
dspy.deploy.deploy_model(model): Kenya sesebelisoa sa software se sebelisang DSPy.dspy.monitor.monitor_model(model): Lekola sistimi ea software o sebelisa DSPy.dspy.automation.automate_task(task): Iketsetse mosebetsi ka ho sebelisa DSPy.dspy.config.config_system(system): Beakanya sistimi ea software e sebelisang DSPy.dspy.log.log_event(ketsahalo): Kena ketsahalo ka DSPy.
Ho bona pono
Mona ke pono ea meralo ea LangChain le DSPy e sebelisang Chart.js:
{
"type": "bar",
"data": {
"labels": ["LangChain", "DSPy"],
"lintlha tsa boitsebiso": [
{
"label": "Mohlala oa Tsamaiso",
"data": [10, 5],
"backgroundColor": ["rgba(255, 99, 132, 0.2)", "rgba(54, 162, 235, 0.2)"]
},
{
"label": "kopano",
"data": [8, 6],
"backgroundColor": ["rgba(255, 99, 132, 0.2)", "rgba(54, 162, 235, 0.2)"]
},
{
"label": "Automation",
"data": [12, 9],
"backgroundColor": ["rgba(255, 99, 132, 0.2)", "rgba(54, 162, 235, 0.2)"]
}
]
},
"likgetho": {
"sehlooho": {
"bontša": 'nete,
"text": "LangChain le DSPy Architecture"
},
"makala": {
"yAxes": [
{
"li-ticks": {
"beginAtZero": 'nete
}
}
]
}
}
}
Pontšo ena e bonts'a likarolo tse fapaneng tsa meralo ea LangChain le DSPy, ho kenyeletsoa tsamaiso ea mohlala, ho kopanya, le ho iketsetsa.
Qetello
Sehloohong sena, re hlahlobile marang-rang a AI, boenjiniere ba software, le DevOps, ka khatiso e khethehileng ea ho sebelisa LangChain le DSPy ho iketsetsa tlhahlobo ea sesosa sa metso le ho ntlafatsa kutloisiso ea tsamaiso ea software. Re boetse re fane ka mohlala o qaqileng oa mokhoa oa ho sebelisa LangChain le DSPy ho hlophisa lisebelisoa tsa software tse tsamaisoang ke AI, hammoho le pono ea meralo ea LangChain le DSPy. Ka ho sebelisa LangChain le DSPy, bahlahisi ba ka haha litsamaiso tse sebetsang hantle le tse sebetsang tse tsamaisoang ke AI, ha ba ntse ba ntlafatsa kutloisiso ea bona ea mekhoa e rarahaneng ea lisebelisoa.