diff --git a/.gitignore b/.gitignore index 7d1d2ca75..749d94bea 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,5 @@ .DS_Store +*gaga* *.swp ngrok* .env* diff --git a/README-CN.md b/README-CN.md index e39a65bcc..c0290845f 100644 --- a/README-CN.md +++ b/README-CN.md @@ -6,7 +6,7 @@


- 探索文档 + 探索文档（正在开发中） · 不和谐 · @@ -62,34 +62,39 @@ -

📖 Table of Contents

- -- [主要特点](#%E4%B8%BB%E8%A6%81%E7%89%B9%E7%82%B9) -- [Python 快速入门🐍](#python-%E5%BF%AB%E9%80%9F%E5%85%A5%E9%97%A8) -- [Node.js Quick Start 🟩](#nodejs-quick-start-) - - [Step 1: Create an Agent](#step-1-create-an-agent) -- [Components](#components) - - [Mental Model](#mental-model) -- [Concepts](#concepts) -- [Understanding Tasks](#understanding-tasks) - - [Lifecycle of a Task](#lifecycle-of-a-task) - - [Types of Workflow Steps](#types-of-workflow-steps) -- [Tool Types](#tool-types) - - [User-defined `functions`](#user-defined-functions) - - [`system` tools](#system-tools) - - [Built-in `integrations`](#built-in-integrations) - - [Direct `api_calls`](#direct-api_calls) -- [Integrations](#integrations) -- [Other Features](#other-features) - - [Adding Tools to Agents](#adding-tools-to-agents) - - [Managing Sessions and Users](#managing-sessions-and-users) - - [Document Integration and Search](#document-integration-and-search) - - [SDK 参考](#sdk-%E5%8F%82%E8%80%83) - - [API 参考](#api-%E5%8F%82%E8%80%83) -- [本地快速启动](#%E6%9C%AC%E5%9C%B0%E5%BF%AB%E9%80%9F%E5%90%AF%E5%8A%A8) -- [Julep 和 LangChain 等有什么区别？](#julep-%E5%92%8C-langchain-%E7%AD%89%E6%9C%89%E4%BB%80%E4%B9%88%E5%8C%BA%E5%88%AB) - - [不同的用例](#%E4%B8%8D%E5%90%8C%E7%9A%84%E7%94%A8%E4%BE%8B) - - [不同的外形尺寸](#%E4%B8%8D%E5%90%8C%E7%9A%84%E5%A4%96%E5%BD%A2%E5%B0%BA%E5%AF%B8) +

📖 目录

+ +- [简介](#introduction) +- [主要特点](#key-features) +- [快速示例](#quick-example) +- [安装](#安装) +- [Python 快速入门 🐍](#python-quick-start-) +- [Node.js 快速入门🟩](#nodejs-quick-start-) +- [步骤 1：创建代理](#step-1-create-an-agent) +- [组件](#components) +- [心智模型](#mental-model) +- [概念](#concepts) +- [理解任务](#understanding-tasks) +- [任务的生命周期](#lifecycle-of-a-task) +- [工作流步骤的类型](#types-of-workflow-steps) +- [工具类型](#tool-types) +- [用户定义的`函数`](#user-defined-functions) +- [`系统` 工具](#system-tools) +- [内置 `integrations`](#built-in-integrations) +- [直接`api_calls`](#direct-api_calls) +- [集成](#integrations) +- [其他功能](#other-features) +- [向代理添加工具](#adding-tools-to-agents) +- [管理会话和用户](#managing-sessions-and-users) +- [文档集成与搜索](#document-integration-and-search) +- [参考](#reference) +- [SDK 参考](#sdk-reference) +- [API 参考](#api-reference) +- [本地快速启动](#local-quickstart) +- [Julep 和 LangChain 等有什么区别？](#julep 和 langchain 等之间有什么区别) +- [不同用例](#different-use-cases) +- [不同的外形尺寸](#different-form-factor) +- [总结](#in-summary) @@ -232,7 +237,7 @@ main: > **人工智能研究摘要** > ->###人工智能（AI）研究成果摘要 +> ### 人工智能（AI）研究成果摘要 > > #### 简介 > @@ -1297,7 +1302,7 @@ result: string # Brave Search 的结果 设置： api_key: string # BrowserBase 的 API 密钥 project_id: string # BrowserBase 的项目 ID -session_id: string # （可选）BrowserBase 的会话 ID +session_id: string #（可选）BrowserBase 的会话 ID 参数： urls: list[string] # 使用 BrowserBase 加载的 URL @@ -1352,7 +1357,7 @@ mode: string # 爬虫的类型（默认值：“scrape”） params: dict # （可选）Spider API 的参数 输出： -documents: list # 蜘蛛返回的文档 +documents: list # 从蜘蛛返回的文档 ``` diff --git a/README-FR.md b/README-FR.md index 2848a2637..2a5254c03 100644 --- a/README-FR.md +++ b/README-FR.md @@ -6,7 +6,7 @@


