Xauv ZeroOps nrog AI Agents thiab Cov Ntsiab Lus Engineering: Tus Qauv-raws li txoj hauv kev rau AI DevOps Automation siv StackGen thiab LangChain
Introduction
Hauv cov toj roob hauv pes hloov zuj zus ntawm kev txhim kho software, lub tswv yim ntawm ZeroOps tau tshwm sim raws li kev hloov pauv mus rau DevOps automation. ZeroOps lub hom phiaj txhawm rau tshem tawm qhov xav tau ntawm phau ntawv kev cuam tshuam hauv kev xa tawm thiab kev tswj hwm ntawm software systems, ua rau cov neeg tsim khoom tsom mus rau cov haujlwm siab dua xws li kev tsim kho tshiab thiab kev muaj tswv yim. Nyob rau hauv tsab xov xwm no, peb yuav delve rau hauv lub ntiaj teb no ntawm ZeroOps thiab tshawb nrhiav seb AI cov neeg ua haujlwm thiab cov ntsiab lus engineering tuaj yeem siv zog los ua kom tiav lub hom phiaj no. Peb kuj tseem yuav tham txog kev siv tus qauv raws li txoj hauv kev rau AI DevOps automation siv StackGen thiab LangChain.
ZeroOps yog dab tsi?
ZeroOps yog DevOps paradigm uas nrhiav kev ua haujlwm rau tag nrho cov software tsim kho lub neej, los ntawm kev txhim kho mus rau kev xa mus thiab kev tswj hwm. Lub hom phiaj tseem ceeb ntawm ZeroOps yog txhawm rau tshem tawm qhov xav tau ntawm phau ntawv kev cuam tshuam hauv kev xa tawm thiab kev tswj hwm ntawm software systems, yog li txo qis qhov tshwm sim ntawm tib neeg kev ua yuam kev thiab nce kev ceev thiab kev ua haujlwm ntawm software xa khoom.
AI Agents thiab Context Engineering
AI cov neeg sawv cev thiab cov ntsiab lus engineering ua lub luag haujlwm tseem ceeb hauv kev ua raws li ZeroOps. AI cov neeg ua haujlwm yog cov kev pabcuam software uas tuaj yeem pom lawv ib puag ncig thiab ua haujlwm kom ua tiav cov hom phiaj tshwj xeeb. Cov ntsiab lus engineering, ntawm qhov tod tes, koom nrog tsim thiab siv cov tshuab uas tuaj yeem nkag siab thiab teb rau cov ntsiab lus uas lawv ua haujlwm.
Hauv cov ntsiab lus ntawm ZeroOps, AI cov neeg sawv cev tuaj yeem siv los ua haujlwm ntau yam xws li xa mus, kuaj, thiab saib xyuas. Cov ntsiab lus engineering tuaj yeem siv los tsim cov tshuab uas tuaj yeem nkag siab cov ntsiab lus uas lawv ua haujlwm, xws li ib puag ncig, tus neeg siv, thiab kev ua haujlwm ntawm tes.
**StackGen: Tus Qauv-raws li txoj hauv kev rau AI DevOps Automation **
StackGen yog qhov qhib-qhov txheej txheem uas tso cai rau cov neeg tsim khoom siv tus qauv raws li txoj hauv kev rau AI DevOps automation. StackGen muab cov txheej txheem ua ntej tau teev tseg thiab cov qauv uas tuaj yeem siv los ua haujlwm ntau yam haujlwm xws li xa mus, kuaj, thiab saib xyuas.
StackGen tau tsim nyob rau sab saum toj ntawm LangChain, lub moj khaum uas ua rau cov neeg tsim khoom tsim kev sib tham AI. LangChain muab cov txheej txheem APIs thiab cov cuab yeej siv tau los tsim cov kev sib tham AI uas tuaj yeem nkag siab thiab teb rau cov lus zoo.
