Intangiriro
Iyemezwa ryihuse ryubwenge bwa AI (AI) mugutezimbere software byatumye habaho impinduka zikomeye muburyo bwo gutegura, kubaka, no kubungabunga sisitemu ya software. Mugihe AI igenda yinjizwa mubikorwa bya software, hakenewe gahunda nziza kandi nziza ya sisitemu ikoreshwa na AI. Muri iki kiganiro, tuzasesengura ihuriro rya AI, injeniyeri ya software, na DevOps, hibandwa cyane cyane ku gukoresha LangChain na DSPy mu gutangiza isesengura ry’impamvu no kunoza imyumvire ya sisitemu.
Izamuka rya sisitemu ya software ikoreshwa na AI
AI yahinduye imiterere yiterambere rya software, ifasha abitezimbere kubaka sisitemu igoye kandi yubwenge. Nyamara, uku kwiyongera kugoye kwanateje ibibazo bishya, nka:
- ** Gusesengura imizi **: Kumenya impamvu nyamukuru itera ibibazo muri sisitemu ikoreshwa na AI birashobora kugorana, cyane cyane mugihe ukorana nuburyo bugoye bwo kwiga imashini.
- ** Gusobanukirwa na sisitemu ya software **: Mugihe AI igenda yinjizwa muri sisitemu ya software, birashobora kuba ingorabahizi kumva uburyo ibice bitandukanye bikorana kandi bigira ingaruka kuri mugenzi we.
- ** Automatisation ya DevOps **: Gutangiza gahunda, kugenzura, no gufata neza sisitemu ikoreshwa na AI bisaba ibikoresho nubuhanga.
LangChain: Urwego rwa sisitemu ya software ikoreshwa na AI
LangChain ni isoko ifunguye yo kubaka sisitemu ya software ikoreshwa na AI. Itanga urutonde rwibikoresho namasomero yo kubaka, kohereza, no gucunga imiterere ya AI, kimwe no kubihuza nibindi bikoresho bya software. LangChain yashizweho kugirango byoroshye kubaka no kubungabunga sisitemu igoye ikoreshwa na AI, mugihe nayo itanga urwego rwo hejuru rwo guhinduka no kwihindura.
Ibyingenzi byingenzi bya LangChain
- ** Gucunga icyitegererezo **: LangChain itanga urutonde rwibikoresho byo gucunga imiterere ya AI, harimo kohereza icyitegererezo, kugenzura, no kubungabunga.
- ** Kwishyira hamwe **: LangChain yemerera abitezimbere guhuza imiterere ya AI nibindi bikoresho bya software, nka data base, APIs, hamwe numurongo wubutumwa.
- ** Automation **: LangChain itanga urutonde rwibikoresho byikora kugirango bikore imirimo, nko gutunganya amakuru, amahugurwa yicyitegererezo, no kohereza.
DSPy: Urwego rwo Kwikora Automation
DSPy nisoko ifunguye-isoko ya devOps yikora. Itanga urutonde rwibikoresho namasomero yo gutangiza gahunda, kugenzura, no gufata neza sisitemu ya software. DSPy yashizweho kugirango byorohereze gukora imirimo igoye, mugihe nayo itanga urwego rwo hejuru rwo guhinduka no kwihindura.
Ibyingenzi byingenzi bya DSPy
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- ** Gukurikirana no kwandikisha **: DSPy itanga urutonde rwibikoresho byo gukurikirana no kwinjiza sisitemu ya software, harimo gukusanya ibipimo, kwinjiza, no kumenyesha.
- ** Automation **: DSPy itanga urutonde rwibikoresho byikora kugirango bikore imirimo, nko gutunganya amakuru, amahugurwa yicyitegererezo, no kohereza.
Gutegura Sisitemu ya software ikoreshwa na LangChain na DSPy
Kugirango utegure sisitemu ya software ikoreshwa na LangChain na DSPy, dukeneye guhuza ibice bibiri. Ibi birashobora gukorwa ukoresheje LangChain API kugirango ucunge imiterere ya AI, na DSPy API kugirango uhindure ibikorwa byoherejwe, gukurikirana, no kubungabunga.