- Explorer les documents + Explorer les documents (en cours) · Discorde · @@ -62,39 +62,39 @@ Des nouvelles passionnantes ! Nous participons au DevFest.AI tout au long du moi -

📖 Table of Contents

+

📖 Table des matières

-- [Introduction](#introduction) -- [Principales caractéristiques](#principales-caract%C3%A9ristiques) -- [Exemple rapide](#exemple-rapide) +- [Présentation](#introduction) +- [Caractéristiques principales](#key-features) +- [Exemple rapide](#quick-example) - [Installation](#installation) -- [Démarrage rapide de Python 🐍](#d%C3%A9marrage-rapide-de-python-) -- [Node.js Quick Start 🟩](#nodejs-quick-start-) - - [Step 1: Create an Agent](#step-1-create-an-agent) -- [Components](#components) - - [Mental Model](#mental-model) +- [Démarrage rapide de Python 🐍](#python-quick-start-) +- [Démarrage rapide de Node.js 🟩](#nodejs-quick-start-) +- [Étape 1 : Créer un agent](#step-1-create-an-agent) +- [Composants](#composants) +- [Modèle mental](#mental-model) - [Concepts](#concepts) -- [Understanding Tasks](#understanding-tasks) - - [Lifecycle of a Task](#lifecycle-of-a-task) - - [Types of Workflow Steps](#types-of-workflow-steps) -- [Tool Types](#tool-types) - - [User-defined `functions`](#user-defined-functions) - - [`system` tools](#system-tools) - - [Built-in `integrations`](#built-in-integrations) - - [Direct `api_calls`](#direct-api_calls) -- [Integrations](#integrations) -- [Other Features](#other-features) - - [Adding Tools to Agents](#adding-tools-to-agents) - - [Managing Sessions and Users](#managing-sessions-and-users) - - [Document Integration and Search](#document-integration-and-search) -- [Référence](#r%C3%A9f%C3%A9rence) - - [Référence du SDK](#r%C3%A9f%C3%A9rence-du-sdk) - - [Référence API](#r%C3%A9f%C3%A9rence-api) -- [Démarrage rapide local](#d%C3%A9marrage-rapide-local) -- [Quelle est la différence entre Julep et LangChain etc ?](#quelle-est-la-diff%C3%A9rence-entre-julep-et-langchain-etc-) - - [Différents cas d'utilisation](#diff%C3%A9rents-cas-dutilisation) - - [Facteur de forme différent](#facteur-de-forme-diff%C3%A9rent) - - [En résumé](#en-r%C3%A9sum%C3%A9) +- [Comprendre les tâches](#understanding-tasks) +- [Cycle de vie d'une tâche](#cycle-de-vie-d-une-tâche) +- [Types d'étapes de flux de travail](#types-of-workflow-steps) +- [Types d'outils](#types-d'outils) +- [`Fonctions` définies par l'utilisateur](#user-defined-functions) +- [outils système](#outils-système) +- [`Intégrations` intégrées](#integrations-integrées) +- [Appels directs `api_calls`](#appels directs-api_calls) +- [Intégrations](#intégrations) +- [Autres fonctionnalités](#other-features) +- [Ajout d'outils aux agents](#adding-tools-to-agents) +- [Gestion des sessions et des utilisateurs](#managing-sessions-and-users) +- [Intégration et recherche de documents](#document-integration-and-search) +- [Référence](#référence) +- [Référence SDK](#sdk-reference) +- [Référence API](#api-reference) +- [Démarrage rapide local](#local-quickstart) +- [Quelle est la différence entre Julep et LangChain etc ?](#quelle-est-la-différence-entre-julep-et-langchain-etc) +- [Différents cas d'utilisation](#different-use-cases) +- [Facteur de forme différent](#different-form-factor) +- [En résumé](#en-resumé) @@ -429,11 +429,11 @@ agent_id=agent.id, ### Étape 3 : Exécuter la tâche exécution = client.executions.create( -task_id=task.id, +task_id=tâche.id, input={"idea": "Un chat qui apprend à voler"} ) -# 🎉 Regardez l'histoire et les panneaux de bande dessinée se générer +# 🎉 Regardez l'histoire et les panneaux de bandes dessinées se générer while (result := client.executions.get(execution.id)).status n'est pas dans ['réussi', 'échec'] : print(résultat.statut, résultat.sortie) heure.sommeil(1) @@ -1561,7 +1561,7 @@ Julep, en revanche, s'intéresse davantage à la création d'agents d'IA persist Utilisez Julep si vous imaginez créer un assistant IA complexe qui doit : - Suivez les interactions des utilisateurs sur plusieurs jours ou semaines. -- Exécutez des tâches planifiées, comme l'envoi de résumés quotidiens ou la surveillance des sources de données. +- Exécutez des tâches planifiées, comme l'envoi de résumés quotidiens ou la surveillance de sources de données. - Prendre des décisions basées sur des interactions antérieures ou des données stockées. - Interagir avec plusieurs services externes dans le cadre de son flux de travail. diff --git a/README-JA.md b/README-JA.md index 116df51ef..d22750547 100644 --- a/README-JA.md +++ b/README-JA.md @@ -6,7 +6,7 @@


