Nhanganyaya
Iyo software yekuvandudza maitiro yave kuwedzera kuoma, nevakawanda vanobatana, mabasa, uye matekinoroji anobatanidzwa. Nekuda kweizvozvo, vanogadzira vanosangana nematambudziko akakura mukugadzirisa uye kuronga izvi zvakasiyana-siyana zvikamu kuendesa yepamusoro-soro software nenguva. Imwe nzira inovimbisa yekugadzirisa matambudziko aya ndeyekushandiswa kweakawanda-agent AI masisitimu, ayo anogona kuita otomatiki nekugadzirisa maitiro ebudiriro. Muchikamu chino, tichaongorora kushandiswa kwehunyanzvi kweakawanda-agent AI orchestration maturusi seDSPy neLangChain, tichitarisa pane zvavanogona kuvandudza kushanda kwesoftware.
Chii chinonzi Multi-Agent AI Systems?
Multi-agent AI masisitimu ane akawanda anozvimiririra ejenti anodyidzana nemumwe kuti awane chinangwa chakafanana. Ava vamiririri vanogona kuve mapurogiramu esoftware, vanhu, kana musanganiswa wezvose. Mumiriri wega wega ane seti yake yekugona, ruzivo, uye zvinangwa, izvo zvinorongwa kuburikidza neyakagovaniswa nharaunda kana yekutaurirana protocol. Vamiririri vanogona kudzidza kubva kune mumwe nemumwe, kuenderana nekuchinja kwemamiriro ezvinhu, uye kuita sarudzo zvichienderana neruzivo rwavo rwemunhu uye rwese.
Chii chinonzi DSPy?
DSPy iraibhurari yePython yekuvaka uye kutonga akawanda-agent AI masisitimu. Inopa iri nyore uye intuitive API yekugadzira vamiririri, kutsanangura maitiro avo, uye kuronga mabatiro avo. DSPy yakagadzirirwa kuve yakanyanya kuchinjika uye scalable, ichibvumira vanogadzira kuvaka yakaoma masisitimu zviri nyore. Zvimwe zvezvinhu zvakakosha zveDSPy zvinosanganisira:
- Kusikwa kweagent: DSPy inobvumira vanogadzira kugadzira vamiririri vane tsika, ruzivo, uye zvinangwa.
- Kuronga kweagent: DSPy inopa nzira dzevamiririri kutaurirana uye kuronga zvavanoita.
- Scalability: DSPy yakagadzirirwa kubata nhamba huru dzevamiririri uye yakaoma masisitimu.
Chii chinonzi LangChain?
LangChain iraibhurari yePython yekuvaka nekugadzirisa akawanda-agent AI masisitimu achishandisa hunyanzvi hwemitauro yemutauro (NLP). Inopa huwandu hwezvishandiso uye maAPI ekugadzira vamiririri vanogona kunzwisisa uye kugadzira mutauro wakafanana nevanhu. LangChain yakagadzirirwa kuve yakanyanya kuchinjika uye scalable, ichibvumira vanogadzira kuvaka yakaoma masisitimu zviri nyore. Zvimwe zvezvakakosha zveLangChain zvinosanganisira:
- ** Kunzwisisa mutauro wechisikigo **: LangChain inopa APIs kune vamiririri kuti vanzwisise mutauro wevanhu uye kubvisa ruzivo rwakakodzera.
- ** Chizvarwa chemutauro wechisikigo **: LangChain inopa maAPI evamiririri kuti vaumbe mutauro wakafanana nevanhu uye kutaurirana nevamwe vamiririri.
- ** Scalability **: LangChain yakagadzirirwa kubata mavhoriyamu makuru emitauro data uye yakaoma masisitimu.
Kuitwa kwehunyanzvi
Kuratidza kushandiswa kwehunyanzvi kweDSPy neLangChain, ngatitarisei muenzaniso wakapusa weakawanda-agent AI system yekuvandudza software. Mumuenzaniso uyu, tichagadzira vamiririri vaviri: ** Developer Agent ** uye ** Project Manager Agent **.
Developer Agent
Iyo Developer Agent ine basa rekunyora kodhi, kuyedza, uye debugging software. Inoshandisa DSPy kugadzira seti yemaitiro anotsanangura maitiro ayo uye kudyidzana nevamwe vamiririri.
import dspy
# Gadzira Mumiriri weMugadziri
developer_agent = dspy.Agent(
zita = "Mugadziri",
maitiro=[
dspy.Behavior(
zita = "nyora_code",
action=dspy.Action("write_code", {"code": "def hello_world(): print('Hello World!')"}),
condition=[dspy.Condition("project_manager_assigned_task")]
),
dspy.Behavior(
zita = "test_code",
action=dspy.Action("test_code", {"test_cases": ["test_hello_world"]}),
condition=[dspy.Condition("code_written")]
)
]
)
Project Manager Mumiririri
Iyo Project Manager Mumiriri ane basa rekugovera mabasa, kuronda kufambira mberi, uye kutonga maitiro ekusimudzira. Inoshandisa LangChain kugadzira seti yemafambiro anotsanangura maitiro ayo uye kudyidzana nevamwe vamiririri.
