このセクションでは AutoGen を使用してマルチエージェント・チームを作成する方法を学習します。チームは、共通の目標を達成するために協力して作業するエージェントのグループです。
AutoGen AgentChat : Tutorial : チーム
作成 : クラスキャット・セールスインフォメーション
作成日時 : 04/28/2025
* 本記事は github microsoft/autogen の以下のページを独自に翻訳した上でまとめ直し、補足説明を加えています :
* サンプルコードの動作確認はしておりますが、必要な場合には適宜、追加改変しています。
* ご自由にリンクを張って頂いてかまいませんが、sales-info@classcat.com までご一報いただけると嬉しいです。
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◆ お問合せ : 下記までお願いします。
- クラスキャット セールス・インフォメーション
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- ClassCatJP
AutoGen AgentChat : Tutorial : チーム
このセクションでは AutoGen を使用してマルチエージェント・チーム (or 単にチーム) を作成する方法を学習します。チームは、共通の目標を達成するために協力して作業するエージェントのグループです。
まず、チームを作成して実行する方法を示します。次に、チームのパフォーマンスをデバッグして理解するために重要な、チームの動作を観察する方法とチームの動作を制御する一般的な操作を説明します。
AgentChat は幾つかのチーム・プリセットをサポートします :
- RoundRobinGroupChat : 参加者がラウンドロビン方式で交代しながらグループチャットを実行するチーム (このページでカバー)。チュートリアル
- SelectorGroupChat : 各メッセージの後に ChatCompletion モデルを使用して次の話者を選択するチーム。チュートリアル
- MagenticOneGroupChat : 広範囲な領域に渡る open-ended web タスクとファイルベースのタスクを解決するための汎用マルチエージェントシステム。チュートリアル
Note : いつチームを使用するべきでしょう？
チームは、コラボレーションや多様な専門知識を必要とする複雑なタスクのためのものです。けれども、それらは単一のエージェントに比べて操作するにより多くの仕組みも必要とします。AutoGen はチームでの作業プロセスを単純化しますが、単純なタスクのためには単一のエージェントで始めて、単一のエージェントでは不十分と判明した場合にマルチエージェントチームに移行してください。チームベースのアプローチに移行する前に、適切なツールと手順を持つ単一エージェントを最適化することを確実にしてください。
チームの作成
RoundRobinGroupChat は単純ですが効果的なチーム構成で、すべてのエージェントは同じコンテキストを共有し、ラウンドロビン方式で順番に応答します。各エージェントはそのターンの間、レスポンスを他のすべてのエージェントにブロードキャストし、チーム全体が一貫したコンテキストを保持することを保証します。
２つの AssistantAgent と、エージェントのレスポンスで特定の単語が検出されたときにチームを停止する TextMentionTermination 条件を持つチームを作成することから始めます。
2-エージェント・チームはリフレクションパターン、マルチエージェント設計パターンを実装します、そこでは批評エージェント (critic agent) が primary エージェントのレスポンスを評価します。Learn more about the reflection pattern using the Core API.
import asyncio
from autogen_agentchat.agents import AssistantAgent
from autogen_agentchat.base import TaskResult
from autogen_agentchat.conditions import ExternalTermination, TextMentionTermination
from autogen_agentchat.teams import RoundRobinGroupChat
from autogen_agentchat.ui import Console
from autogen_core import CancellationToken
from autogen_ext.models.openai import OpenAIChatCompletionClient
# Create an OpenAI model client.
model_client = OpenAIChatCompletionClient(
model="gpt-4o-2024-08-06",
# api_key="sk-...", # Optional if you have an OPENAI_API_KEY env variable set.
)
# Create the primary agent.
primary_agent = AssistantAgent(
"primary",
model_client=model_client,
system_message="You are a helpful AI assistant.",
)
# Create the critic agent.
critic_agent = AssistantAgent(
"critic",
model_client=model_client,
system_message="Provide constructive feedback. Respond with 'APPROVE' to when your feedbacks are addressed.",
)
# Define a termination condition that stops the task if the critic approves.
text_termination = TextMentionTermination("APPROVE")
# Create a team with the primary and critic agents.
team = RoundRobinGroupChat([primary_agent, critic_agent], termination_condition=text_termination)
チームの実行
run() メソッドを呼び出してタスクでチームを開始させましょう。
# Use `asyncio.run(...)` when running in a script.
result = await team.run(task="Write a short poem about the fall season.")
