Kupanga Mapulogalamu Oyendetsedwa ndi AI ndi DSPy ndi LangChain: Kuyikira Kwambiri pa Multimodal Wearable Sensing ndi DevSecOps

Kukonza Mapulogalamu Oyendetsedwa ndi AI ndi DSPy ndi LangChain: Kuyikira Kwambiri pa Multimodal Wearable Sensing ndi DevSecOps

Chiyambi

Kuphatikiza kwa Artificial Intelligence (AI) ndi DevSecOps kwasintha momwe mapulogalamu amapangidwira, kutumizidwa, ndi kutetezedwa. M'nkhaniyi, tiwona momwe DSPy ndi LangChain amagwiritsira ntchito popanga mapulogalamu oyendetsedwa ndi AI, ndikuyang'ana pa multimodal wearable sensing ndi DevSecOps. Tidzayang'ana dziko la othandizira a AI, zida za DevSecOps, ndi zomverera zomveka, ndikuwonetsa momwe zingaphatikizire kuti zithandizire kubweretsa mapulogalamu ndi chitetezo.

**Kumva Zovala Zambiri Zambiri **

Multimodal wearable sensing imatanthawuza kugwiritsa ntchito zida zotha kuvala zomwe zimatha kusonkhanitsa ndi kusanthula deta kuchokera kuzinthu zosiyanasiyana, monga zizindikiro za thupi, chilengedwe, ndi khalidwe la ogwiritsa ntchito. Zipangizozi zitha kugwiritsidwa ntchito kuyang'anira ndi kulosera zamitundu yosiyanasiyana zokhudzana ndi thanzi, monga kugunda kwa mtima, kuthamanga kwa magazi, komanso kugona.

AI Agents ndi DevSecOps

Othandizira a AI ndi mapulogalamu apakompyuta omwe amatha kugwira ntchito zomwe nthawi zambiri zimafuna luntha laumunthu, monga kupanga zisankho, kuthetsa mavuto, ndi kuphunzira. DevSecOps ndi machitidwe omwe amaphatikiza chitukuko, chitetezo, ndi magwiridwe antchito kuti zitsimikizire kuperekedwa kwa mapulogalamu otetezeka komanso oyenera.

Kuphatikiza ma AI Agents ndi Zida za DevSecOps

Kuphatikizira othandizira a AI ndi zida za DevSecOps, titha kugwiritsa ntchito DSPy ndi LangChain. DSPy ndi laibulale ya Python yomwe imapereka njira yosavuta komanso yabwino yophatikizira mitundu ya AI ndi zida za DevSecOps. LangChain ndi laibulale ya Python yomwe imapereka ndondomeko yomanga othandizira AI omwe angagwirizane ndi zida za DevSecOps.

Kugwiritsa ntchito DSPy ndi LangChain kwa Multimodal Wearable Sensing

Kuti muwonetse kugwiritsa ntchito DSPy ndi LangChain pakumva kuvala kwa multimodal, tiyeni tiwone chitsanzo chosavuta. Tiyerekeze kuti tili ndi chipangizo chovala chomwe chimasonkhanitsa deta ya kugunda kwa mtima, kuthamanga kwa magazi, ndi kugona. Tikufuna kugwiritsa ntchito othandizira a AI kusanthula detayi ndi kulosera momwe thanzi la wogwiritsa ntchito alili.

import langchain
kuitanitsa dSpy


model = langchain.LLMModel(
    dzina = "davinci",
    kutentha=0.7,
    max_tokens=100,
    min_tokens=10,
    imani=["\n"]
)

# Tanthauzirani chida cha DevSecOps
chida = dspy.DevSecOpsTool(
    dzina = "github",
    api_key="key_api_key"
)

# Fotokozerani deta yazida zovala
zambiri = {
    "mtima": 60,
    "BP": 120,
    "gonero": 80
}

# Gwiritsani ntchito mtundu wa AI kusanthula deta
kusanthula = model.predict(deta)

# Gwiritsani ntchito chida cha DevSecOps kuti mutumize mtundu wa AI
kutumiza = tool.deploy(analysis)

# Gwiritsani ntchito zidziwitso za chipangizo chomwe mungavalidwe kuti munenere za thanzi la wogwiritsa ntchito
health_status = kusanthula.predict(deta)

sindikiza (umoyo_mkhalidwe)

