Intangiriro
Mu gihe isiganwa ry’intwaro za AI ku isi rigenda ryiyongera, gukenera Amerika gufata iyambere mu iterambere rya AI byarushijeho gukomera. Igice kimwe gikomeye aho Amerika ishobora kunguka inyungu nini mugutezimbere ibikorwa remezo byigenga hifashishijwe abakozi ba AI. Muri iki kiganiro, tuzasesengura igitekerezo cyo gutunganya ibikorwa remezo byigenga, akamaro kacyo mu rwego rwo gusiganwa ku ntwaro za AI, n’uburyo StackGen, LangChain, na DSPy byakoreshwa mu gushyira mu bikorwa ibikorwa remezo biterwa na AI.
Akamaro ka Orchestre Yigenga Yigenga
Ibikorwa remezo byigenga bivuga gukoresha ikoreshwa rya AI hamwe na mashini yiga algorithms kugirango ihindure imiyoborere nogutunganya ibikorwa remezo bya IT, harimo igicu, ibibanza, hamwe nibidukikije. Ubu buryo butuma amashyirahamwe yihutira guhindura ibyifuzo byubucuruzi, kugabanya ibiciro, no kunoza imikorere rusange yibikorwa bya IT.
Mu rwego rwo gusiganwa ku ntwaro za AI, gutunganya ibikorwa remezo byigenga ni ngombwa kuko bifasha amashyirahamwe kohereza vuba no gupima sisitemu ikoreshwa na AI, ari ngombwa mu guteza imbere no gukoresha ikoranabuhanga rya AI. Muguhindura imicungire yibikorwa remezo, amashyirahamwe arashobora kubohora umutungo kugirango yibande mugutezimbere no gukoresha porogaramu za AI, zishobora kubaha inyungu zikomeye zo guhatanira.
StackGen: Urwego rwo Kwubaka Ibikorwa Remezo byigenga
StackGen nisoko rifunguye ryibanze ryibikorwa remezo byigenga bikoresha AI hamwe na mashini yiga algorithms kugirango ihindure imicungire yibikorwa remezo bya IT. Itanga ubwubatsi bunini kandi bwagutse butuma amashyirahamwe ashobora kwishyiriraho ibikorwa byinshi bitanga ibikorwa remezo, harimo igicu, ku bibuga, hamwe n’ibidukikije bivangwa.
StackGen yubatswe hejuru yububiko bwububiko bugizwe nibice byinshi, harimo:
- ** Core ya StackGen **: Iki nikintu cyibanze cyurwego rwa StackGen, rutanga imikorere yibanze yo gutangiza ibikorwa remezo.
- ** Abakozi ba StackGen **: Aba ni abakozi ba AI bashinzwe gucunga no gutunganya umutungo remezo.
- ** Abatanga StackGen **: Izi ni plugin zituma StackGen ihuza hamwe ningeri zitandukanye zitanga ibikorwa remezo.
LangChain: Urwego rwo kubaka abakozi ba AI
LangChain ni isoko ifunguye yo kubaka ibikoresho bya AI bishobora gukoreshwa na StackGen. Itanga urutonde rwibitabo nibikoresho bifasha abitezimbere kubaka abakozi ba AI bashobora gukorana nibikoresho remezo no gufata ibyemezo bishingiye kumibare na logique yubucuruzi.
LangChain yubatswe hejuru yububiko bwububiko bugizwe nibice byinshi, harimo:
- ** LangChain Core **: Iki nigice cyibanze cyurwego rwa LangChain, rutanga imikorere yibanze yo kubaka abakozi ba AI.
- ** Abakozi ba LangChain **: Izi nizo zikoreshwa na AI zishobora gukoreshwa muguhuza umutungo wibikorwa remezo no gufata ibyemezo bishingiye kumibare na logique yubucuruzi.
- ** Kwishyira hamwe kwa LangChain **: Izi ni plugin zituma LangChain ihuza hamwe ningeri zitandukanye zitanga ibikorwa remezo ninkomoko yamakuru.
DSPy: Urwego rwo kubaka imiyoboro ikoreshwa na AI
DSPy ni isoko ifunguye yo kubaka imiyoboro ikoreshwa na AI ishobora gukoreshwa na StackGen na LangChain. Itanga urutonde rwibitabo nibikoresho bifasha abitezimbere kubaka imiyoboro yamakuru ishobora kwinjiza, gutunganya, no gusesengura amakuru aturuka ahantu henshi.
DSPy yubatswe hejuru yububiko bwububiko bugizwe nibice byinshi, harimo:
- ** DSPy Core **: Iki nigice cyibanze cyurwego rwa DSPy, rutanga imikorere yibanze yo kubaka imiyoboro yamakuru. **
- ** DSPy Itunganya Data **: Izi ni plugin zifasha DSPy gutunganya no gusesengura amakuru aturutse ahantu henshi.