print(result)
TaskResult(messages=[TextMessage(source='user', models_usage=None, content='Write a short poem about the fall season.', type='TextMessage'), TextMessage(source='primary', models_usage=RequestUsage(prompt_tokens=28, completion_tokens=109), content="Leaves of amber, gold, and rust, \nDance upon the gentle gust. \nCrisp air whispers tales of old, \nAs daylight wanes, the night grows bold. \n\nPumpkin patch and apple treats, \nLaughter in the street repeats. \nSweaters warm and fires aglow, \nIt's time for nature's vibrant show. \n\nThe harvest moon ascends the sky, \nWhile geese in formation start to fly. \nAutumn speaks in colors bright, \nA fleeting grace, a pure delight. ", type='TextMessage'), TextMessage(source='critic', models_usage=RequestUsage(prompt_tokens=154, completion_tokens=200), content='Your poem beautifully captures the essence of the fall season with vivid imagery and a rhythmic flow. The use of descriptive language like "amber, gold, and rust" effectively paints a visual picture of the changing leaves. Phrases such as "crisp air whispers tales of old" and "daylight wanes, the night grows bold" add a poetic touch by incorporating seasonal characteristics.\n\nHowever, you might consider exploring other sensory details to deepen the reader\'s immersion. For example, mentioning the sound of crunching leaves underfoot or the scent of cinnamon and spices in the air could enhance the sensory experience.\n\nAdditionally, while the mention of "pumpkin patch and apple treats" is evocative of fall, expanding on these elements or including more personal experiences or emotions associated with the season might make the poem more relatable and engaging.\n\nOverall, you\'ve crafted a lovely poem that celebrates the beauty and traditions of autumn with grace and warmth. A few tweaks to include multisensory details could elevate it even further.', type='TextMessage'), TextMessage(source='primary', models_usage=RequestUsage(prompt_tokens=347, completion_tokens=178), content="Thank you for the thoughtful feedback. Here's a revised version of the poem with additional sensory details:\n\nLeaves of amber, gold, and rust, \nDance upon the gentle gust. \nCrisp air whispers tales of old, \nAs daylight wanes, the night grows bold. \n\nCrunch beneath the wandering feet, \nA melody of autumn's beat. \nCinnamon and spices blend, \nIn every breeze, nostalgia sends. \n\nPumpkin patch and apple treats, \nLaughter in the street repeats. \nSweaters warm and fires aglow, \nIt's time for nature's vibrant show. \n\nThe harvest moon ascends the sky, \nWhile geese in formation start to fly. \nAutumn speaks in colors bright, \nA fleeting grace, a pure delight. \n\nI hope this version resonates even more with the spirit of fall. Thank you again for your suggestions!", type='TextMessage'), TextMessage(source='critic', models_usage=RequestUsage(prompt_tokens=542, completion_tokens=3), content='APPROVE', type='TextMessage')], stop_reason="Text 'APPROVE' mentioned")
チームは終了条件が満たされるまでエージェントを実行します。この場合、チームは、エージェントのレスポンスに単語 “APPROVE” が検出されて終了条件が満たされるまで、ロウンドロビン方式に従ってエージェントを実行しました。チームが停止するとき、チームのエージェントにより生成されたすべてのメッセージを含む TaskResult オブジェクトを返します。
チームの観察 (Observing)
エージェントの on_messages_stream() メソッドと同様に、実行中のチームのメッセージを run_stream() メソッドを呼び出すことでストリーミングすることもできます。このメソッドはチームのエージェントにより生成されるメッセージを生成する generator を返します、これは最終的な項目として TaskResult オブジェクトを伴います。
# When running inside a script, use a async main function and call it from `asyncio.run(...)`.
await team.reset() # Reset the team for a new task.
