promptulate
v1.18.4
英語中文
Promptulateは、 Cogit Labによって作成されたAIエージェントアプリケーション開発フレームワークであり、Pythonic開発パラダイムを介してエージェントアプリケーションを構築するための非常に簡潔で効率的な方法を開発者に提供します。 Promptulateの核となる哲学は、オープンソースコミュニティの知恵を借りて統合することであり、さまざまな開発フレームワークのハイライトを組み込み、開発者間のコンセンサスを統合するための障壁を下げて統合することです。 ProsputeLulateを使用すると、ほとんどのタスクを数行のコードで簡単に完了できるため、LLM、エージェント、ツール、RAGなど、最も簡潔なコードを使用して操作できます。
pne.chat関数ですべてを把握して、すべての重要な機能をカプセル化します。次の図は、 promptulateのコアアーキテクチャを示しています。
Promptulateのコアコンセプトは、AIアプリケーションを構築するためのシンプルでPythonicで効率的な方法を提供したいと考えています。つまり、フレームワークを学ぶことに多くの時間を費やす必要はありません。 pne.chat()を使用してほとんどの作品を実行したいと考えており、ほんの数行のコードでAIアプリケーションを簡単に構築できます。
以下では、
pneはProsptulateの略です。pとe、それぞれ促進の始まりと終わりを表し、nは9を表します。これは、pとe間の9文字の速記です。
Promptulateは、Litellmの機能を統合し、以下のモデルを含むがこれらに限定されない、市場のほぼすべてのタイプの大規模モデルをサポートします。
| プロバイダー | 完了 | ストリーミング | 非同期完了 | 非同期ストリーミング | 非同期埋め込み | 非同期画像生成 |
|---|---|---|---|---|---|---|
| Openai | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| azure | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| AWS -Sagemaker | ✅ | ✅ | ✅ | ✅ | ✅ | |
| AWS-岩盤 | ✅ | ✅ | ✅ | ✅ | ✅ | |
| Google -vertex_ai [gemini] | ✅ | ✅ | ✅ | ✅ | ||
| Google-パーム | ✅ | ✅ | ✅ | ✅ | ||
| Google AI Studio -Gemini | ✅ | ✅ | ||||
| ミストラルAI API | ✅ | ✅ | ✅ | ✅ | ✅ | |
| CloudFlare AI労働者 | ✅ | ✅ | ✅ | ✅ | ||
| 協力します | ✅ | ✅ | ✅ | ✅ | ✅ | |
| 人類 | ✅ | ✅ | ✅ | ✅ | ||
| ハギングフェイス | ✅ | ✅ | ✅ | ✅ | ✅ | |
| 複製します | ✅ | ✅ | ✅ | ✅ | ||
| 一緒に_ai | ✅ | ✅ | ✅ | ✅ | ||
| OpenRouter | ✅ | ✅ | ✅ | ✅ | ||
| AI21 | ✅ | ✅ | ✅ | ✅ | ||
| Baseten | ✅ | ✅ | ✅ | ✅ | ||
| vllm | ✅ | ✅ | ✅ | ✅ | ||
| nlp_cloud | ✅ | ✅ | ✅ | ✅ | ||
| アレフアルファ | ✅ | ✅ | ✅ | ✅ | ||
| 花びら | ✅ | ✅ | ✅ | ✅ | ||
| オラマ | ✅ | ✅ | ✅ | ✅ | ||
| deepinfra | ✅ | ✅ | ✅ | ✅ | ||
| Perplexity-Ai | ✅ | ✅ | ✅ | ✅ | ||
| groq ai | ✅ | ✅ | ✅ | ✅ | ||
| 任意のスケール | ✅ | ✅ | ✅ | ✅ | ||
| 航海ai | ✅ | |||||
| Xinference [Xorbitsの推論] | ✅ |
PNEの強力なモデルサポートにより、サードパーティモデル呼び出しを簡単に作成できます。
次に、PNEでオラマのローカルLLAMA3モデルを実行する方法を見てみましょう。
import promptulate as pne
resp : str = pne . chat ( model = "ollama/llama2" , messages = [{ "content" : "Hello, how are you?" , "role" : "user" }])？ 2024.5.14 Openaiは、最新の「Omni」モデルを立ち上げ、ターボと比較して速度と価格設定を改善しました。
迅速なアプリケーションのいずれかで、利用可能なマルチモーダル機能を使用できます！
import promptulate as pne
messages = [
{
"role" : "user" ,
"content" : [
{ "type" : "text" , "text" : "What's in this image?" },
{
"type" : "image_url" ,
"image_url" : "https://upload.wikimedia.org/wikipedia/commons/thumb/d/dd/Gfp-wisconsin-madison-the-nature-boardwalk.jpg/2560px-Gfp-wisconsin-madison-the-nature-boardwalk.jpg" ,
},
],
}
]
resp = pne . chat ( model = "gpt-4o" , messages = messages )
print ( resp ) provider/model_nameを使用してモデルを呼び出すと、サードパーティモデル呼び出しを簡単に作成できます。
その他のモデルについては、Litellmドキュメントをご覧ください。
また、開始/公式ドキュメントでpne.chat()を使用する方法を確認することもできます。
PNEによってretremlitチャットボットを構築します
PNEによるグラデーションチャットボットをビルドします
エージェントで数学アプリケーションを構築します
GROQ、LLAMA3、アプリケーションを構築するための流線
StreamlitとPNEを使用して知識マップを構築します
pne+streamlitを使用してチャットボットを構築して、githubリポジトリとチャットします
エージェント[SteamLit、Toolagent、Hooks]を使用して数学アプリケーションを構築します。
ROS2とPROMPTULATE [エージェント]のMulitmodalロボットエージェントフレームワーク
retrylitとpneを使用して、さまざまなモデルの遊び場を比較します。 [streamlit]