LangChain: Tsim Kev Sib Tham Sib Tham AI Systems
LangChain yog lub moj khaum uas ua rau cov neeg tsim khoom tsim kev sib tham AI. LangChain muab cov txheej txheem APIs thiab cov cuab yeej siv tau los tsim cov kev sib tham AI uas tuaj yeem nkag siab thiab teb rau cov lus zoo.
LangChain tau tsim nyob rau sab saum toj ntawm ntau qhov chaw qhib thev naus laus zis, suav nrog TensorFlow thiab PyTorch. LangChain muab cov txheej txheem APIs thiab cov cuab yeej siv tau los tsim cov kev sib tham AI uas tuaj yeem nkag siab thiab teb rau cov lus zoo.
Siv ZeroOps nrog StackGen thiab LangChain
Txhawm rau siv ZeroOps nrog StackGen thiab LangChain, peb yuav tsum ua raws li ntau cov kauj ruam:
- Txhais tus AI Agent: Thawj kauj ruam hauv kev siv ZeroOps yog los txheeb xyuas tus neeg sawv cev AI uas yuav siv los ua haujlwm ntau yam haujlwm. Tus neeg sawv cev AI tuaj yeem txhais tau siv ntau tus qauv ua ntej thiab cov qauv muab los ntawm StackGen.
- Design the Context Engine: Cov kauj ruam tom ntej yog tsim lub ntsiab lus cav uas yuav siv los nkag siab thiab teb rau cov ntsiab lus uas tus neeg sawv cev AI ua haujlwm. Lub ntsiab lus cav tuaj yeem tsim los siv ntau tus APIs thiab cov cuab yeej muab los ntawm LangChain.
- Ua raws AI Agent: Thaum tus neeg sawv cev AI thiab cov ntsiab lus ntawm lub cav tau raug txiav txim siab, cov kauj ruam tom ntej yog siv tus neeg sawv cev AI siv ntau tus APIs thiab cov cuab yeej muab los ntawm StackGen thiab LangChain.
- Test thiab Deploy: Cov kauj ruam kawg yog sim thiab xa tus neeg sawv cev AI hauv ib puag ncig tsim khoom.
Piv txwv Code: Ua raws li tus neeg sawv cev AI yooj yim siv StackGen thiab LangChain
Ntawm no yog ib qho piv txwv code thaiv uas qhia tau hais tias yuav ua li cas siv tus neeg sawv cev AI yooj yim siv StackGen thiab LangChain: `` python import langchain los ntawm langchain.chains import LLMChain los ntawm langchain.llms import LLM
ai_agent = LLMChain( llm = LWM( model_name="davinci:3-batch", kub = 0.5, max_tokens = 100, ), input_format="text", output_format="text", )
Txhais lub ntsiab lus cav
context_engine = langchain.ContextEngine( llm = LWM( model_name="davinci:3-batch", kub = 0.5, max_tokens = 100, ), input_format="text", output_format="text", )
Ua raws li tus neeg sawv cev AI
ai_agent.implement( context_engine = context_engine, input_text="Hello, koj nyob li cas?", )
Kuaj thiab xa tus neeg sawv cev AI
ai_agent.test_and_deploy( input_text="Hello, koj nyob li cas?", )
Txoj cai thaiv no qhia tau hais tias yuav ua li cas siv tus neeg sawv cev AI yooj yim siv StackGen thiab LangChain. Tus neeg sawv cev AI tau txhais siv ntau tus qauv thiab cov qauv uas tau muab los ntawm StackGen. Lub ntsiab lus cav yog tsim los siv ntau tus APIs thiab cov cuab yeej muab los ntawm LangChain. Tus neeg sawv cev AI tau siv los siv ntau tus APIs thiab cov cuab yeej muab los ntawm StackGen thiab LangChain. Thaum kawg, tus neeg sawv cev AI raug sim thiab xa mus rau hauv ib puag ncig tsim khoom.