Gushyira mu bikorwa Ibikorwa Remezo byifashishwa na AI hamwe na StackGen, LangChain, na DSPy
Kugira ngo dushyire mu bikorwa ibikorwa remezo biterwa na AI hamwe na StackGen, LangChain, na DSPy, dukeneye gukurikiza izi ntambwe:
- ** Shyira StackGen **: Shyira StackGen kuri sisitemu yawe ukoresheje itegeko rikurikira:
bash imiyoboro ya stackgen` - ** Shyira LangChain **: Shyira LangChain kuri sisitemu yawe ukoresheje itegeko rikurikira:
bash shyiramo imiyoboro` - ** Shyira DSPy **: Shyira DSPy kuri sisitemu yawe ukoresheje itegeko rikurikira:
bash imiyoboro ya dspy` - ** Kora Idosiye Iboneza ya StackGen **: Kora dosiye iboneza ya StackGen isobanura ibikoresho remezo nababitanga ushaka kuyobora. `` python gutumiza ibicuruzwa
config = { "abatanga": [ { "izina": "aws", "ubwoko": "aws", "ibyangombwa": { "access_key": "YO_ACCESS_KEY", "ibanga_key": "YO_SECRET_KEY" } } ], "ibikoresho": [ { "izina": "my_instance", "ubwoko": "urugero", "utanga": "aws", "imitungo": { "image_id": "ami-abc123", "urugero_ubwoko": "t2.micro" } } ] }
stackgen.config (config)
` 5. python
gutumiza mu mahanga
umukozi = ururimi. Byihutirwa ( izina = "my_agent", utanga = "aws", imitungo = { "image_id": "ami-abc123", "urugero_ubwoko": "t2.micro" } )
langchain.agent (agent)
` 6. ** Kora umuyoboro wa DSPy Data **: Kora umuyoboro wa DSPy ushobora kwinjiza, gutunganya, no gusesengura amakuru aturuka ahantu henshi. python
kwinjiza dspy
umuyoboro = dspy.Umuyoboro ( izina = "my_pipeline", amakuru_amakuru = [ { "izina": "aws", "ubwoko": "aws", "ibyangombwa": { "access_key": "YO_ACCESS_KEY", "ibanga_key": "YO_SECRET_KEY" } } ], amakuru_yatunganijwe = [ { "izina": "my_processor", "ubwoko": "umutunganya", "imitungo": { "image_id": "ami-abc123", "urugero_ubwoko": "t2.micro" } } ] )
Umuyoboro (umuyoboro) `` `
Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Uduce
Dore top 5-10 zikoreshwa cyane / ibisobanuro kuri StackGen, LangChain, na DSPy:
- ** StackGen **:
stackgen.config (config)- Iri tegeko rikoreshwa mugukora dosiye yimiterere ya StackGen. - ** LangChain **:
langchain.agent (agent)- Iri tegeko rikoreshwa mugukora umukozi wa LangChain. - ** DSPy **:
dspypipeline (umuyoboro)- Iri tegeko rikoreshwa mugukora umuyoboro wa data DSPy. - ** StackGen **:
stackgen.abatanga ()- Iri tegeko rikoreshwa kugirango ubone urutonde rwabatanga kuboneka. - ** LangChain **:
langchain.abatanga ()- Iri tegeko rikoreshwa kugirango ubone urutonde rwabatanga kuboneka. - ** DSPy **:
dspy.data_sources ()- Iri tegeko rikoreshwa kugirango ubone urutonde rwamakuru yatanzwe. - ** StackGen **:
stackgen.resources ()- Iri tegeko rikoreshwa kugirango ubone urutonde rwibikoresho bihari. - ** LangChain **:
langchain.resources ()- Iri tegeko rikoreshwa kugirango ubone urutonde rwibikoresho bihari. - ** DSPy **:
dspy.data_processing ()- Iri tegeko rikoreshwa kugirango ubone urutonde rwibikoresho byo gutunganya amakuru aboneka. - ** StackGen **:
stackgen.status ()- Iri tegeko rikoreshwa kugirango ubone imiterere yurugero rwa StackGen.
Kugaragara
Hano hari amashusho yububiko bwa StackGen, LangChain, na DSPy ukoresheje Chart.js:
json { "ubwoko": "akabari", "amakuru": { "ibirango": ["StackGen", "LangChain", "DSPy"], "imibare": [ { "label": "Abatanga", "amakuru": [10, 5, 2], "backgroundColor": ["# 4CAF50", "# FF9800", "# 2196F3"] }, { "label": "Ibikoresho", "amakuru": [20, 10, 5], "backgroundColor": ["# 4CAF50", "# FF9800", "# 2196F3"] }, { "label": "Inkomoko yamakuru", "amakuru": [5, 10, 20], "backgroundColor": ["# 4CAF50", "# FF9800", "# 2196F3"] }, { "label": "Gutunganya amakuru", "amakuru": [10, 20, 30], "backgroundColor": ["# 4CAF50", "# FF9800", "# 2196F3"] } ] }, "amahitamo": { "umutwe": { "kwerekana": ukuri, "inyandiko": "StackGen, LangChain, na DSPy Architecture" }, "umugani": { "kwerekana": ukuri } } } `
Iyerekwa ryerekana umubare wabatanga, ibikoresho, inkomoko yamakuru, hamwe namacomeka yamakuru aboneka kuri buri cyiciro.
Umwanzuro
Ibikorwa remezo byigenga ni agace gakomeye aho Amerika ishobora kubona inyungu zikomeye mumarushanwa ya AI. StackGen, LangChain, na DSPy bitanga ibikoresho bikomeye byo gushyira mubikorwa ibikorwa remezo biterwa na AI. Mugukurikiza intambwe zavuzwe muriyi ngingo, abitezimbere barashobora gukora dosiye iboneza ya StackGen, gukora agent ya LangChain, no gukora umuyoboro wa DSPy. Hejuru ya 5-10 ikoreshwa cyane / ibisobanuro kuri StackGen, LangChain, na DSPy nabyo biratangwa. Hanyuma, amashusho yububiko bwa StackGen, LangChain, na DSPy yatanzwe hakoreshejwe Chart.js.