GCOP：Promptulateに基づいて、Git AI Copilot
pip install -U pne注：Pythonバージョンは3.8以上でなければなりません。
PNEは多くのモジュールを提供していますが、LLMアプリケーション開発シナリオの90％では、pne.chat（）関数を使用するだけであるため、PNEの使用を理解するためにチャットを開始するだけです。追加のモジュールを使用する必要がある場合は、他のモジュールの機能と使用についてさらに学ぶことができます。
pne.chat()を使用して、Openaiのようにチャットできます。 Openai Chat APIドキュメント：https：//platform.openai.com/docs/api-reference/chat
import promptulate as pne
messages = [
{ "role" : "system" , "content" : "You are a helpful assistant." },
{ "role" : "user" , "content" : "Who are you?" },
]
response : str = pne . chat ( messages = messages , model = "gpt-4-turbo" )
print ( response )多くのサードパーティライブラリは、DeepseekなどのOpenai SDKを使用することができます。 PNEでは、 pne.chat()関数を使用してこれらのモデルを呼び出すことができます。OpenaiSDKを使用する必要はなく、開発の難易度を簡素化するための強化された機能を提供します。モデルでopenai/xxxプロバイダーのプレフィックスを使用すると、OpenAIモデルを使用して呼び出しを行うことができます。
import os
import promptulate as pne
os . environ [ "DEEPSEEK_API_KEY" ] = "your api key"
messages = [
{ "role" : "system" , "content" : "You are a helpful assistant." },
{ "role" : "user" , "content" : "How are you?" },
]
response = pne . chat (
messages = messages ,
model = "openai/deepseek-chat" ,
)
print ( response )堅牢な出力フォーマットは、LLMアプリケーション開発の基本的な基盤です。 LLMが安定したデータを返すことができることを願っています。 PNEを使用すると、フォーマットされた出力を簡単に実行できます。次の例では、PydanticのBasemodelを使用して、返される必要があるデータ構造をカプセル化します。
from typing import List
import promptulate as pne
from pydantic import BaseModel , Field
class LLMResponse ( BaseModel ):
provinces : List [ str ] = Field ( description = "List of provinces' names" )
resp : LLMResponse = pne . chat ( "Please tell me all provinces in China." , output_schema = LLMResponse )
print ( resp )出力：
provinces=['Anhui', 'Fujian', 'Gansu', 'Guangdong', 'Guizhou', 'Hainan', 'Hebei', 'Heilongjiang', 'Henan', 'Hubei', 'Hunan', 'Jiangsu', 'Jiangxi', 'Jilin', 'Liaoning', 'Qinghai', 'Shaanxi', 'Shandong', 'Shanxi', 'Sichuan', 'Yunnan', 'Zhejiang', 'Taiwan', 'Guangxi', 'Nei Mongol', 'Ningxia', 'Xinjiang', 'Xizang', 'Beijing', 'Chongqing', 'Shanghai', 'Tianjin', 'Hong Kong', 'Macao']
さらに、計画と解決の紙の影響を受けて、PNEは、開発者が計画、推論、および行動を通じて複雑な問題に対処できるエージェントを構築することもできます。エージェントの計画能力は、 enable_planパラメーターを使用してアクティブにすることができます。
この例では、Webで情報を検索するための強力なツールである検索エンジンとしてTavilyを使用します。 Tavilyを使用するには、TavilyからAPIキーを取得する必要があります。
import os
os . environ [ "TAVILY_API_KEY" ] = "your_tavily_api_key"
os . environ [ "OPENAI_API_KEY" ] = "your_openai_api_key"この場合、LangchainでラップされたTavilySearchResultsツールを使用しています。
from langchain_community . tools . tavily_search import TavilySearchResults
tools = [ TavilySearchResults ( max_results = 5 )] import promptulate as pne
pne . chat ( "what is the hometown of the 2024 Australia open winner?" , model = "gpt-4-1106-preview" , enable_plan = True )出力：
[Agent] Assistant Agent start...
[User instruction] what is the hometown of the 2024 Australia open winner?
[Plan] {"goals": ["Find the hometown of the 2024 Australian Open winner"], "tasks": [{"task_id": 1, "description": "Identify the winner of the 2024 Australian Open."}, {"task_id": 2, "description": "Research the identified winner to find their place of birth or hometown."}, {"task_id": 3, "description": "Record the hometown of the 2024 Australian Open winner."}], "next_task_id": 1}
