Kwegereza abaturage imyubakire yo guteza imbere software ikoreshwa na AI: Ubuyobozi bwa tekinike kuri Orchestre hamwe na DSPy na LangChain | B4N1

Kwegereza abaturage imyubakire yo guteza imbere software ikoreshwa na AI: Ubuyobozi bwa tekinike kuri Orchestre hamwe na DSPy na LangChain

3 months ago · b4n1 Tiempo de lectura: 4 min

Intangiriro

Isangano rya AI, ubwubatsi bwa software, hamwe nubwubatsi byatumye habaho paradizo nshya mugutezimbere software: Iterambere rya software. Ubu buryo bukoresha uburyo bwo kwiga imashini nubwenge bwubuhanga kugirango uhindure ibintu bitandukanye byubuzima bwa software, kuva kuri code kugeza kugerageza no kohereza. Ariko, mugihe iterambere rya software ikoreshwa na AI rigenda ryigaragaza, hakenewe ubwubatsi bwegerejwe abaturage hamwe nibikoresho bya orchestre. Muri iki kiganiro, tuzasesengura igitekerezo cyo kwegereza ubuyobozi abaturage ubwubatsi bugamije iterambere rya software kandi tunatanga ubuyobozi bwa tekiniki bwo gukoresha DSPy na LangChain muri orchestre.

Kwegereza abaturage imyubakire yo guteza imbere software ikoreshwa na AI

Kwegereza abaturage ubuyobozi bivuga igishushanyo mbonera cya sisitemu aho ibice bigabanywa kuri node cyangwa imashini nyinshi, aho kuba kuri seriveri imwe. Ubu buryo butanga inyungu nyinshi, harimo:

**

  • ** Kongera kwihanganira amakosa **: Niba node imwe yananiwe, sisitemu irashobora gukomeza gukora nta nkomyi, kuko izindi node zishobora gufata inshingano zazo. **

Mu rwego rwo guteza imbere porogaramu ya AI, kwegereza ubuyobozi abaturage ni ngombwa kubera impamvu nyinshi:

  • ** Iterambere ryihuse **: Ubwubatsi bwegerejwe abaturage bufasha abitezimbere gukora kubice bitandukanye bya sisitemu icyarimwe, bikagabanya igihe rusange cyiterambere.
  • ** Ubufatanye bunoze **: Ubwubatsi bwegerejwe abaturage bworohereza ubufatanye hagati yabateza imbere, kuko buri kintu gishobora gukorerwa mu bwigenge bitagize ingaruka kuri sisitemu yose. **

Orchestre hamwe na DSPy na LangChain

Orchestre bivuga inzira yo gucunga no guhuza imikoranire hagati yibice bitandukanye bya sisitemu. Mu rwego rwo guteza imbere porogaramu ikoreshwa na AI, orchestre ni ngombwa mu kwemeza ko imiterere ya AI hamwe nibindi bice bikorana nta nkomyi.

DSPy na LangChain nibikoresho bibiri bizwi cyane bya orchestre bishobora gukoreshwa muguhindura abaturage ubwubatsi mugutezimbere software ikoreshwa na AI. Ibikoresho byombi bitanga urutonde rwibintu, harimo:

  • ** Imicungire yicyitegererezo **: DSPy na LangChain ifasha abitezimbere gucunga no gukoresha moderi ya AI mubice byinshi cyangwa imashini.
  • ** Workflow automatisation **: Ibikoresho byombi bitanga urutonde rwibintu byikora, harimo gahunda yakazi, gutunganya amakuru, hamwe namahugurwa yicyitegererezo. **

DSPy

DSPy nigikoresho cya orchestre ya Python itanga urutonde rwibintu bitandukanye byo gucunga no gukoresha imiterere ya AI. Bimwe mubyingenzi byingenzi biranga DSPy harimo:

**

  • ** Workflow automatisation **: DSPy itanga urutonde rwibintu byikora, harimo gahunda yakazi, gutunganya amakuru, hamwe namahugurwa yicyitegererezo. **

Dore urugero rwuburyo bwo gukoresha DSPy kugirango ukoreshe moderi ya AI: `` python kwinjiza dspy

Kora urugero rushya rwa DSPy

dspy_instance = dspy.DSPy ()

Sobanura icyitegererezo cya AI cyohereza

icyitegererezo = dspy.Model ( izina = "my_model", andika = "tensorflow", verisiyo = "1.0" )

Kohereza icyitegererezo cya AI

dspy_instance.deploy_model (icyitegererezo)

