Tsegulani mtundu wa LLM | B4N1

Tsegulani mtundu wa LLM

3 months ago · b4n1 Read time: 4 min

Kukhazikitsa Nyimbo Zachinenedwe Chachikulu (LLM) Orchestration ndi LangChain ndi DSPy ya DevOps Automation

Chiyambi

Kukwera kwa Large Language Models (LLMs) kwasintha gawo lakusintha zilankhulo zachilengedwe, kupangitsa makina kuti amvetsetse, kupanga, ndi kulumikizana ndi chilankhulo cha anthu m'njira zomwe sizinachitikepo. Pomwe kufunikira kwa ma automation mu DevOps kukukulirakulira, kuthekera kwa ma LLM pakuwongolera ntchito, kukonza bwino, komanso kuchepetsa zolakwika kwawonekera kwambiri. M'nkhaniyi, tiwona kukhazikitsidwa kwaukadaulo kwa LangChain ndi DSPy pazantchito zodzipangira mu DevOps workflows, kukambirana zaubwino ndi zovuta zophatikizira ma LLM ku DevOps, ndikupereka zitsanzo zothandiza ndi ma code snippets kuti muyambe.

Kuwunika Kuthekera kwa ma LLM mu DevOps Automation

Ma LLM ali ndi mwayi wopanga ntchito zingapo mu DevOps, kuphatikiza:

  • Kupanga ma code: Ma LLM amatha kupanga timawu tating'onoting'ono, ntchito zonse, kapena mapulogalamu onse kutengera zomwe mukufuna, ndi ma codebase omwe alipo.
  • Zolemba: Ma LLM amatha kupanga zolemba zapamwamba kwambiri, kuphatikiza zolemba za ogwiritsa ntchito, zolemba za API, ndi malangizo aukadaulo.
  • Kuthetsa mavuto: Ma LLM amatha kusanthula zipika, kukonza zolakwika, ndi kuzindikira zovuta, kuchepetsa nthawi ndi khama lofunikira kuti athetse mavuto.
  • Kuyesa: Ma LLM amatha kupanga mayeso, kutengera kuyanjana kwa ogwiritsa ntchito, ndikuzindikira zovuta zomwe zingachitike code isanatumizidwe.
  • Kulankhulana: Ma LLM amatha kuthandizira kulumikizana pakati pa magulu, okhudzidwa, ndi makasitomala, kukonza mgwirizano ndikuchepetsa kusamvana.

Kukhazikitsa Mwaukadaulo ndi LangChain ndi DSPy

LangChain ndi DSPy ndi njira ziwiri zodziwika bwino zomangira mapulogalamu a LLM. LangChain imapereka API yapamwamba yolumikizana ndi LLMs, pamene DSPy imapereka mawonekedwe otsika kwambiri kuti azilamulira bwino.

LangChain

LangChain ndi laibulale ya Python yomwe imapereka API yosavuta, yodziwika bwino yolumikizana ndi ma LLM. Imathandizira ma LLM osiyanasiyana, kuphatikiza mitundu yotchuka ngati BERT, RoBERTa, ndi XLNet.

Chitsanzo Code: Kugwiritsa LangChain Kupanga Code

import langchain


model = langchain.load_model("bert-base-uncased")

# Fotokozani mayendedwe opangira ma code
mwachangu = "Lembani ntchito ya Python kuti muwerenge kuchuluka kwa manambala awiri"

# Pangani code
kodi = model.generate(prompt)

sindikiza (kodi)

Snippet ya code iyi imagwiritsa ntchito LangChain kuyika chitsanzo cha BERT-base-uncased ndikupanga ntchito ya Python kuti iwerengere kuchuluka kwa manambala awiri potengera zomwe zaperekedwa.

DSPy

DSPy ndi laibulale ya Go yomwe imapereka mawonekedwe otsika olumikizirana ndi ma LLM. Imathandizira ma LLM osiyanasiyana, kuphatikiza mitundu yotchuka ngati BERT, RoBERTa, ndi XLNet.

**Chitsanzo Code: Kugwiritsa ntchito DSPy Kupanga Zolemba **

phukusi lalikulu

itanitsa (
	"fmt"
	"chipika"

	"github.com/dspys/dspys-go"
)

ntchito yaikulu () {
	// Kwezani mtundu wa LLM
	model, err := dspys.LoadModel("bert-base-uncased")
	ngati cholakwika!= palibe {
		log.Fatal(zolakwika)
	}

	// Tanthauzirani mwachangu zolembedwa
	prompt := "Lembani buku la ogwiritsa ntchito chatsopano"

	// Pangani zolembazo
	doc := model.Generate(mofulumira)

	fmt.Println(doc)
}

Kachidutswa kakang'ono kameneka kamagwiritsa ntchito DSPy kutsitsa mtundu wa BERT-base-uncased ndikupanga buku la ogwiritsa ntchito pazatsopano potengera zomwe zaperekedwa.