[Agent] Tool Agent start...
[User instruction] Identify the winner of the 2024 Australian Open.
[Thought] Since the current date is March 26, 2024, and the Australian Open typically takes place in January, the event has likely concluded for the year. To identify the winner, I should use the Tavily search tool to find the most recent information on the 2024 Australian Open winner.
[Action] tavily_search_results_json args: {'query': '2024 Australian Open winner'}
[Observation] [{'url': 'https://ausopen.com/articles/news/sinner-winner-italian-takes-first-major-ao-2024', 'content': 'The agile right-hander, who had claimed victory from a two-set deficit only once previously in his young career, is the second Italian man to achieve singles glory at a major, following Adriano Panatta in1976.With victories over Andrey Rublev, 10-time AO champion Novak Djokovic, and Medvedev, the Italian is the youngest player to defeat top 5 opponents in the final three matches of a major since Michael Stich did it at Wimbledon in 1991 – just weeks before Sinner was born.n He saved the only break he faced with an ace down the tee, and helped by scoreboard pressure, broke Medvedev by slamming a huge forehand to force an error from his more experienced rival, sealing the fourth set to take the final to a decider.n Sensing a shift in momentum as Medvedev served to close out the second at 5-3, Sinner set the RLA crowd alight with a pair of brilliant passing shots en route to creating a break point opportunity, which Medvedev snuffed out with trademark patience, drawing a forehand error from his opponent. “We are trying to get better every day, even during the tournament we try to get stronger, trying to understand every situation a little bit better, and I’m so glad to have you there supporting me, understanding me, which sometimes it’s not easy because I am a little bit young sometimes,” he said with a smile.n Medvedev, who held to love in his first three service games of the second set, piled pressure on the Italian, forcing the right-hander to produce his best tennis to save four break points in a nearly 12-minute second game.n'}, {'url': 'https://www.cbssports.com/tennis/news/australian-open-2024-jannik-sinner-claims-first-grand-slam-title-in-epic-comeback-win-over-daniil-medvedev/', 'content': '"nOur Latest Tennis StoriesnSinner makes epic comeback to win Australian OpennSinner, Sabalenka win Australian Open singles titlesn2024 Australian Open odds, Sinner vs. Medvedev picksnSabalenka defeats Zheng to win 2024 Australian Openn2024 Australian Open odds, Sabalenka vs. Zheng picksn2024 Australian Open odds, Medvedev vs. Zverev picksnAustralian Open odds: Djokovic vs. Sinner picks, betsnAustralian Open odds: Gauff vs. Sabalenka picks, betsnAustralian Open odds: Zheng vs. Yastremska picks, betsnNick Kyrgios reveals he's contemplating retirementn© 2004-2024 CBS Interactive. Jannik Sinner claims first Grand Slam title in epic comeback win over Daniil MedvedevnSinner, 22, rallied back from a two-set