async for message in team.run_stream(task="Write a short poem about the fall season."): # type: ignore
if isinstance(message, TaskResult):
print("Stop Reason:", message.stop_reason)
else:
print(message)
source='user' models_usage=None content='Write a short poem about the fall season.' type='TextMessage' source='primary' models_usage=RequestUsage(prompt_tokens=28, completion_tokens=105) content="Leaves descend in golden dance, \nWhispering secrets as they fall, \nCrisp air brings a gentle trance, \nHeralding Autumn's call. \n\nPumpkins glow with orange light, \nFields wear a cloak of amber hue, \nDays retreat to longer night, \nSkies shift to deeper blue. \n\nWinds carry scents of earth and pine, \nSweaters wrap us, warm and tight, \nNature's canvas, bold design, \nIn Fall's embrace, we find delight. " type='TextMessage' source='critic' models_usage=RequestUsage(prompt_tokens=150, completion_tokens=226) content='Your poem beautifully captures the essence of fall with vivid imagery and a soothing rhythm. The imagery of leaves descending, pumpkins glowing, and fields cloaked in amber hues effectively paints a picture of the autumn season. The use of contrasting elements like "Days retreat to longer night" and "Sweaters wrap us, warm and tight" provides a nice balance between the cold and warmth associated with the season. Additionally, the personification of autumn through phrases like "Autumn\'s call" and "Nature\'s canvas, bold design" adds depth to the depiction of fall.\n\nTo enhance the poem further, you might consider focusing on the soundscape of fall, such as the rustling of leaves or the distant call of migrating birds, to engage readers\' auditory senses. Also, varying the line lengths slightly could add a dynamic flow to the reading experience.\n\nOverall, your poem is engaging and effectively encapsulates the beauty and transition of fall. With a few adjustments to explore other sensory details, it could become even more immersive. \n\nIf you incorporate some of these suggestions or find another way to expand the sensory experience, please share your update!' type='TextMessage' source='primary' models_usage=RequestUsage(prompt_tokens=369, completion_tokens=143) content="Thank you for the thoughtful critique and suggestions. Here's a revised version of the poem with added attention to auditory senses and varied line lengths:\n\nLeaves descend in golden dance, \nWhisper secrets in their fall, \nBreezes hum a gentle trance, \nHeralding Autumn's call. \n\nPumpkins glow with orange light, \nAmber fields beneath wide skies, \nDays retreat to longer night, \nChill winds and distant cries. \n\nRustling whispers of the trees, \nSweaters wrap us, snug and tight, \nNature's canvas, bold and free, \nIn Fall's embrace, pure delight. \n\nI appreciate your feedback and hope this version better captures the sensory richness of the season!" type='TextMessage' source='critic' models_usage=RequestUsage(prompt_tokens=529, completion_tokens=160) content='Your revised poem is a beautiful enhancement of the original. By incorporating auditory elements such as "Breezes hum" and "Rustling whispers of the trees," you\'ve added an engaging soundscape that draws the reader deeper into the experience of fall. The varied line lengths work well to create a more dynamic rhythm throughout the poem, adding interest and variety to each stanza.\n\nThe succinct, yet vivid, lines of "Chill winds and distant cries" wonderfully evoke the atmosphere of the season, adding a touch of mystery and depth. The final stanza wraps up the poem nicely, celebrating the complete sensory embrace of fall with lines like "Nature\'s canvas, bold and free."\n\nYou\'ve successfully infused more sensory richness into the poem, enhancing its overall emotional and atmospheric impact. Great job on the revisions!\n\nAPPROVE' type='TextMessage' Stop Reason: Text 'APPROVE' mentioned
上の例で示されたように、stop_reason 属性を確認することでチームが停止した理由を決定できます。
Console() メソッドはメッセージをコンソールに適切な形式で出力する便利な方法を提供します。
await team.reset() # Reset the team for a new task.
await Console(team.run_stream(task="Write a short poem about the fall season.")) # Stream the messages to the console.
