Hordhac
Isgoysyada Sirdoonka Artificial (AI), DevOps, iyo injineernimada softiweerka ayaa kor u qaaday hannaan cusub oo ku saabsan horumarinta softiweerka iyo gaarsiinta. Qalabka AI ku shaqeeya iyo qaab-dhismeedka ayaa si isa soo taraysa loo isticmaalayaa si loo toosiyo dhinacyada kala duwan ee wareegga nolosha horumarinta software, oo ay ku jiraan baaritaanka shilka iyo gaarsiinta software-ka. Maqaalkan, waxaan ku baari doonaa isticmaalka DSPy iyo LangChain ee abaabulka AI-powered DevOps, iyadoo diiradda la saarayo gaarsiinta software-ka tooska ah iyo baaritaanka dhacdada.
Asalkii hore
DevOps waa habka horumarinta software kaas oo xooga saaraya wada shaqaynta iyo xidhiidhka ka dhexeeya horumarinta iyo kooxaha hawlgalka si loo hagaajiyo xawaaraha, tayada, iyo isku halaynta bixinta software. Qalabka AI ku shaqeeya iyo qaab-dhismeedka ayaa loo istcmaalay si otomaatig ah qaybaha kala duwan ee DevOps, oo ay ku jiraan baaritaanka shilka iyo gaarsiinta software.
DSPy waa maktabad Python oo bixisa hab fudud oo hufan oo lagu dhex geliyo aaladaha ku shaqeeya AI iyo qaab-dhismeedka dhuumaha DevOps. LangChain waa maktabad Python ah oo bixisa hab fudud oo hufan oo lagu dhex geliyo aaladaha ku shaqeeya AI iyo qaabdhismeedka tubooyinka horumarinta software.
Soo gudbinta Software-ka Atoomaatiga ah ee DSPy iyo LangChain
Soo gudbinta software-ka tooska ah waa arrin muhiim ah oo ka mid ah DevOps taas oo ku lug leh otomaatiga dhismaha, tijaabinta, iyo geynta codsiyada software-ka. DSPy iyo LangChain waxaa loo isticmaali karaa in si otomaatig ah loo gaarsiiyo software iyada oo la isku xirayo qalabka ku shaqeeya AI iyo qaab-dhismeedka dhuumaha DevOps.
Waa kuwan tusaale ah sida loo isticmaalo DSPy iyo LangChain si otomaatig ah u gaarsiinta software: `` Python soo dejinta dspy laga keeno langchain LLM
Samee dhuumaha DSPy
dhuumaha = dspy. name="soo-gaarsiinta-software", tallaabooyinka=[ dspy.Step("dhis", "build-software"), dspy.Tallaabo("tijaabada", "tijaabada-software"), dspy.Tallaabo("deploy", "deploy-software") ] )
Abuur LangChain LLM
llm = LLM model_name = "code-davinci-002", max_length=1024 )
Qeex shaqada si otomaatig ah loo gaarsiiyo software
def automate_software_delivery(): # Hel xashiishka ballan-qaadka hadda gud_hash = dspy.get_commit_hash()
# Hel laanta hadda jirta
laanta = dspy.get_branch()
# Dhis software-ka
build_output = dspy.build_software (commit_hash, laan)
# Tijaabi software-ka
test_output = dspy.test_software(build_output)
# Geli software-ka
deploy_output = dspy.deploy_software(tijaabada_output)
# Soo celi wax soo saarka geynta
soo celi diritaanka_output
Samee shaqada otomaatiga ah
deployment_output = automate_software_delivery()
Daabac wax soo saarka geynta
daabac `` Koodhkan koodka ah wuxuu muujinayaa sida loo isticmaalo DSPy iyo LangChain si otomaatig ah u gaarsiinta software iyadoo la isku darayo aaladaha ku shaqeeya AI iyo qaabdhismeedka dhuumaha DevOps.
Baaritaanka Dhacdada ee DSPy iyo LangChain
Baadhitaanka shilku waa qayb muhiim ah oo ka mid ah DevOps taas oo ku lug leh falanqaynta iyo xallinta shilalka dhaca inta lagu jiro bixinta software. DSPy iyo LangChain waxaa loo isticmaali karaa in si otomaatig ah loo sameeyo baaritaanka shilka iyadoo la isku darayo qalab ku shaqeeya AI iyo qaab-dhismeedka dhuumaha DevOps.