deficit to become the third ever Italian Grand Slam men's singles championnAfter almost four hours, Jannik Sinner climbed back from a two-set deficit to win his first ever Grand Slam title with an epic 3-6, 3-6, 6-4, 6-4, 6-3 comeback victory against Daniil Medvedev. Sinner became the first Italian man to win the Australian Open since 1976, and just the eighth man to successfully come back from two sets down in a major final.n He did not drop a single set until his meeting with Djokovic, and that win in itself was an accomplishment as Djokovic was riding a 33-match winning streak at the Australian Open and had never lost a semifinal in Melbourne.n @janniksin • @wwos • @espn • @eurosport • @wowowtennis pic.twitter.com/DTCIqWoUoRn"We are trying to get better everyday, and even during the tournament, trying to get stronger and understand the situation a little bit better," Sinner said.'}, {'url': 'https://www.bbc.com/sport/tennis/68120937', 'content': 'Live scores, results and order of playnAlerts: Get tennis news sent to your phonenRelated TopicsnTop StoriesnFA Cup: Blackburn Rovers v Wrexham - live text commentarynRussian skater Valieva given four-year ban for dopingnLinks to Barcelona are 'totally untrue' - ArtetanElsewhere on the BBCnThe truth behind the fake grooming scandalnFeaturing unseen police footage and interviews with the officers at the heart of the casenDid their father and uncle kill Nazi war criminals?n A real-life murder mystery following three brothers in their quest for the truthnWhat was it like to travel on the fastest plane?nTake a behind-the-scenes look at the supersonic story of the ConcordenToxic love, ruthless ambition and shocking betrayalnTell Me Lies follows a passionate college relationship with unimaginable consequences...n "nMarathon man Medvedev runs out of steamnMedvedev is the first player to lose two Grand Slam finals after winning the opening two setsnSo many players with the experience of a Grand Slam final have talked about how different the occasion can be, particularly if it is the first time, and potentially overwhelming.n Jannik Sinner beats Daniil Medvedev in Melbourne finalnJannik Sinner is the youngest player to win the Australian Open men's title since Novak Djokovic in 2008nJannik Sinner landed the Grand Slam title he has long promised with an extraordinary fightback to beat Daniil Medvedev in the Australian Open final.n "nSinner starts 2024 in inspired formnSinner won the first Australian Open men's final since 2005 which did not feature Roger Federer, Rafael Nadal or Novak DjokovicnSinner was brought to the forefront of conversation when discussing Grand Slam champions in 2024 following a stunning end to last season.n'}]
[Execute Result] {'thought': "The search results have provided consistent information about the winner of the 2024 Australian Open. Jannik Sinner is mentioned as the winner in multiple sources, which confirms the answer to the user's question.", 'action_name': 'finish', 'action_parameters': {'content': 'Jannik Sinner won the 2024 Australian Open.'}}
[Execute] Execute End.