---------- user ---------- Write a short poem about the fall season. ---------- primary ---------- Golden leaves in crisp air dance, Whispering tales as they prance. Amber hues paint the ground, Nature's symphony all around. Sweaters hug with tender grace, While pumpkins smile, a warm embrace. Chill winds hum through towering trees, A vibrant tapestry in the breeze. Harvest moons in twilight glow, Casting magic on fields below. Fall's embrace, a gentle call, To savor beauty before snowfalls. [Prompt tokens: 28, Completion tokens: 99] ---------- critic ---------- Your poem beautifully captures the essence of the fall season, creating a vivid and cozy atmosphere. The imagery of golden leaves and amber hues paints a picturesque scene that many can easily relate to. I particularly appreciate the personification of pumpkins and the gentle embrace of sweaters, which adds warmth to your verses. To enhance the poem further, you might consider adding more sensory details to make the reader feel even more immersed in the experience. For example, including specific sounds, scents, or textures could deepen the connection to autumn's ambiance. Additionally, you could explore the emotional transitions as the season prepares for winter to provide a reflective element to the piece. Overall, it's a lovely and evocative depiction of fall, evoking feelings of comfort and appreciation for nature's changing beauty. Great work! [Prompt tokens: 144, Completion tokens: 157] ---------- primary ---------- Thank you for your thoughtful feedback! I'm glad you enjoyed the imagery and warmth in the poem. To enhance the sensory experience and emotional depth, here's a revised version incorporating your suggestions: --- Golden leaves in crisp air dance, Whispering tales as they prance. Amber hues paint the crunchy ground, Nature's symphony all around. Sweaters hug with tender grace, While pumpkins grin, a warm embrace. Chill winds hum through towering trees, Crackling fires warm the breeze. Apples in the orchard's glow, Sweet cider scents that overflow. Crunch of paths beneath our feet, Cinnamon spice and toasty heat. Harvest moons in twilight's glow, Casting magic on fields below. Fall's embrace, a gentle call, Reflects on life's inevitable thaw. --- I hope this version enhances the sensory and emotional elements of the season. Thank you again for your insights! [Prompt tokens: 294, Completion tokens: 195] ---------- critic ---------- APPROVE [Prompt tokens: 506, Completion tokens: 4] ---------- Summary ---------- Number of messages: 5 Finish reason: Text 'APPROVE' mentioned Total prompt tokens: 972 Total completion tokens: 455 Duration: 11.78 seconds
TaskResult(messages=[TextMessage(source='user', models_usage=None, content='Write a short poem about the fall season.', type='TextMessage'), TextMessage(source='primary', models_usage=RequestUsage(prompt_tokens=28, completion_tokens=99), content="Golden leaves in crisp air dance, \nWhispering tales as they prance. \nAmber hues paint the ground, \nNature's symphony all around. \n\nSweaters hug with tender grace, \nWhile pumpkins smile, a warm embrace. \nChill winds hum through towering trees, \nA vibrant tapestry in the breeze. \n\nHarvest moons in twilight glow, \nCasting magic on fields below. \nFall's embrace, a gentle call, \nTo savor beauty before snowfalls. ", type='TextMessage'), TextMessage(source='critic', models_usage=RequestUsage(prompt_tokens=144, completion_tokens=157), content="Your poem beautifully captures the essence of the fall season, creating a vivid and cozy atmosphere. The imagery of golden leaves and amber hues paints a picturesque scene that many can easily relate to. I particularly appreciate the personification of pumpkins and the gentle embrace of sweaters, which adds warmth to your verses. \n\nTo enhance the poem further, you might consider adding more sensory details to make the reader feel even more immersed in the experience. For example, including specific sounds, scents, or textures could deepen the connection to autumn's ambiance. Additionally, you could explore the emotional transitions as the season prepares for winter to provide a reflective element to the piece.\n\nOverall, it's a lovely and evocative depiction of fall, evoking feelings of comfort and appreciation for nature's changing beauty. Great work!", type='TextMessage'), TextMessage(source='primary', models_usage=RequestUsage(prompt_tokens=294, completion_tokens=195), content="Thank you for your thoughtful feedback! I'm glad you enjoyed the imagery and warmth in the poem. To enhance the sensory experience and emotional depth, here's a revised version incorporating your suggestions:\n\n---\n\nGolden leaves in crisp air dance, \nWhispering tales as they prance. \nAmber hues paint the crunchy ground, \nNature's symphony all around. \n\nSweaters hug with tender grace, \nWhile pumpkins grin, a warm embrace. \nChill winds hum through towering trees, \nCrackling fires warm the breeze. \n\nApples in the orchard's glow, \nSweet cider scents that overflow. \nCrunch of paths beneath our feet, \nCinnamon spice and toasty heat. \n\nHarvest moons in twilight's glow, \nCasting magic on fields below. \nFall's embrace, a gentle call, \nReflects on life's inevitable thaw. \n\n--- \n\nI hope this version enhances the sensory and emotional elements of the season. Thank you again for your insights!", type='TextMessage'), TextMessage(source='critic', models_usage=RequestUsage(prompt_tokens=506, completion_tokens=4), content='APPROVE', type='TextMessage')], stop_reason="Text 'APPROVE' mentioned")
チームのリセット
reset() メソッドを呼び出すことでチームをリセットできます。このメソッドは、すべてのエージェントを含むチームの状態をクリアします。それは、エージェントの状態をクリアするために各エージェントの on_reset() メソッドを呼び出します。
await team.reset() # Reset the team for the next run.