**Malamulo/Zidutswa Zapamwamba za 5-10 **

Nawa malamulo / zidule za 5-10 zomwe zimagwiritsidwa ntchito kwambiri pa DSPy ndi LangChain:

1. langchain.LLMModel(): Imapanga mtundu watsopano wa AI.
2. dspy.DevSecOpsTool(): Amapanga chida chatsopano cha DevSecOps.
3. model.predict(): Amagwiritsa ntchito chitsanzo cha AI kusanthula deta.
4. tool.deploy(): Imatumiza chitsanzo cha AI pogwiritsa ntchito chida cha DevSecOps.
5. analysis.predict(): Amagwiritsa ntchito chitsanzo cha AI kulosera mtengo.
6. dspy.data.load(): Imalongedza deta kuchokera ku chipangizo chovala.
7. langchain.chain(): Amapanga mitundu yatsopano ya AI.
8. dspy.devsecops(): Amaphatikiza zida za DevSecOps ndi mitundu ya AI.
9. langchain.llm(): Amagwiritsa ntchito chitsanzo cha AI chophunzitsidwa kale.
10. dspy.wearable(): Amaphatikiza zida zovala ndi mitundu ya AI.

**Kuwona **

Nayi chithunzithunzi cha mapaipi operekera mapulogalamu oyendetsedwa ndi AI pogwiritsa ntchito DSPy ndi LangChain:

{
  "type": "bar",
  "data": {
    "labels": ["AI Model", "DevSecOps Tool", "Wearable Chipangizo"],
    "ma dataset": [
      {
        "label": "Pipeline",
        "data": [10, 20, 30],
        "backgroundColor": "rgba(255, 99, 132, 0.2)",
        "borderColor": "rgba(255, 99, 132, 1)",
        "BorderWidth": 1
      }
    ]
  },
  "zosankha": {
    "mutu": {
      "kuwonetsa": zoona,
      "text": "Pipeline Yotumiza Mapulogalamu Oyendetsedwa ndi AI"
    },
    "miyeso": {
      "yAxes": [
        {
          "nkhupakupa": {
            "beginAtZero": zoona
          }
        }
      ]
    }
  }
}

Mawonekedwe awa akuwonetsa payipi yoperekera mapulogalamu oyendetsedwa ndi AI, ndi mtundu wa AI, chida cha DevSecOps, ndi zida zovala ngati zigawo zazikulu.

Mapeto

M'nkhaniyi, tafufuza kagwiritsidwe ntchito ka DSPy ndi LangChain kuyitanitsa mapulogalamu oyendetsedwa ndi AI, molunjika pa ma multimodal wearable sensing ndi DevSecOps. Tawonetsa momwe othandizira a AI angaphatikizidwire ndi zida za DevSecOps kuti apititse patsogolo kutumiza ndi chitetezo cha mapulogalamu. Taperekanso chitsanzo chosavuta chogwiritsa ntchito DSPy ndi LangChain kuti timve zambiri komanso kuwonera mapaipi operekera mapulogalamu oyendetsedwa ndi AI.

Ntchito Yamtsogolo

Ntchito zam'tsogolo zikuphatikizapo:

• Kuphatikiza DSPy ndi LangChain ndi machitidwe ena a AI ndi zida za DevSecOps.
• Kupanga mitundu yovuta ya AI ndi zida za DevSecOps.
• Kuwunika kugwiritsa ntchito DSPy ndi LangChain m'mafakitale ena, monga zachuma ndi zaumoyo.

Ndemanga

• [1] Zolemba za LangChain. (2023). Zolemba za LangChain.
• [2] Zolemba za DSPy. (2023). Zolemba za DSPy.
• [3] Zida Zovala. (2023). Zida Zovala.
• [4] DevSecOps. (2023). DevSecOps.

Zindikirani: Maumboni omwe aperekedwawo ndi ongopeka komanso ndi cholinga chowonetsera.