[Revised Plan] {"goals": ["Find the hometown of the 2024 Australian Open winner"], "tasks": [{"task_id": 2, "description": "Research Jannik Sinner to find his place of birth or hometown."}, {"task_id": 3, "description": "Record the hometown of Jannik Sinner, the 2024 Australian Open winner."}], "next_task_id": 2}
[Agent] Tool Agent start...
[User instruction] Research Jannik Sinner to find his place of birth or hometown.
[Thought] To find Jannik Sinner's place of birth or hometown, I should use the search tool to find the most recent and accurate information.
[Action] tavily_search_results_json args: {'query': 'Jannik Sinner place of birth hometown'}
[Observation] [{'url': 'https://www.sportskeeda.com/tennis/jannik-sinner-nationality', 'content': "During the semifinal of the Cup, Sinner faced Djokovic for the third time in a row and became the first player to defeat him in a singles match. Jannik Sinner NationalitynJannik Sinner is an Italian national and was born in Innichen, a town located in the mainly German-speaking area of South Tyrol in northern Italy. A. Jannik Sinner won his maiden Masters 1000 title at the 2023 Canadian Open defeating Alex de Minaur in the straight sets of the final.n Apart from his glorious triumph at Melbourne Park in 2024, Jannik Sinner's best Grand Slam performance came at the 2023 Wimbledon, where he reached the semifinals. In 2020, Sinner became the youngest player since Novak Djokovic in 2006 to reach the quarter-finals of the French Open."}, {'url': 'https://en.wikipedia.org/wiki/Jannik_Sinner', 'content': "At the 2023 Australian Open, Sinner lost in the 4th round to eventual runner-up Stefanos Tsitsipas in 5 sets.[87]nSinner then won his seventh title at the Open Sud de France in Montpellier, becoming the first player to win a tour-level title in the season without having dropped a single set and the first since countryman Lorenzo Musetti won the title in Naples in October 2022.[88]nAt the ABN AMRO Open he defeated top seed and world No. 3 Stefanos Tsitsipas taking his revenge for the Australian Open loss, for his biggest win ever.[89] At the Cincinnati Masters, he lost in the third round to Félix Auger-Aliassime after being up a set, a break, and 2 match points.[76]nSeeded 11th at the US Open, he reached the fourth round after defeating Brandon Nakashima in four sets.[77] Next, he defeated Ilya Ivashka in a five set match lasting close to four hours to reach the quarterfinals for the first time at this Major.[78] At five hours and 26 minutes, it was the longest match of Sinner's career up until this point and the fifth-longest in the tournament history[100] as well as the second longest of the season after Andy Murray against Thanasi Kokkinakis at the Australian Open.[101]nHe reached back to back quarterfinals in Wimbledon after defeating Juan Manuel Cerundolo, Diego Schwartzman, Quentin Halys and Daniel Elahi Galan.[102] He then reached his first Major semifinal after defeating Roman Safiullin, before losing to Novak Djokovic in straight sets.[103] In the following round in the semifinals, he lost in straight sets to career rival and top seed Carlos Alcaraz who returned to world No. 1 following the tournament.[92] In Miami, he reached the quarterfinals of this tournament for a third straight year after defeating Grigor Dimitrov and Andrey Rublev, thus returning to the top 10 in the rankings at world No. In the final, he came from a two-set deficit to beat Daniil Medvedev to become the first Italian player, male or female, to win the Australian Open singles title, and the third man to win a Major (the second of which is in the Open Era), the first in 48 years.