Folasaga
O le faagasologa o le atinaʻeina o polokalama ua faʻateleina le lavelave, ma le tele o paaga, galuega, ma tekinolosi e aofia ai. O se taunuuga, o loʻo feagai le au atinaʻe ma luʻitau taua i le puleaina ma le faʻamaopoopoina o nei vaega eseese e tuʻuina atu polokalame maualuga i le taimi. O se tasi o auala lelei e foia ai nei luʻitau o le faʻaogaina lea o le tele-agent AI system, lea e mafai ona faʻaogaina ma faʻatautaia faiga atinaʻe. I totonu o lenei tusiga, o le a matou suʻesuʻeina le faʻatinoga faʻapitoa o meafaigaluega faʻapipiʻi AI tele-agent e pei o DSPy ma LangChain, e taulaʻi atu i lo latou gafatia e faʻaleleia atili ai le atinaʻeina o polokalama.
O le a le Multi-Agent AI Systems?
Multi-agent AI system e aofia ai le tele o sui tuto'atasi e fegalegaleai le tasi ma le isi e ausia ai se sini masani. O nei sooupu e mafai ona avea ma polokalama faakomepiuta, tagata, poʻo se tuʻufaʻatasiga o mea uma e lua. O sui taʻitasi e iai a latou lava seti o gafatia, malamalama, ma sini, e faʻamaopoopoina e ala i se siosiomaga fefaʻasoaaʻi poʻo fesoʻotaʻiga fesoʻotaʻiga. E mafai e sui ona aʻoaʻo mai le tasi i le isi, fetuutuunai i suiga o tulaga, ma faia filifiliga e faʻatatau i lo latou iloa taʻitoʻatasi ma faʻatasi.
O le a le DSPy?
DSPy o se faletusi Python mo le fausiaina ma le puleaina o le tele-agent AI system. E maua ai se API faigofie ma faʻaogaina mo le fatuina o sui, faʻamalamalamaina a latou amio, ma faʻamaopoopoina a latou fegalegaleaiga. DSPy ua mamanuina ina ia sili ona fetuutuunai ma faʻalauteleina, faʻatagaina tagata atiaʻe e fausia faiga faʻalavelave ma faigofie. O nisi o vaega taua ole DSPy e aofia ai:
- ** Fausiaina o sui **: DSPy e mafai ai e le au atiaʻe ona faia ni sui faʻatasi ma amioga masani, malamalama, ma sini.
- Faamaopoopoina o sui: Ua saunia e le DSPy auala mo sui e fesootai ai ma faamaopoopo a latou gaioiga.
- Scalability: DSPy ua mamanuina e taulimaina le tele o sui ma faiga lavelave.
O le a le LangChain?
LangChain o se faletusi Python mo le fausiaina ma le puleaina o le tele-agent AI system e faʻaogaina ai le faʻaogaina o gagana masani (NLP). E maua ai le tele o meafaigaluega ma API mo le fatuina o sui e mafai ona malamalama ma faʻatupuina gagana pei o tagata. LangChain ua mamanuina ina ia sili ona fetuutuunai ma scalable, e mafai ai e tagata atiae ona fausia faiga faigata ma faigofie. O nisi o vaega taua o LangChain e aofia ai:
- Malamalamaga gagana masani: LangChain e tuʻuina atu API mo sui e malamalama ai i le gagana a le tagata ma aumai faʻamatalaga talafeagai.
- ** Fa'atupuina gagana fa'ale-natura**: E tu'uina atu e LangChain APIs mo sui e fa'atupu le gagana fa'atagata ma feso'ota'i ma isi sui.
- Scalability: LangChain ua mamanuina e taulimaina voluma tele o faamatalaga gagana ma faiga faigata.
Fa'atinoga Fa'atekinisi
Ina ia faʻaalia le faʻatinoga faʻapitoa a DSPy ma LangChain, seʻi o tatou mafaufau i se faʻataʻitaʻiga faigofie o le tele-agent AI system mo le atinaʻeina o polokalama. I lenei faʻataʻitaʻiga, o le a matou faia ni sui se lua: o le Developer Agent ma le Project Manager Agent.
Sui Fa'atonu
O le Atina'e Agent e nafa ma le tusiaina o code, su'ega, ma le fa'aogaina o polokalame. E fa'aogaina le DSPy e fai ai se seti o amioga e fa'amalamalama ai ana gaioiga ma fegalegaleaiga ma isi sui.
faaulufale mai dspy
# Fausia se Sui Faʻatonu
developer_agent = dspy.Agent(
igoa = "Atiae",
amio=[
dspy. Amio(
igoa = "tusia_code",
action=dspy.Action("write_code", {"code": "def hello_world(): lolomi('Talofa le Lalolagi!')"}),
tuutuuga=[dspy.Condition("project_manager_assigned_task")]
),
dspy. Amio(
igoa="test_code",
action=dspy.Action("test_code", {"test_cases": ["test_hello_world"]}),
tuutuuga=[dspy.Condition("code_written")]
)
]
)
Sui Pule o Poloketi
O le Project Manager Agent e nafa ma le tofiaina o galuega, siaki le alualu i luma, ma le puleaina o le atinaʻe. E faʻaaogaina LangChain e fatu ai se seti o amioga e faʻamalamalamaina ana gaioiga ma fegalegaleaiga ma isi sui.