通常、次のタスクが前のタスクと関係しない場合、チームをリセットすることは良い考えです。但し、次のタスクが前のタスクに関連する場合には、リセットの必要はなく、代わりにチームを再開することができます。
チームの停止
チームの内部状態に基づいてチームを停止する、TextMentionTermination のような自動的な終了条件とは別に、ExternalTermination を使用して外部からチームを停止することもできます。
ExternalTermination 上の set() を呼び出すと現在のエージェントのターンが終わればチームを停止します。そのため、チームは直ちに停止しない可能性があります。これは現在のエージェントがそのターンを終了し、チームが終了する前に最終的なメッセージをチームにブロードキャストすることを可能にしますので、チームの状態の一貫性をキープします。
# Create a new team with an external termination condition.
external_termination = ExternalTermination()
team = RoundRobinGroupChat(
[primary_agent, critic_agent],
termination_condition=external_termination | text_termination, # Use the bitwise OR operator to combine conditions.
)
# Run the team in a background task.
run = asyncio.create_task(Console(team.run_stream(task="Write a short poem about the fall season.")))
# Wait for some time.
await asyncio.sleep(0.1)
# Stop the team.
external_termination.set()
# Wait for the team to finish.
await run
---------- user ---------- Write a short poem about the fall season. ---------- primary ---------- Leaves of amber, gold, and red, Gently drifting from trees overhead. Whispers of wind through the crisp, cool air, Nature's canvas painted with care. Harvest moons and evenings that chill, Fields of plenty on every hill. Sweaters wrapped tight as twilight nears, Fall's charming embrace, as warm as it appears. Pumpkins aglow with autumn's light, Harvest feasts and stars so bright. In every leaf and breeze that calls, We find the magic of glorious fall. [Prompt tokens: 28, Completion tokens: 114] ---------- Summary ---------- Number of messages: 2 Finish reason: External termination requested Total prompt tokens: 28 Total completion tokens: 114 Duration: 1.71 seconds
TaskResult(messages=[TextMessage(source='user', models_usage=None, content='Write a short poem about the fall season.', type='TextMessage'), TextMessage(source='primary', models_usage=RequestUsage(prompt_tokens=28, completion_tokens=114), content="Leaves of amber, gold, and red, \nGently drifting from trees overhead. \nWhispers of wind through the crisp, cool air, \nNature's canvas painted with care. \n\nHarvest moons and evenings that chill, \nFields of plenty on every hill. \nSweaters wrapped tight as twilight nears, \nFall's charming embrace, as warm as it appears. \n\nPumpkins aglow with autumn's light, \nHarvest feasts and stars so bright. \nIn every leaf and breeze that calls, \nWe find the magic of glorious fall. ", type='TextMessage')], stop_reason='External termination requested')
上記の出力から、外部終了条件が満たされたためにチームが停止しましたが、speaking エージェントはチームが停止する前にそのターンを終了することができたことがわかります。
チームの再開 (Resuming)
チームはステートフルで、チームをリセットしない限りは、各実行後に会話履歴とコンテキストを保持します。
run() または run_stream() メソッドを新しいタスクなしで再度呼び出すことで、チームを再開して中断したところから続行できます。RoundRobinGroupChat はラウンドロビン順序で次のエージェントから続行します。
await Console(team.run_stream()) # Resume the team to continue the last task.
