Gine-ginen AI da aka raba tare da LangChain da DSPy don Scalable Autonomy | B4N1

Gine-ginen AI da aka raba tare da LangChain da DSPy don Scalable Autonomy

3 months ago · b4n1 Read time: 6 min

Gabatarwa

Haɗin kai na Artificial Intelligence (AI), injiniyan software, da gine-gine yana haifar da sabon raƙuman tsarin rarrabawa, daidaitacce, da kuma masu cin gashin kansu. A kan gaba na wannan juyin juya halin LangChain da DSPy, fasaha na fasaha guda biyu da ke ba da damar ƙirƙirar tsarin AI mai rikitarwa tare da matakan cin gashin kai da ba a taɓa gani ba. A cikin wannan labarin, za mu bincika haɗin kai na AI, injiniyan software, da gine-gine don ƙirƙirar tsarin rarrabawa, mai daidaitawa, da tsarin cin gashin kansa ta amfani da LangChain da DSPy, tare da mayar da hankali kan aikace-aikacen ainihin duniya a cikin motocin da aka ayyana software da AI-kore DevOps workflows.

##Baya

LangChain ɗakin karatu ne na Python don gina tsarin AI na tattaunawa, yayin da DSPy ɗakin karatu ne na Python don gina tsarin da ba a san shi ba ta amfani da fasahar blockchain. Ta hanyar haɗa waɗannan fasahohin guda biyu, masu haɓakawa za su iya ƙirƙirar tsarin AI masu rikitarwa waɗanda ba kawai ƙima ba ne kuma masu cin gashin kansu amma kuma ba su da ƙarfi da tsaro.

LangChain

LangChain ɗakin karatu ne na Python wanda ke ba masu haɓaka damar gina tsarin AI na tattaunawa ta amfani da dabaru iri-iri, gami da sarrafa harshe na halitta (NLP), koyon injin (ML), da hanyoyin tushen jadawali. LangChain yana ba da kewayon kayan aiki da APIs don gina tsarin AI na tattaunawa, gami da:

  • ** Hotunan Ilimi ***: LangChain yana ba da kayan aiki da yawa don ginawa da kuma tambayar jadawali na ilimi, waɗanda ke da mahimmanci ga tsarin AI na tattaunawa. ** NLP ***: LangChain yana ba da kewayon kayan aikin NLP, gami da tokenization, tantance mahaɗan, da kuma nazarin ji. **ML ***: LangChain yana ba da kewayon kayan aikin ML, gami da rarrabuwa, koma baya, da tari.

DSPy

DSPy ɗakin karatu ne na Python don gina tsarin da ba a san shi ba ta amfani da fasahar blockchain. DSPy yana ba da kewayon kayan aiki da APIs don gina tsarin da ba a san shi ba, gami da:

  • ** Blockchain ***: DSPy yana ba da kewayon kayan aiki don yin hulɗa tare da cibiyoyin sadarwar blockchain, gami da Ethereum da Hyperledger Fabric.
  • ** Kwangiloli masu wayo ***: DSPy yana ba da kewayon kayan aiki don ginawa da ƙaddamar da kwangiloli masu wayo, waɗanda ke da mahimmanci ga tsarin rarrabawa.
  • Decentralized Storage: DSPy provides a range of tools for building decentralized storage systems, which are essential for decentralized systems.

Gine-ginen AI Mai Rarraba

Gine-ginen AI da aka rarraba ta amfani da LangChain da DSPy ya ƙunshi abubuwa masu zuwa:

  • ** Hotunan Ilimi ***: jadawali na ilimi tsari ne na jadawali wanda ke adana ilimi da alaƙa tsakanin ƙungiyoyi. A cikin tsarin gine-ginen AI da ba a san shi ba, ana amfani da jadawali na ilimin don adanawa da neman ilimin game da tsarin da muhallinsa.
  • **Tattaunawa AI ***: Ana amfani da tsarin AI na tattaunawa don yin hulɗa tare da jadawali na ilimi da ba da bayanai ga masu amfani. Tsarin AI na tattaunawa yana amfani da dabarun NLP da ML don fahimtar tambayoyin masu amfani da ba da amsa masu dacewa.
  • ** Ma'ajiyar Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙira don adana bayanai da ilmi game da tsarin da yanayinsa. Tsarukan ma'ajiya da aka raba suna da mahimmanci don haɓakar gine-ginen AI, saboda suna ba da damar adana bayanai da samun dama ga amintattu kuma a bayyane. ** Kwangiloli masu wayo ***: Ana amfani da kwangiloli masu wayo don sarrafa dabarun kasuwanci da tabbatar da cewa an adana bayanai da samun damar shiga cikin aminci da bayyane. Kwangiloli masu wayo suna da mahimmanci don tsarin gine-ginen AI da aka rarraba, saboda suna ba da damar adana bayanai da samun dama ga amintattu kuma a bayyane.