faaulufale mai le langchain
# Fausia se Sui Pule o Poloketi
project_manager_agent = langchain.Agent(
igoa="Pule o Galuega",
amio=[
langchain. Amio(
igoa="assign_task",
action=langchain.Action("assign_task", {"task": "Faatino galuega saini"}),
tuutuuga=[langchain.Condition("developer_available")]
),
langchain. Amio(
igoa = "track_progress",
action=langchain.Action("track_progress", {"progress": "50%"),
tulaga=[langchain.Condition("faia_faia_fa'agasolo)]
)
]
)
Top 5-10 Poloaiga/Snippets Tele Fa'aaogaina
O nisi nei o tulafono e masani ona faʻaaogaina ma snippets i DSPy ma LangChain:
DSPy
dspy.Agent(name="Agent", behaviors=[...]): Fausia se sui fou e iai le igoa ma amioga.dspy.Behavior(name="Behavior", action=dspy.Action("Action", {...})): Fausia se amio fou i le igoa ma le gaioiga ua tuʻuina atu.dspy.Condition(name="Condition", predicate=dspy.Predicate("Predicate", {...})): Fausia se tulaga fou i le igoa ma le predicate.dspy.Action(name = "Action", {...}): Fausia se gaioiga fou i le igoa ua tuʻuina atu ma faʻamaufaʻailoga.dspy.Predicate(name="Predicate", {...}): Fausia se faʻailoga fou i le igoa ma faʻamaufaʻailoga.
LangChain
langchain.Agent(name="Agent", behaviors=[...]): Fausia se sui fou e iai le igoa ma amioga.langchain.Behavior(name="Behavior", action=langchain.Action("Action", {...})): Fausia se amio fou i le igoa ma le gaioiga ua tuuina atu.langchain.Condition(name="Condition", predicate=langchain.Predicate("Predicate", {...})): Fausia se tulaga fou i le igoa ma le predicate.langchain.Action(name = "Action", {...}): Fausia se gaioiga fou ma le igoa ua tuʻuina atu ma faʻamaufaʻailoga.langchain.Predicate(name="Predicate", {...}): Fausia se tala fou ma le igoa ua tu'uina atu ma fa'amaufa'ailoga.
Va'aiga
Ina ia vaʻaia le tele-agent AI system, e mafai ona tatou faʻaogaina se siata e fai ma sui o sui, amio, ma fegalegaleaiga. Ole fa'ata'ita'iga lea ole siata ile fa'aogaina ole Chart.js:
{
"type": "pai",
"fa'amatalaga": {
"labels": ["Sui Faufautua", "Agent Pule o Poloketi"],
"fa'amaumauga": [
{
"label": "Uiga",
"fa'amaumauga": [3, 2],
"Lulu lanu": ["#4CAF50", "#FF9800"]
}
]
},
"filifiliga": {
"igoa": {
"fa'aaliga": moni,
"text": "Faiga-Agent AI System"
},
"talatu'u": {
"faʻaalia": moni
}
}
}
O lenei siata o loʻo faʻaalia ai sui e lua, Developer Agent ma Project Manager Agent, ma a latou amio. O le siata e mafai ona faʻavasegaina e faʻaalia ai faʻamatalaga faaopoopo, e pei o le numera o fegalegaleaiga i le va o sui poʻo le lavelave o amioga.
Fa'ai'uga
I lenei tusiga, na matou suʻesuʻeina le faʻatinoga faʻapitoa o meafaigaluega faʻapipiʻi AI tele-agent e pei o DSPy ma LangChain i le atinaʻeina o polokalama. Na matou faʻaalia pe faʻafefea ona faʻaogaina nei meafaigaluega e fausia ai faiga faʻalavelave ma le tele o sui, amio, ma fegalegaleaiga. Na matou tuʻuina atu foʻi se faʻataʻitaʻiga faigofie o le tele-agent AI system mo le atinaʻeina o polokalama ma faʻamaonia nisi o tulafono e masani ona faʻaaogaina ma snippets i DSPy ma LangChain. Mulimuli ane, na matou vaʻaia le tele-agent AI system e faʻaaoga ai se siata e fai ma sui o sui, amio, ma fegalegaleaiga.
Galuega i le Lumanai
E tele vaega mo galuega i le lumanaʻi i le tele-agent AI meafaigaluega faʻapipiʻi pei o DSPy ma LangChain. O nisi vaega e mafai ona aofia ai:
- Scalability: Atina'e meafaigaluega e mafai ona taulimaina le tele o sui ma faiga lavelave.
- Fesuia'i: Fausia mea faigaluega e faigofie ona fa'avasegaina ma fa'alautele e fa'afetaui mana'oga fa'apitoa.
- Fesoasoani: Atina'e meafaigaluega e mafai ona tu'ufa'atasia ma isi faiga ma tekonolosi.
- Faamalamalamaga: Fausia mea faigaluega e mafai ona maua ai fa'amatalaga i faiga fa'ai'uga a sui sooupu ma le faiga atoa.
E ala i le faʻatalanoaina o nei vaega, e mafai ona tatou faʻaleleia atili le lelei ma le aoga o faʻagasologa o le atinaʻeina o polokalama ma fatuina faiga sili atu ona lavelave ma faʻapitoa.