** Sab saum toj 5-10 Feem Ntau Siv Cov Lus Qhia/Snippet **
Nov yog cov saum toj kawg nkaus 5-10 feem ntau siv commands / snippets rau StackGen thiab LangChain:
1. `langchain.LLMChain()`: Tsim ib qho tshiab LLM chain object.
2. `langchain.ContextEngine()`: Tsim cov ntsiab lus tshiab cav cav.
3. `LLM(model_name="davinci:3-batch", kub = 0.5, max_tokens=100)`: Tsim ib qho khoom LLM tshiab nrog cov npe qauv, qhov kub thiab txias, thiab qhov siab tshaj plaws tokens.
4. `ai_agent.implement(context_engine=context_engine, input_text="Nyob zoo, koj nyob li cas?")`: Ua raws li tus neeg sawv cev AI siv lub ntsiab lus lub cav thiab cov ntawv sau.
5. `ai_agent.test_and_deploy(input_text="Nyob zoo, koj nyob li cas?")`: Kev ntsuam xyuas thiab xa tus neeg sawv cev AI siv cov ntawv sau sau tseg.
6. `langchain.llms.LLM()`: Tsim cov khoom LLM tshiab.
7. `langchain.chains.LLMChain()`: Tsim cov khoom tshiab LLM chains.
8. `langchain.ContextEngine(llm=LLM(model_name="davinci:3-batch", kub=0.5, max_tokens=100))`: Tsim cov ntsiab lus tshiab cav siv cov khoom LLM teev.
9. `ai_agent.context_engine = langchain.ContextEngine(llm=LLM(model_name="davinci:3-batch", kub=0.5, max_tokens=100))`: Teeb lub ntsiab lus cav ntawm AI tus neeg saib xyuas rau cov ntsiab lus ntsiab lus cav cav.
10. `ai_agent.input_text = "Nyob zoo, koj nyob li cas?"`: Teem cov ntawv sau ntawm tus neeg sawv cev AI rau cov ntawv sau qhia.
**Visualization**
Nov yog kev pom ntawm ZeroOps architecture siv Chart.js:
``json
{
"type": "bar",
"data": {
"labels": ["AI Agent", "Context Engine", "StackGen", "LangChain"],
"datasets": [
{
"label": "Architecture",
"cov ntaub ntawv": [10, 8, 6, 4],
"backgroundColor": ["#FF6384", "#36A2EB", "#FFCE56", "#4BC0C0"]
}
]
},
"options": {
"title": {
"display": tseeb,
"text": "ZeroOps Architecture"
},
"lus dab neeg": {
"display": muaj tseeb
},
"scales": {
"yAxes": [
{
"ticks": {
"beginAtZero": tseeb
}
}
]
}
}
}
Qhov kev pom no ua rau pom kev tsim qauv ntawm ZeroOps system, suav nrog AI tus neeg sawv cev, lub ntsiab lus cav, StackGen, thiab LangChain.
Qhov xaus
ZeroOps yog ib qho kev hloov pauv mus rau DevOps automation uas nrhiav kev tshem tawm qhov xav tau ntawm phau ntawv cuam tshuam hauv kev xa tawm thiab kev tswj hwm ntawm software systems. AI cov neeg sawv cev thiab cov ntsiab lus engineering ua lub luag haujlwm tseem ceeb hauv kev siv ZeroOps, thiab StackGen thiab LangChain muab cov qauv raws li txoj hauv kev rau AI DevOps automation. Los ntawm kev siv tus neeg sawv cev AI yooj yim siv StackGen thiab LangChain, peb tuaj yeem ua haujlwm ntau yam xws li xa mus, kuaj, thiab saib xyuas. Sab saum toj 5-10 feem ntau siv cov lus txib/snippet rau StackGen thiab LangChain kuj tau muab, nrog rau kev pom ntawm ZeroOps architecture siv Chart.js.