Kode y'urugero
Dore urugero rwerekana kode yerekana uburyo wakoresha LangChain na DSPy kugirango uhindure isesengura ryibitera no kunoza imyumvire ya sisitemu: `` python gutumiza mu mahanga kuva dspy itumiza hanze, ikurikirane
Kora icyitegererezo cya LangChain
icyitegererezo = indimi.Model ( izina = "my_model", andika = "inyandiko_yerekana", config = { "icyitegererezo_izina": "bert-ishingiro-ridafite ishingiro", "max_uburebure": 512, "num_labels": 2, }, )
Kohereza icyitegererezo ukoresheje DSPy
ohereza.deploy_model (icyitegererezo)
Kurikirana icyitegererezo ukoresheje DSPy
gukurikirana.monitor_model (icyitegererezo)
Hindura imizi yisesengura ukoresheje LangChain
def gusesengura_ikibazo (ikibazo): # Koresha LangChain kugirango usesengure ikibazo isesengura = ururimi.isesengura_ikibazo (ikibazo) gusesengura
Kora sisitemu yo gusobanukirwa ukoresheje LangChain
def gusobanukirwa_imikorere (sisitemu): # Koresha LangChain kugirango wumve sisitemu gusobanukirwa = ururimi.kumva_imikorere (sisitemu) garuka gusobanukirwa `` `
Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Uduce
Hano haribintu 5-10 byambere bikoreshwa cyane / ibisobanuro kuri LangChain na DSPy:
Ururimi
.
langchain.analyze_issue (ikibazo): Gisesengura ikibazo ukoresheje LangChain.langchain.sobanukirwa_imikorere (sisitemu): Sobanukirwa na sisitemu ya software ukoresheje LangChain.langchain.deploy_model (icyitegererezo): Kohereza moderi ya LangChain ukoresheje DSPy.langchain.monitor_model (icyitegererezo): Kurikirana moderi ya LangChain ukoresheje DSPy.
DSPy
dspy.deploy.deploy_model (icyitegererezo): Kohereza sisitemu ya software ukoresheje DSPy.dspy.monitor.monitor_model (icyitegererezo): Kurikirana sisitemu ya software ukoresheje DSPy.dspy.automation.automate_task (umurimo): Hindura umurimo ukoresheje DSPy.dspy.config.config_system (sisitemu): Hindura sisitemu ya software ukoresheje DSPy.dspy.log.log_event (ibyabaye): Andika ibyabaye ukoresheje DSPy.
Kugaragara
Hano hari amashusho yububiko bwa LangChain na DSPy ukoresheje Chart.js:
json { "ubwoko": "akabari", "amakuru": { "ibirango": ["LangChain", "DSPy"], "imibare": [ { "label": "Ubuyobozi bw'icyitegererezo", "amakuru": [10, 5], "backgroundColor": ["rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)"] }, { "label": "Kwishyira hamwe", "amakuru": [8, 6], "backgroundColor": ["rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)"] }, { "label": "Automation", "amakuru": [12, 9], "backgroundColor": ["rgba (255, 99, 132, 0.2)", "rgba (54, 162, 235, 0.2)"] } ] }, "amahitamo": { "umutwe": { "kwerekana": ukuri, "inyandiko": "LangChain na DSPy Ubwubatsi" }, "umunzani": { "yAxes": [ { "amatiku": { "gutangiraAtZero": ukuri } } ] } } } `
Iyi visualisation yerekana ibice bitandukanye byububiko bwa LangChain na DSPy, harimo gucunga icyitegererezo, kwishyira hamwe, no kwikora.
Umwanzuro
Muri iki kiganiro, twasuzumye ihuriro rya AI, ubwubatsi bwa software, na DevOps, twibanze cyane ku gukoresha LangChain na DSPy mu gutangiza isesengura ry’ibitera no kunoza imyumvire ya sisitemu. Twatanze kandi urugero rurambuye rwuburyo bwo gukoresha LangChain na DSPy mugutegura sisitemu ya software ikoreshwa na AI, ndetse no kwerekana amashusho yububiko bwa LangChain na DSPy. Ukoresheje LangChain na DSPy, abitezimbere barashobora kubaka sisitemu ikora neza kandi ikora neza ya software ikoreshwa na AI, mugihe banatezimbere imyumvire yabo ya sisitemu igoye.