Kurikirana icyitegererezo cya AI

dspy_instance.monitor_model (icyitegererezo) `` `

Ururimi

LangChain nigikoresho cya orchestre ishingiye kuri Rust itanga ibintu bitandukanye byo gucunga no gukoresha imiterere ya AI. Bimwe mubyingenzi byingenzi biranga LangChain harimo:

**

  • ** Automatic automation **: LangChain itanga urutonde rwibintu byikora, harimo gahunda yakazi, gutunganya amakuru, hamwe namahugurwa yicyitegererezo. **

Dore urugero rwuburyo bwo gukoresha LangChain kugirango ukoreshe moderi ya AI: `` ingese koresha langchain :: {Icyitegererezo, Kohereza};

// Kora urugero rushya rwa LangChain reka langchain_instance = langchain :: LangChain :: shyashya ();

// Sobanura icyitegererezo cya AI cyohereza reka icyitegererezo = Icyitegererezo :: gishya ( izina: "my_model", ubwoko: "tensorflow", verisiyo: "1.0" );

// Kohereza icyitegererezo cya AI reka kohereza = Kohereza :: shyashya (icyitegererezo); langchain_instance.deploy (kohereza);

// Kurikirana icyitegererezo cya AI langchain_instance.monitor (gahunda); `` `

Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Uduce

Dore top 5-10 zikoreshwa cyane / ibisobanuro kuri DSPy na LangChain:

DSPy

  • dspy_instance.deploy_model (icyitegererezo): Kohereza moderi ya AI kuri node cyangwa imashini yihariye.
  • dspy_instance.monitor_model (icyitegererezo): Ikurikirana imikorere ya moderi ya AI mugihe nyacyo.
  • `dspy_instance.
  • dspy_instance.update_model (icyitegererezo): Ivugurura moderi ya AI hamwe namakuru mashya cyangwa iboneza.
  • dspy_instance.delete_model (icyitegererezo): Gusiba moderi ya AI muri sisitemu.

Ururimi

  • langchain_instance.deploy (deployment): Kohereza moderi ya AI kuri node cyangwa imashini yihariye.
  • langchain_instance.monitor (kohereza): Ikurikirana imikorere ya moderi ya AI mugihe nyacyo.
  • `langchain_instance.
  • langchain_instance.update_deployment (deployment): Ivugurura moderi ya AI hamwe namakuru mashya cyangwa iboneza.
  • langchain_instance.delete_deployment (kohereza): Gusiba icyitegererezo cya AI muri sisitemu.

Kugaragara

Hano hari amashusho yuburyo bwo kwegereza ubuyobozi abaturage ibikorwa bya AI biterwa na software ukoresheje DSPy na LangChain: imbonerahamwe { "ubwoko": "pieChart", "amakuru": { "ibirango": ["DSPy", "LangChain"], "imibare": [ { "label": "Kohereza Icyitegererezo", "amakuru": [50, 50], "backgroundColor": ["# FF6384", "# 36A2EB"], "hoverBackgroundColor": ["# FF6384", "# 36A2EB"] }, { "label": "Automatic Automatic", "amakuru": [40, 60], "backgroundColor": ["# FF6384", "# 36A2EB"], "hoverBackgroundColor": ["# FF6384", "# 36A2EB"] }, { "label": "Gukurikirana-Igihe nyacyo", "amakuru": [30, 70], "backgroundColor": ["# FF6384", "# 36A2EB"], "hoverBackgroundColor": ["# FF6384", "# 36A2EB"] } ] }, "amahitamo": {} } ` Iyi visualisation yerekana ikwirakwizwa ryibintu hagati ya DSPy na LangChain, hamwe na DSPy ikora icyitegererezo cyoherejwe hamwe na LangChain ikora akazi ko gutangiza no kugenzura igihe.

Umwanzuro

Kwegereza abaturage imyubakire yo guteza imbere software ikoreshwa na AI ningirakamaro mugutezimbere ubunini, kwihanganira amakosa, numutekano. Ibikoresho bya Orchestre nka DSPy na LangChain birashobora gufasha abitezimbere gucunga no guhuza imikoranire hagati yibice bitandukanye bya sisitemu, byemeza ubufatanye no guhanga udushya. Ukoresheje DSPy na LangChain, abitezimbere barashobora gukora uburyo bunoze kandi bunoze bwa AI buterwa na software ikora neza, biganisha ku iterambere ryihuse, ubufatanye bunoze, no guhanga udushya.

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