Hoʻolauna
Ua maʻalahi ka hana hoʻomohala polokalamu, me ka nui o nā mea kuleana, nā hana, a me nā ʻenehana. ʻO ka hopena, ke kū nei nā mea hoʻomohala i nā pilikia koʻikoʻi i ka mālama ʻana a me ka hoʻonohonoho ʻana i kēia mau ʻāpana like ʻole e hoʻopuka i nā polokalamu kiʻekiʻe i ka manawa. ʻO kahi ala hoʻohiki i ka hoʻoponopono ʻana i kēia mau pilikia, ʻo ia ka hoʻohana ʻana i nā ʻōnaehana AI multi-agent, hiki ke hoʻokaʻawale a hoʻololi i nā kaʻina hoʻomohala. Ma kēia ʻatikala, e ʻimi mākou i ka hoʻokō ʻenehana o nā mea hana orchestration AI multi-agent e like me DSPy a me LangChain, e kālele ana i ko lākou hiki ke hoʻomaikaʻi i ka hoʻomohala polokalamu.
He aha nā ʻōnaehana AI Multi-Agent?
ʻO nā ʻōnaehana AI multi-agent he mau ʻelele autonomous e launa pū kekahi me kekahi e hoʻokō i kahi pahuhopu maʻamau. Hiki i kēia mau ʻelele ke lilo i polokalamu polokalamu, kanaka, a i ʻole hui pū ʻana o nā mea ʻelua. Loaʻa i kēlā me kēia ʻelele kona mau mana ponoʻī, ʻike, a me nā pahuhopu, i hoʻonohonoho ʻia ma o kahi kaiapuni a i ʻole ka protocol kamaʻilio. Hiki i nā ʻelele ke aʻo mai kekahi i kekahi, hoʻololi i nā kūlana loli, a hoʻoholo i nā hoʻoholo e pili ana i kā lākou ʻike pilikino a hui pū.
He aha ka DSPy?
ʻO DSPy kahi waihona Python no ke kūkulu ʻana a me ka mālama ʻana i nā ʻōnaehana AI multi-agent. Hāʻawi ia i kahi API maʻalahi a intuitive no ka hana ʻana i nā ʻelele, wehewehe i kā lākou mau ʻano, a me ka hoʻonohonoho ʻana i kā lākou pilina. Hoʻolālā ʻia ʻo DSPy i mea maʻalahi a maʻalahi, e ʻae i nā mea hoʻomohala e kūkulu i nā ʻōnaehana paʻakikī me ka maʻalahi. Aia kekahi o nā hiʻohiʻona nui o DSPy:
- Ka hana ʻoihana: ʻAe ʻo DSPy i nā mea hoʻomohala e hana i nā ʻelele me nā ʻano kuʻuna, ʻike, a me nā pahuhopu.
- Hoʻohui ʻAgent: Hāʻawi ʻo DSPy i nā mīkini no nā ʻelele e kamaʻilio a hoʻonohonoho i kā lākou mau hana.
- Scalability: Hoʻolālā ʻia ʻo DSPy e mālama i nā helu he nui o nā mea hana a me nā ʻōnaehana paʻakikī.
He aha ka LangChain?
He waihona Python ʻo LangChain no ke kūkulu ʻana a me ka hoʻokele ʻana i nā ʻōnaehana AI multi-agent me ka hoʻohana ʻana i nā ʻenehana ʻōlelo kūlohelohe (NLP). Hāʻawi ia i nā ʻano mea hana a me nā API no ka hana ʻana i nā mea hiki ke hoʻomaopopo a hoʻopuka i ka ʻōlelo e like me ke kanaka. Hoʻolālā ʻia ʻo LangChain i mea maʻalahi a maʻalahi, e ʻae i nā mea hoʻomohala e kūkulu i nā ʻōnaehana paʻakikī me ka maʻalahi. ʻO kekahi o nā hiʻohiʻona nui o LangChain ka:
- Hoʻomaopopo i ka ʻōlelo kūlohelohe: Hāʻawi ʻo LangChain i nā API no nā ʻelele e hoʻomaopopo i ka ʻōlelo kanaka a unuhi i ka ʻike pili.