[8][122]"}, {'url': 'https://www.thesportreview.com/biography/jannik-sinner/', 'content': '• Date of birth: 16 August 2001n• Age: 22 years oldn• Place of birth: San Candido, Italyn• Nationality: Italiann• Height: 188cm / 6ft 2insn• Weight: 76kg / 167lbsn• Plays: Right-handedn• Turned Pro: 2018n• Career Prize Money: US$ 4,896,338n• Instagram: @janniksinnThe impressive 22-year-old turned professional back in 2018 and soon made an impact on the tour, breaking into the top 100 in the world rankings for the first time in 2019.n Jannik Sinner (Photo: Dubai Duty Free Tennis Championships)nSinner ended the season as number 78 in the world, becoming the youngest player since Rafael Nadal in 2003 to end the year in the top 80.n The Italian then ended the 2019 season in style, qualifying for the 2019 Next Gen ATP Finals and going on to win the tournament with a win over Alex de Minaur in the final.n Sinner then reached the main draw of a grand slam for the first time at the 2019 US Open, when he came through qualifying to reach the first round, where he lost to Stan Wawrinka.n Asked to acknowledge some of the key figures in his development, Sinner replied: “I think first of all, my family who always helped me and gave me the confidence to actually change my life when I was 13-and-a-half, 14 years old.n'}]
[Execute Result] {'thought': 'The search results have provided two different places of birth for Jannik Sinner: Innichen and San Candido. These are actually the same place, as San Candido is the Italian name and Innichen is the German name for the town. Since the user asked for the place of birth or hometown, I can now provide this information.', 'action_name': 'finish', 'action_parameters': {'content': 'Jannik Sinner was born in San Candido (Italian) / Innichen (German), Italy.'}}
[Execute] Execute End.
[Revised Plan] {"goals": ["Find the hometown of the 2024 Australian Open winner"], "tasks": [], "next_task_id": null}
[Agent Result] Jannik Sinner was born in San Candido (Italian) / Innichen (German), Italy.
[Agent] Agent End.
エージェント開発のシナリオでは、より良いカスタマイズを実現するために、エージェントの多くの原子成分を分割する必要があることがよくあります。 PNEは、プランナーなどの原子化剤コンポーネントを提供します。次の例は、タスク計画のために別のプランナーコンポーネントの使用を示しています。
import promptulate as pne
model = pne . LLMFactory . build ( "gpt-4-turbo" )
planner = pne . Planner ( model , system_prompt = "You are a planner" )
plans = planner . run ( "Plan a trip to Paris" )
print ( plans )出力：
('goals', ['Plan a trip to Paris'])
('tasks', [Task(task_id=1, description='Check passport validity', status=<TaskStatus.TODO: 'todo'>), Task(task_id=2, description='Determine travel dates', status=<TaskStatus.TODO: 'todo'>), Task(task_id=3, description='Research and book flights', status=<TaskStatus.TODO: 'todo'>), Task(task_id=4, description='Book accommodations', status=<TaskStatus.TODO: 'todo'>), Task(task_id=5, description='Plan itinerary for the trip', status=<TaskStatus.TODO: 'todo'>), Task(task_id=6, description='Investigate and purchase travel insurance', status=<TaskStatus.TODO: 'todo'>), Task(task_id=7, description='Set a budget for the trip', status=<TaskStatus.TODO: 'todo'>), Task(task_id=8, description='Pack luggage', status=<TaskStatus.TODO: 'todo'>), Task(task_id=9, description='Notify bank of international travel', status=<TaskStatus.TODO: 'todo'>), Task(task_id=10, description='Check weather forecast and pack accordingly', status=<TaskStatus.TODO: 'todo'>)])
('next_task_id', 1)
詳細については、開始/公式ドキュメントを確認してください。
PNEフレームワークの設計原則には、モジュール性、拡張性、相互運用性、堅牢性、保守性、セキュリティ、効率、および使いやすさが含まれます。
これらの原則に従って最新の人工知能技術を適用して、 pne 、自動エージェントを作成するための強力で柔軟なフレームワークを提供することを目指しています。
詳細については、[email protected]にお問い合わせください
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