Waa kuwan tusaale sida loo isticmaalo DSPy iyo LangChain si otomaatig ah baaritaanka dhacdada: `` Python soo dejinta dspy laga keeno langchain LLM
Samee dhuumaha DSPy
dhuumaha = dspy. magac = "baaritaan dhacdo", tallaabooyinka=[ dspy.Tallaabo dspy.Tallaabo("xali", "xali-dhac") ] )
Abuur LangChain LLM
llm = LLM model_name = "code-davinci-002", max_length=1024 )
Qeex shaqada si otomaatig ah baaritaanka dhacdada
Def automate_incident_investigation(): # Hel dhacdada hadda jirta dhacdo = dspy.get_incident()
# Falanqee dhacdada
analysis_output = dspy.analyze_incident(dhacdo)
# Xalli shilka
resolution_output = dspy.resolve_incident(analysis_output)
# Soo celi natiijada xallinta
soo celi xallinta_wax soo saarka
Samee shaqada otomaatiga ah
resolution_output = automate_incident_investigation()
Daabac natiijada xallinta
daabac(xalka `` Koodhkan koodka ah wuxuu muujinayaa sida loo isticmaalo DSPy iyo LangChain si otomaatig ah baaritaanka dhacdada iyadoo la isku darayo aaladaha ku shaqeeya AI iyo qaabdhismeedka dhuumaha DevOps.
5-10ka amar ee ugu badan ee la isticmaalo
Waa kuwan 5-10-ka amarrada ugu badan ee la isticmaalo ee DSPy iyo LangChain:
dspy.Pipeline(): Waxay abuurtaa dhuumo cusub oo DSPy ah.- `dspy.Tallaabo()': Waxay ku daraa tallaabo cusub dhuumaha DSPy.
langchain.LLM(): Wuxuu abuuraa LangChain LLM cusub.dspy.get_commit_hash(): Hesha hash-ka hadda socda.dspy.get_branch(): Helaya laanta hadda.dspy.build_software(): Waxay dhistaa software-ka.dspy.test_software(): tijaabi software-ka.dspy.deploy_software(): Geliya software-ka.dspy.analyze_cident(): Wuxuu falanqeeyaa dhacdada.dspy.xali_dhacdada(): xalliya dhacdada.
Muuqaalka
Halkan waxaa ah muuqaalka DSPy iyo LangChain socodka shaqada iyadoo la adeegsanayo Chart.js:
json { "type": "bar", "xogta": { "labels": ["Gaynta Software-ka Atoomatiga ah", "Baaritaanka Dhacdada"], "datasets": [ { "label": "DSPy", "xogta": [10, 5], "backgroundColor": ["#4CAF50", "#FF9800"] }, { "label": "LangChain", "xogta": [5, 10], "backgroundColor": ["#2196F3", "#9C27B0"] } ] }, "doorashooyinka": { "ciwaan": { "muujin": run, "text": "DSPy iyo LangChain Workflow" }, "halyeey": { "muujin": run } } }
Aragtidaani waxay muujineysaa isticmaalka DSPy iyo LangChain ee gaarsiinta software-ka tooska ah iyo baaritaanka dhacdada.
Gabagabo
Gebogebadii, DSPy iyo LangChain waxay bixiyaan hab awood leh oo hufan oo lagu dhex daro aaladaha ku shaqeeya AI iyo qaab-dhismeedka dhuumaha DevOps. Adigoo isticmaalaya DSPy iyo LangChain, ururadu waxay si otomaatig ah u samayn karaan gaarsiinta software iyo baaritaanka shilka, hagaajinta xawaaraha, tayada, iyo isku halaynta bixinta software. Xirmooyinka koodka iyo aragga ee lagu bixiyay maqaalkan ayaa muujinaya isticmaalka DSPy iyo LangChain ee gaarsiinta software-ka tooska ah iyo baaritaanka dhacdada.
Shaqada mustaqbalka
Shaqada mustaqbalka waxaa ka mid ah:
- Isku-dhafka DSPy iyo LangChain iyo qalabyada kale ee AI ku shaqeeya.
- Horumarinta sifooyinka cusub iyo shaqeynta DSPy iyo LangChain.
- Hagaajinta waxqabadka iyo miisaanka DSPy iyo LangChain.
Tixraacyo
- Dukumeentiyada DSPy: https://dspy.readthedocs.io/
- Dukumeentiyada LangChain: https://langchain.readthedocs.io/ Warqadaha Chart.js: https://www.chartjs.org/docs/latest/