- Hanauna ʻōlelo kūlohelohe: Hāʻawi ʻo LangChain i nā API no nā ʻelele e hoʻopuka i ka ʻōlelo e like me ke kanaka a kamaʻilio pū me nā ʻelele ʻē aʻe.
- Scalability: Hoʻolālā ʻia ʻo LangChain e mālama i nā puke nui o ka ʻikepili ʻōlelo a me nā ʻōnaehana paʻakikī.
Hoʻokō ʻenehana
No ka hōʻike ʻana i ka hoʻokō ʻenehana o DSPy a me LangChain, e noʻonoʻo kākou i kahi hiʻohiʻona maʻalahi o kahi ʻōnaehana AI multi-agent no ka hoʻomohala polokalamu. Ma kēia laʻana, e hana mākou i ʻelua mau ʻelele: he Developer Agent a me Project Manager Agent.
Luna Hoʻomohala
Na ka Luna Hoʻomohala ke kuleana no ke kākau ʻana i ke code, ka hoʻāʻo ʻana, a me ka hoʻopau ʻana i nā polokalamu. Hoʻohana ʻo ia iā DSPy e hana i kahi pūʻulu o nā ʻano e wehewehe i kāna mau hana a me kāna mau pilina me nā mea hana ʻē aʻe.
lawe mai i ka dspy
# Hana i kahi mea hoʻomohala
developer_agent = dspy.Agent(
name="Developer",
hana=[
dspy.Behavior(
inoa = "write_code",
action=dspy.Action("write_code", {"code": "def hello_world(): print('Hello World!')"}),
kūlana=[dspy.Condition("manager_project_assigned_task")]
),
dspy.Behavior(
inoa = "test_code",
action=dspy.Action("test_code", {"test_cases": ["test_hello_world"]}),
kūlana=[dspy.Condition("code_written")]
)
]
)
Luna Hooponopono Papahana
Na ka Project Manager Agent ke kuleana no ka hāʻawi ʻana i nā hana, ka nānā ʻana i ka holomua, a me ka mālama ʻana i ke kaʻina hana. Hoʻohana ʻo ia i ka LangChain e hana i kahi hoʻonohonoho o nā ʻano e wehewehe i kāna mau hana a me nā pilina me nā mea hana ʻē aʻe.
lawe mai i ka lanchain
# Hoʻokumu i kahi Luna Hoʻokele Project
project_manager_agent = langchain.Agent(
inoa = "Manakia Papahana",
hana=[
langchain.Behavior(
inoa = "assign_task",
action=langchain.Action("assign_task", {"task": "Hoʻokomo i ka hana komo"}),
kūlana=[langchain.Condition("developer_available")]
),
langchain.Behavior(
inoa = "track_progress",
action=langchain.Action("track_progress", {"progress": "50%"),
kūlana=[langchain.Condition("developer_made_progress")]
)
]
)
5-10 kiʻekiʻe loa i hoʻohana ʻia i nā kauoha/nā ʻāpana
Eia kekahi o nā kauoha a me nā snippets i hoʻohana pinepine ʻia ma DSPy a me LangChain:
DSPy
dspy.Agent(name="Agent", behaviors=[...]): E hana i luna hou me ka inoa a me nā ʻano i hāʻawi ʻia.dspy.Behavior(name="Behavior", action=dspy.Action("Action", {...})): E hana i ka hana hou me ka inoa a me ka hana.dspy.Condition(inoa = "Condition", predicate=dspy.Predicate("Predicate", {...})): E hana i kahi kūlana hou me ka inoa a me ka predicate.dspy.Action(name="Action", {...}): E hana i kahi hana hou me ka inoa i hāʻawi ʻia a me nā ʻāpana.dspy.Predicate(name="Predicate", {...}): E hana i kahi predicate hou me ka inoa i hāʻawi ʻia a me nā ʻāpana.