---------- critic ---------- This poem beautifully captures the essence of the fall season with vivid imagery and a soothing rhythm. The descriptions of the changing leaves, cool air, and various autumn traditions make it easy for readers to envision and feel the charm of fall. Here are a few suggestions to enhance its impact: 1. **Structure Variation**: Consider breaking some lines with a hyphen or ellipsis for dramatic effect or emphasis. For instance, “Sweaters wrapped tight as twilight nears— / Fall’s charming embrace, as warm as it appears." 2. **Sensory Details**: While the poem already evokes visual and tactile senses, incorporating other senses such as sound or smell could deepen the immersion. For example, include the scent of wood smoke or the crunch of leaves underfoot. 3. **Metaphorical Language**: Adding metaphors or similes can further enrich the imagery. For example, you might compare the leaves falling to a golden rain or the chill in the air to a gentle whisper. Overall, it’s a lovely depiction of fall. These suggestions are minor tweaks that might elevate the reader's experience even further. Nice work! Let me know if these feedbacks are addressed. [Prompt tokens: 159, Completion tokens: 237] ---------- primary ---------- Thank you for the thoughtful feedback! Here’s a revised version, incorporating your suggestions: Leaves of amber, gold—drifting like dreams, A golden rain from trees’ canopies. Whispers of wind—a gentle breath, Nature’s scented tapestry embracing earth. Harvest moons rise as evenings chill, Fields of plenty paint every hill. Sweaters wrapped tight as twilight nears— Fall’s embrace, warm as whispered years. Pumpkins aglow with autumn’s light, Crackling leaves underfoot in flight. In every leaf and breeze that calls, We find the magic of glorious fall. I hope these changes enhance the imagery and sensory experience. Thank you again for your feedback! [Prompt tokens: 389, Completion tokens: 150] ---------- critic ---------- Your revisions have made the poem even more evocative and immersive. The use of sensory details, such as "whispers of wind" and "crackling leaves," beautifully enriches the poem, engaging multiple senses. The metaphorical language, like "a golden rain from trees’ canopies" and "Fall’s embrace, warm as whispered years," adds depth and enhances the emotional warmth of the poem. The structural variation with the inclusion of dashes effectively adds emphasis and flow. Overall, these changes bring greater vibrancy and life to the poem, allowing readers to truly experience the wonders of fall. Excellent work on the revisions! APPROVE [Prompt tokens: 556, Completion tokens: 132] ---------- Summary ---------- Number of messages: 3 Finish reason: Text 'APPROVE' mentioned Total prompt tokens: 1104 Total completion tokens: 519 Duration: 9.79 seconds
TaskResult(messages=[TextMessage(source='critic', models_usage=RequestUsage(prompt_tokens=159, completion_tokens=237), content='This poem beautifully captures the essence of the fall season with vivid imagery and a soothing rhythm. The descriptions of the changing leaves, cool air, and various autumn traditions make it easy for readers to envision and feel the charm of fall. Here are a few suggestions to enhance its impact:\n\n1. **Structure Variation**: Consider breaking some lines with a hyphen or ellipsis for dramatic effect or emphasis. For instance, “Sweaters wrapped tight as twilight nears— / Fall’s charming embrace, as warm as it appears."\n\n2. **Sensory Details**: While the poem already evokes visual and tactile senses, incorporating other senses such as sound or smell could deepen the immersion. For example, include the scent of wood smoke or the crunch of leaves underfoot.