Ubwino ndi Zovuta Zophatikiza ma LLM mu DevOps

Kuphatikiza ma LLM mumayendedwe a DevOps kumapereka maubwino angapo, kuphatikiza:

  • **Kuchita bwino **: Ma LLM amatha kupanga ntchito zobwerezabwereza, kumasula opanga kuti aziyang'ana kwambiri ntchito zapamwamba.
  • Kulondola kowonjezedwa: Ma LLM amatha kuchepetsa zolakwika ndikuwongolera zolondola posanthula zipika, khodi yochotsa zolakwika, ndi kuzindikira zovuta.
  • **Kuchulukitsa zokolola **: Ma LLM amatha kupanga ma code, zolemba, ndi mayeso, kuchepetsa nthawi ndi khama lofunikira kuti amalize ntchito.

Komabe, kuphatikiza ma LLM mumayendedwe a DevOps kumakhalanso ndi zovuta zingapo, kuphatikiza:

  • Mtengo: Ma LLM amafunikira zida zowerengera ndipo amatha kukhala okwera mtengo pophunzitsa ndi kukonza.
  • **Kuvuta **: Ma LLM amatha kukhala ovuta kuwaphatikiza mumayendedwe omwe alipo kale ndipo angafunike ukadaulo wofunikira kuti akwaniritse.
  • Kukondera: Ma LLM atha kupititsa patsogolo kukondera ndi zolakwika zomwe zikupezeka muzolemba zamaphunziro, zomwe zimafuna kuunika mozama ndi kuyesa.

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

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

| | Command/Snippet | Kufotokozera | | | --- | --- | | | langchain.load_model("bert-base-uncased") | Kwezani mtundu wa BERT-base-uncased | | | model.generate(mofulumira) | Pangani code kapena zolembedwa potengera zomwe mwapatsidwa | | | dspys.LoadModel("bert-base-uncased") | Kwezani mtundu wa BERT-base-uncased | | | chitsanzo.Pangani(mwachangu) | Pangani code kapena zolembedwa potengera zomwe mwapatsidwa | | | langchain.load_model("roberta-base") | Kwezani mtundu wa RoBERTa-base | | | model.generate(mofulumira) | Pangani code kapena zolembedwa potengera zomwe mwapatsidwa | | | dspys.LoadModel("roberta-base") | Kwezani mtundu wa RoBERTa-base | | | chitsanzo.Pangani(mwachangu) | Pangani code kapena zolembedwa potengera zomwe mwapatsidwa | | | langchain.load_model("xlnet-base-uncased") | Kwezani mtundu wa XLNet-base-uncased | | | model.generate(mofulumira) | Pangani code kapena zolembedwa potengera zomwe mwapatsidwa |

**Kuwona **

Nayi chithunzithunzi cha zabwino ndi zovuta zophatikizira ma LLM mumayendedwe a DevOps:

{
  "type": "chitumbuwa",
  "data": {
    "labels": ["Mapindu", "Challenges"],
    "ma dataset": [
      {
        "label": "Zabwino",
        "data": [60, 40],
        "backgroundColor": ["#4CAF50", "#FF9800"]
      },
      {
        "label": "Zovuta",
        "data": [40, 60],
        "backgroundColor": ["#FF9800", "#4CAF50"]
      }
    ]
  },
  "zosankha": {
    "mutu": {
      "kuwonetsa": zoona,
      "text": "Ubwino ndi Zovuta Zophatikiza ma LLM ku DevOps"
    },
    "nthano": {
      "chiwonetsero": zoona
    }
  }
}

Kuwoneka uku kukuwonetsa kufunikira kwa phindu ndi zovuta zophatikizira ma LLM mumayendedwe a DevOps.

Mapeto

Pomaliza, ma LLM ali ndi kuthekera kosintha magawo a DevOps automation, kupangitsa makina kuti amvetsetse, kupanga, ndi kulumikizana ndi zilankhulo za anthu m'njira zomwe sizinachitikepo. LangChain ndi DSPy ndi njira ziwiri zodziwika bwino zomangira mapulogalamu ozikidwa pa LLM, opereka maubwino ndi zovuta zosiyanasiyana. Pomvetsetsa kukhazikitsidwa kwaukadaulo, zopindulitsa, ndi zovuta zophatikizira ma LLM mumayendedwe a DevOps, omanga amatha kutsegula zida zonse zamphamvuzi ndikuwongolera magwiridwe antchito, kulondola, ndi zokolola zamayendedwe awo.

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