import langchain
# Gadzira Project Manager Mumiriri
project_manager_agent = langchain.Agent(
zita = "Project Manager",
maitiro=[
langchain.Behavior(
zita = "basa_basa",
action=langchain.Action("assign_task", {"task": "Gadzira basa rekupinda"}),
condition=[langchain.Condition("developer_available")]
),
langchain.Behavior(
zita = "track_progress",
action=langchain.Action("track_progress", {"progress": "50%"}),
condition=[langchain.Condition("developer_made_progress")]
)
]
)
Yepamusoro 5-10 Yakanyanya Kushandiswa Mirairo / Zvimedu
Heano mamwe emirairo anonyanya kushandiswa uye zvimedu muDSPy uye LangChain:
DSPy
dspy.Agent(zita = "Agent", maitiro=[...]): Gadzira mumiririri mutsva ane zita rakapihwa uye maitiro.dspy.Behavior(zita = "Behavior", action=dspy.Action("Chiito", {...})): Gadzira maitiro matsva ane zita rakapihwa nechiito.dspy.Condition(zita = "Condition", predicate=dspy.Predicate("Predicate", {...})): Gadzira chimiro chitsva chine zita rakapihwa uye chivakashure.dspy.Action(zita = "Chiito", {...}): Gadzira chiitiko chitsva chine zita rakapihwa uye paramita.dspy.Predicate(zita = "Predicate", {...}): Gadzira chivakashure chitsva chine zita rakapihwa uye paramita.
LangChain
langchain.Agent(zita="Agent", behaviour=[...]): Gadzira mumiririri mutsva ane zita rakapiwa uye maitiro.langchain.Behavior(zita="Behavior", action=langchain.Action("Chiito", {...})): Gadzira maitiro matsva ane zita rakapihwa nechiito.langchain.Condition(zita="Condition", predicate=langchain.Predicate("Predicate", {...})): Gadzira chimiro chitsva chine zita rakapihwa uye chivakashure.langchain.Action(zita = "Chiito", {...}): Gadzira chiitiko chitsva chine zita rakapihwa uye paramita.langchain.Predicate(zita = "Predicate", {...}): Gadzira chivakashure chitsva chine zita rakapihwa uye paramita.
Kuona
Kuona iyo yakawanda-agent AI system, tinogona kushandisa chati kumiririra vamiririri, maitiro, uye kudyidzana. Heino muenzaniso wechati uchishandisa Chart.js:
{
"type": "pie",
"data": {
"labels": ["Developer Agent", "Project Manager Agent"],
"datasets": [
{
"label": "Maitiro",
"data": [3, 2],
"backgroundColor": ["#4CAF50", "#FF9800"]
}
]
},
"sarudzo": {
"zita": {
"kuratidza": chokwadi,
"text": "Multi-Agent AI System"
},
"legend": {
"kuratidza": chokwadi
}
}
}
Iyi chati inoratidza vamiririri vaviri, Developer Agent uye Project Manager Agent, nemafambiro avo. Iyo chati inogona kugadziridzwa kuratidza rumwe ruzivo, senge nhamba yekudyidzana pakati pevamiririri kana kuoma kwemaitiro.
Mhedziso
Muchikamu chino, takaongorora kushandiswa kwehunyanzvi kweakawanda-agent AI orchestration maturusi seDSPy neLangChain mukuvandudza software. Takaratidza kuti maturusi aya angashandiswa sei kugadzira masisitimu akaomarara ane akawanda maajenti, maitiro, uye kudyidzana. Isu takapawo muenzaniso wakapfava weakawanda-agent AI system yekuvandudza software uye yakaratidza mamwe einonyanya kushandiswa mirairo uye snippets muDSPy neLangChain. Chekupedzisira, takaona iyo yakawanda-agent AI sisitimu tichishandisa chati kumiririra vamiririri, maitiro, uye kudyidzana.
Basa Ramangwana
Kune nzvimbo dzinoverengeka dzebasa remangwana mune akawanda-agent AI orchestration maturusi seDSPy neLangChain. Dzimwe nzvimbo dzinokwanisika dzinosanganisira:
- ** Scalability **: Kugadzira maturusi anogona kubata nhamba huru yevamiririri uye yakaoma masisitimu.
- ** Kuchinjika **: Kugadzira maturusi anogona kugadziridzwa zviri nyore uye kuwedzerwa kuti asangane nezvinodiwa chaizvo.
- Kudyidzana: Kugadzira maturusi anogona kubatanidza nemamwe masisitimu uye matekinoroji.
- ** Tsananguro **: Kugadzira maturusi anogona kupa ruzivo rwekuita sarudzo dzevamiririri uye nehurongwa hwese.
Nekugadzirisa nzvimbo idzi, tinogona kuwedzera kuvandudza uye kushanda kwemaitiro ekugadzira software uye kugadzira mamwe akaomarara uye akaomarara masisitimu.