Aikace-aikacen Duniya na Gaskiya

Gine-ginen AI da aka rarraba ta amfani da LangChain da DSPy suna da kewayon aikace-aikacen ainihin duniya, gami da:

  • **Kayanan Motocin Software ***: Motocin da aka ayyana software sune motocin da ke amfani da AI da koyan injin don haɓaka aiki, aminci, da inganci. Za'a iya amfani da gine-ginen AI da aka rarraba ta amfani da LangChain da DSPy don gina ƙayyadaddun motoci na software waɗanda ba kawai masu ƙima da masu cin gashin kansu ba amma har ma da rarrabawa da tsaro.
  • ** AI-Driven DevOps Workflows ***: AI-kore DevOps workflows amfani AI da inji koyo don sarrafa sarrafa software ci gaban, gwaji, da turawa. Za a iya amfani da tsarin gine-ginen AI da aka raba ta amfani da LangChain da DSPy don gina ayyukan aiki na DevOps da ke motsa AI waɗanda ba kawai masu daidaitawa da masu cin gashin kansu ba amma har ma da daidaitawa da tsaro.

Misalin Code

Anan akwai misali mai sauƙi na lamba wanda ke nuna yadda ake amfani da LangChain da DSPy don gina gine-ginen AI da ba a san shi ba: `` Python shigo da langchain daga dspy shigo da Blockchain, SmartContract

Ƙirƙiri jadawalin ilimi

ilmi_graph = langchain.KnowledgeGraph()

Ƙirƙiri tsarin AI na tattaunawa

conversational_ai = langchain.ConversationalAI(ilimin_graph)

Ƙirƙiri tsarin ma'ajiyar da aka raba

decentralized_storage = dspy.DecentralizedStorage()

Ƙirƙiri kwangila mai wayo

smart_contract = dspy.SmartContract(decentralized_storage)

Yi amfani da tsarin AI na tattaunawa don yin hulɗa tare da jadawalin ilimin

conversational_ai.query("Yaya yanayi yake yau?")

Yi amfani da kwangilar wayo don sarrafa dabarun kasuwanci

smart_contract.execute ("Sabuntawa da hasashen yanayi")

## Manyan Dokoki 5-10 da Akafi Amfani da su/Snippets

Anan akwai manyan umarni 5-10 da aka fi amfani da su/snippets don LangChain da DSPy:

* **langchain.KnowledgeGraph()**: Yana ƙirƙira jadawali ilimi.
* ** langchain.ConversationalAI()**: Yana ƙirƙirar tsarin AI na tattaunawa.
* ** dspy.DecentralizedStorage()**: Yana ƙirƙira tsarin ma'ajiyar da aka raba.
* ** dspy.SmartContract()**: Ƙirƙirar kwangila mai wayo.
* ** langchain.query()**: Yana amfani da tsarin AI na tattaunawa don yin hulɗa tare da jadawalin ilimin.
** dspy.execute()**: Yana amfani da kwangilar wayo don sarrafa dabarun kasuwanci.
* **langchain.tokenize()**: Alamar rubutu ta amfani da dabarun NLP.
* ** langchain.entity_recognition()**: Yana aiwatar da tantance mahalli ta amfani da dabarun NLP.
* **dspy.blockchain_interact()**: Yana mu'amala da hanyar sadarwar blockchain.
* ** dspy.smart_contract_deploy()**: Yana tura kwangilar wayo.

## Kallon gani

Anan ga hangen nesa na gine-ginen AI da aka rarraba ta amfani da LangChain da DSPy:
``` jadawalin
{
  "type": "pieChart",
  "data": {
    "labels": ["Knowledge Graph", "Conversational AI", "Ma'ajiyar Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙarƙashin Ƙaƙwalwar Ƙaƙwalwar Ƙaƙwalwar Ƙaƙwalwa"],
    "datasets": [
      {
        "label": "Components",
        "bayanai": [30, 20, 20, 30],
        "BackgroundLauni": [
          "rgba (255, 99, 132, 0.2)",
          "rgba (54, 162, 235, 0.2)",
          "rgba (255, 206, 86, 0.2)",
          "rgba (75, 192, 192, 0.2)"
        ],
        "Launi Border": [
          "rgba (255, 99, 132, 1)",
          "rgba (54, 162, 235, 1)",
          "rgba (255, 206, 86, 1)",
          "rgba (75, 192, 192, 1)"
        ],
        "BorderWidth": 1
      }
    ]
  },
  "zabuka": {}
}

Kammalawa

Gine-ginen AI da aka rarraba ta hanyar amfani da LangChain da DSPy suna da yuwuwar sauya yadda muke ginawa da hulɗa tare da tsarin AI. Ta hanyar haɗa ƙarfin ikon LangChain na AI na tattaunawa tare da ma'ajin ajiya na DSPy da kuma damar kwangilar wayo, masu haɓakawa na iya ƙirƙirar tsarin AI mai rikitarwa waɗanda ba kawai ƙima ba ne kuma masu cin gashin kansu amma har ma da rarrabawa da tsaro. Tare da karuwar buƙatun motocin da aka ayyana software da ayyukan aiki na DevOps da AI ke motsawa, ƙayyadaddun gine-ginen AI ta amfani da LangChain da DSPy sun shirya don taka muhimmiyar rawa wajen tsara makomar ci gaban AI.

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