Okwu mmalite
Njikọ nke generative AI n'ime pipeline DevOps nwere ikike ịgbanwe ka esi emepụta, nwale na nyefee software. Site n'ịkwalite ikike nke AI, ndị otu DevOps nwere ike ịmegharị ọrụ ugboro ugboro, melite ogo ngwanrọ, yana ịbawanye arụmọrụ nnyefe. N'isiokwu a, anyị ga-enyocha otú ngwá ọrụ AI na-emepụta nwere ike isi welie omume DevOps, na-elekwasị anya na orchestration na DSPy na LangChain.
Gịnị bụ Generative AI?
Generative AI na-ezo aka n'ụdị AI nke nwere ike iwepụta ọdịnaya ọhụrụ, nke mbụ, dị ka ederede, onyonyo, ma ọ bụ egwu. Nke a dị iche na AI ọdịnala, nke a na-ejikarị arụ ọrụ dị ka nhazi ọkwa, nlọghachi azụ, ma ọ bụ nchịkọta. Generative AI nwere ọtụtụ ngwa ngwa, gụnyere:
** Ọgbọ ederede ***: na-emepụta ederede dabere na ngwa ngwa ma ọ bụ ntinye ** Ọgbọ onyonyo ***: na-ewepụta onyonyo dabere na ngwa ngwa ma ọ bụ ntinye ** Ọgbọ egwu ***: imepụta egwu dabere na ngwa ngwa ma ọ bụ ntinye
Uru nke ijikọ Generative AI n'ime pipeline DevOps
Ijikọta AI na-emepụta ihe na pipeline DevOps nwere ike iweta ọtụtụ uru, gụnyere:
** Nnwale akpaghị aka ***: enwere ike iji AI nke na-emepụta ihe mepụta ikpe nnwale yana nnwale akpaaka ** Akwụkwọ akpaaka ***: Enwere ike iji AI nke na-emepụta ihe mepụta akwụkwọ, dị ka akwụkwọ ntuziaka onye ọrụ ma ọ bụ akwụkwọ API. ** Ọgbọ koodu akpaaka ***: enwere ike iji AI na-emepụta koodu, dị ka koodu mmiri ọkụ ma ọ bụ koodu maka ọrụ ụfọdụ. ** Ọdịmma sọftụwia emelitere ***: enwere ike iji generative AI iji chọpụta ma dozie ahụhụ, yana ịkwalite ogo koodu. ** Ịbawanye arụmọrụ nnyefe ***: enwere ike iji AI nke na-emepụta ihe rụọ ọrụ ugboro ugboro, na-ahapụ ndị mmepe ka ha lekwasị anya na ọrụ dị elu.
Orchestration na DSPy na LangChain
DSPy na LangChain bụ usoro abụọ ewu ewu maka iwulite na ibuga ụdị AI. Enwere ike iji ha hazie njikọ nke generative AI n'ime pipeline DevOps.
DSPy
DSPy bụ usoro Python maka iwulite na ibuga ụdị AI. Ọ na-enye API dị mfe ma nwee nghọta maka iwu ụlọ na ụdị ọzụzụ, yana ibuga ha na mmepụta.
"Python mbubata dspy
Mepụta ụdị ọhụrụ
ụdị = dspy.Model()
Kọwaa ụkpụrụ ụkpụrụ ụlọ
model.add_layer(dspy.Dense(64, activation='relu')) model.add_layer(dspy.Dense(32, activation='relu')) model.add_layer(dspy.Dense(10, activation='softmax'))
Chịkọta ihe nlereanya
model.compile(njikarịcha ='adam', ọnwụ='categorical_crossentropy', metrics=['nkenke']))
Zụlite ihe nlereanya
model.fit (X_train, y_train, epochs=10, batch_size=128) ``
LangChain
LangChain bụ usoro Python maka iwulite na ibuga ụdị AI. Ọ na-enye API dị mfe ma nwee nghọta maka iwu ụlọ na ụdị ọzụzụ, yana ibuga ha na mmepụta.
"Python mbubata langchain
Mepụta ụdị ọhụrụ
nlereanya = langchain.Model()
Kọwaa ụkpụrụ ụkpụrụ ụlọ
model.add_layer(langchain.Dense(64, activation='relu')) model.add_layer(langchain.Dense(32, activation='relu')) model.add_layer(langchain.Dense(10, activation='softmax'))
Chịkọta ihe nlereanya
model.compile(njikarịcha ='adam', ọnwụ='categorical_crossentropy', metrics=['nkenke']))
Zụlite ihe nlereanya
model.fit (X_train, y_train, epochs=10, batch_size=128) ``
Top 5-10 Iwu/Snippets kacha eji
Nke a bụ iwu/snippets 5-10 kacha eji eme ihe maka DSPy na LangChain:
DSPy
dspy.Model(): na-emepụta ụdị ọhụrụmodel.add_layer(dspy.Dense()): na-agbakwụnye oyi akwa ọhụrụ na ihe nlereanya- `model.compile()': na-achịkọta ihe nlereanya
model.fit(): na-azụ ihe nlereanyamodel.predict(): jiri ihe nlereanya na-ebu amụma
LangChain
langchain.Model(): na-emepụta ụdị ọhụrụmodel.add_layer(langchain.Dense()): na-agbakwunye akwa ọhụrụ na ụdị- `model.compile()': na-achịkọta ihe nlereanya
model.fit(): na-azụ ihe nlereanyamodel.predict(): jiri ihe nlereanya na-ebu amụma
Nlere anya
Nke a bụ nleba anya nke uru dị na ijikọ generative AI na pipeline DevOps:
chaatị { "ụdị": "ogwe", "data": { "labels": ["Nnwale akpaaka", "Akwụkwọ akpaaka", "Ọgbọ koodu akpaaka", "Ọdịmma ngwanrọ emelitere", "Mbawanye arụmọrụ nnyefe"], "datasets": [ { "label": "Uru nke Generative AI", "data": [10, 8, 12, 15, 18], "backgroundColor": "rgba(255, 99, 132, 0.2)", "BorderColor": "rgba(255, 99, 132, 1)", "BorderWiidth": 1 } ] }, "Nhọrọ": { " aha": { "ngosi": eziokwu, "ederede": "Uru nke ijikọ Generative AI n'ime pipeline DevOps" }, "ọnụego": { "yAxes": [ { "akara aka": { "beginAtZero": eziokwu } } ] } } }
Mmechi
Ịmekọrịta AI na-emepụta ihe n'ime pipeline DevOps nwere ikike ịgbanwe ka esi emepụta, nwale na nyefee software. Site n'ịkwalite ikike nke AI, ndị otu DevOps nwere ike ịmegharị ọrụ ugboro ugboro, melite ogo ngwanrọ, yana ịbawanye arụmọrụ nnyefe. N'isiokwu a, anyị nyochara otú ngwaọrụ AI na-emepụta nwere ike isi welie omume DevOps, na-elekwasị anya na orchestration na DSPy na LangChain. Anyị nyekwara ntụzịaka bara uru maka nnyefe sọftụwia akpaghị aka, gụnyere ọmụmaatụ koodu yana nhụta uru dị n'ijikọ AI na-emepụta n'ime pipeline DevOps.