LangChain
langchain.Agent(name = "Agent", behaviors=[...]): E hana i luna hou me ka inoa a me nā ʻano i hāʻawi ʻia.langchain.Behavior(name="Behavior", action=langchain.Action("Action", {...})): E hana i ka hana hou me ka inoa a me ka hana.langchain.Condition(inoa = "Condition", predicate=langchain.Predicate("Predicate", {...})): E hana i kahi kūlana hou me ka inoa a me ka predicate.langchain.Action(name="Action", {...}): E hana i ka hana hou me ka inoa a me nā palena.langchain.Predicate(inoa = "Predicate", {...}): Hana i kahi predicate hou me ka inoa i hāʻawi ʻia a me nā ʻāpana.
Hoikeike
No ka ʻike ʻana i ka ʻōnaehana AI multi-agent, hiki iā mākou ke hoʻohana i kahi pakuhi e hōʻike i nā ʻelele, nā ʻano, a me nā pilina. Eia kekahi laʻana o kahi pakuhi e hoʻohana ana iā Chart.js:
{
"type": "pai",
"ʻikepili": {
"labels": ["Agent Developer", "Agent Manager Project"],
"mau ʻikepili": [
{
"label": "Nā hana",
"ʻikepili": [3, 2],
"ʻulaʻula": ["#4CAF50", "#FF9800"]
}
]
},
"koho": {
"poʻo inoa": {
"hōʻike": ʻoiaʻiʻo,
"text": "Multi-Agent AI System"
},
"kaʻao": {
"hōʻike": ʻoiaʻiʻo
}
}
}
Hōʻike kēia pakuhi i nā ʻelele ʻelua, Developer Agent a Project Manager Agent, me kā lākou mau ʻano. Hiki ke hoʻopilikino ʻia ka pakuhi no ka hōʻike ʻana i nā ʻike hou aʻe, e like me ka helu o nā pilina ma waena o nā mea hana a i ʻole ka paʻakikī o nā ʻano.
Ka hopena
Ma kēia ʻatikala, ua ʻimi mākou i ka hoʻokō ʻenehana o nā mea hana orchestration AI multi-agent e like me DSPy a me LangChain i ka hoʻomohala polokalamu. Ua hōʻike mākou pehea e hiki ai ke hoʻohana ʻia kēia mau mea hana no ka hana ʻana i nā ʻōnaehana paʻakikī me nā mea hana he nui, nā ʻano, a me nā pilina. Ua hāʻawi pū mākou i kahi hiʻohiʻona maʻalahi o kahi ʻōnaehana AI multi-agent no ka hoʻomohala ʻana i nā polokalamu a hōʻike i kekahi o nā kauoha maʻamau a me nā snippets ma DSPy a me LangChain. ʻO ka mea hope loa, ʻike mākou i ka ʻōnaehana AI multi-agent me ka hoʻohana ʻana i kahi pakuhi e hōʻike i nā ʻelele, nā ʻano, a me nā pilina.
Hana i ka wā e hiki mai ana
Nui nā wahi no ka hana e hiki mai ana i nā mea hana hoʻokani AI multi-agent e like me DSPy a me LangChain. ʻO kekahi mau wahi hiki ke komo:
- Scalability: Hoʻomohala ʻana i nā mea hana e hiki ke mālama i ka nui o nā mea hana a me nā ʻōnaehana paʻakikī.
- Hōleʻa: Ke hana ʻana i nā mea hana hiki ke maʻalahi a hoʻonui ʻia e hoʻokō i nā pono kikoʻī.
- Hoʻohuihui: Hoʻomohala i nā mea hana hiki ke hoʻohui pū me nā ʻōnaehana a me nā ʻenehana ʻē aʻe.
- He wehewehe: Ke hana ʻana i nā mea hana e hiki ai ke hāʻawi i nā ʻike i nā kaʻina hana hoʻoholo a nā ʻelele a me ka ʻōnaehana holoʻokoʻa.
Ma ke kamaʻilio ʻana i kēia mau wahi, hiki iā mākou ke hoʻomaikaʻi hou i ka pono a me ka pono o nā kaʻina hana hoʻomohala polokalamu a hana i nā ʻōnaehana paʻakikī a paʻakikī.