\n\n3. **Metaphorical Language**: Adding metaphors or similes can further enrich the imagery. For example, you might compare the leaves falling to a golden rain or the chill in the air to a gentle whisper.\n\nOverall, it’s a lovely depiction of fall. These suggestions are minor tweaks that might elevate the reader\'s experience even further. Nice work!\n\nLet me know if these feedbacks are addressed.', type='TextMessage'), TextMessage(source='primary', models_usage=RequestUsage(prompt_tokens=389, completion_tokens=150), content='Thank you for the thoughtful feedback! Here’s a revised version, incorporating your suggestions: \n\nLeaves of amber, gold—drifting like dreams, \nA golden rain from trees’ canopies. \nWhispers of wind—a gentle breath, \nNature’s scented tapestry embracing earth. \n\nHarvest moons rise as evenings chill, \nFields of plenty paint every hill. \nSweaters wrapped tight as twilight nears— \nFall’s embrace, warm as whispered years. \n\nPumpkins aglow with autumn’s light, \nCrackling leaves underfoot in flight. \nIn every leaf and breeze that calls, \nWe find the magic of glorious fall. \n\nI hope these changes enhance the imagery and sensory experience. Thank you again for your feedback!', type='TextMessage'), TextMessage(source='critic', models_usage=RequestUsage(prompt_tokens=556, completion_tokens=132), content='Your revisions have made the poem even more evocative and immersive. The use of sensory details, such as "whispers of wind" and "crackling leaves," beautifully enriches the poem, engaging multiple senses. The metaphorical language, like "a golden rain from trees’ canopies" and "Fall’s embrace, warm as whispered years," adds depth and enhances the emotional warmth of the poem. The structural variation with the inclusion of dashes effectively adds emphasis and flow. \n\nOverall, these changes bring greater vibrancy and life to the poem, allowing readers to truly experience the wonders of fall. Excellent work on the revisions!\n\nAPPROVE', type='TextMessage')], stop_reason="Text 'APPROVE' mentioned")
上の出力で、チームが中断したところから再開し、そして最初のメッセージはチームが停止する前に最後に発言したエージェントの次のエージェントからであることがわかります。
Let’s resume the team again with a new task while keeping the context about the previous task.
# The new task is to translate the same poem to Chinese Tang-style poetry.
await Console(team.run_stream(task="将这首诗用中文唐诗风格写一遍。"))
---------- user ---------- 将这首诗用中文唐诗风格写一遍。 ---------- primary ---------- 朔风轻拂叶飘金， 枝上斜阳染秋林。 满山丰收人欢喜， 月明归途衣渐紧。 南瓜影映灯火中， 落叶沙沙伴归程。 片片秋意随风起， 秋韵悠悠心自明。 [Prompt tokens: 700, Completion tokens: 77] ---------- critic ---------- 这首改编的唐诗风格诗作成功地保留了原诗的意境与情感，体现出秋季特有的氛围和美感。通过“朔风轻拂叶飘金”、“枝上斜阳染秋林”等意象，生动地描绘出了秋天的景色，与唐诗中的自然意境相呼应。且“月明归途衣渐紧”、“落叶沙沙伴归程”让人感受到秋天的安宁与温暖。 通过这些诗句，读者能够感受到秋天的惬意与宁静，勾起丰收与团圆的画面，是一次成功的翻译改编。 APPROVE [Prompt tokens: 794, Completion tokens: 161] ---------- Summary ---------- Number of messages: 3 Finish reason: Text 'APPROVE' mentioned Total prompt tokens: 1494 Total completion tokens: 238 Duration: 3.89 seconds
TaskResult(messages=[TextMessage(source='user', models_usage=None, content='将这首诗用中文唐诗风格写一遍。', type='TextMessage'), TextMessage(source='primary', models_usage=RequestUsage(prompt_tokens=700, completion_tokens=77), content='朔风轻拂叶飘金， \n枝上斜阳染秋林。 \n满山丰收人欢喜， \n月明归途衣渐紧。 \n\n南瓜影映灯火中， \n落叶沙沙伴归程。 \n片片秋意随风起， \n秋韵悠悠心自明。 ', type='TextMessage'), TextMessage(source='critic', models_usage=RequestUsage(prompt_tokens=794, completion_tokens=161), content='这首改编的唐诗风格诗作成功地保留了原诗的意境与情感，体现出秋季特有的氛围和美感。通过“朔风轻拂叶飘金”、“枝上斜阳染秋林”等意象，生动地描绘出了秋天的景色，与唐诗中的自然意境相呼应。且“月明归途衣渐紧”、“落叶沙沙伴归程”让人感受到秋天的安宁与温暖。\n\n通过这些诗句，读者能够感受到秋天的惬意与宁静，勾起丰收与团圆的画面，是一次成功的翻译改编。\n\nAPPROVE', type='TextMessage')], stop_reason="Text 'APPROVE' mentioned")
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