- ドキュメントを見る + ドキュメントを探索 (wip) · 不和 · @@ -62,36 +62,39 @@ Julep プロジェクトに新しい貢献者を迎えられることを嬉し -

📖 Table of Contents

- -- [主な特徴](#%E4%B8%BB%E3%81%AA%E7%89%B9%E5%BE%B4) -- [簡単な例](#%E7%B0%A1%E5%8D%98%E3%81%AA%E4%BE%8B) -- [インストール](#%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB) -- [Python クイックスタート 🐍](#python-%E3%82%AF%E3%82%A4%E3%83%83%E3%82%AF%E3%82%B9%E3%82%BF%E3%83%BC%E3%83%88-) -- [Node.js Quick Start 🟩](#nodejs-quick-start-) - - [Step 1: Create an Agent](#step-1-create-an-agent) -- [Components](#components) - - [Mental Model](#mental-model) -- [Concepts](#concepts) -- [Understanding Tasks](#understanding-tasks) - - [Lifecycle of a Task](#lifecycle-of-a-task) - - [Types of Workflow Steps](#types-of-workflow-steps) -- [Tool Types](#tool-types) - - [User-defined `functions`](#user-defined-functions) - - [`system` tools](#system-tools) - - [Built-in `integrations`](#built-in-integrations) - - [Direct `api_calls`](#direct-api_calls) -- [Integrations](#integrations) -- [Other Features](#other-features) - - [Adding Tools to Agents](#adding-tools-to-agents) - - [Managing Sessions and Users](#managing-sessions-and-users) - - [Document Integration and Search](#document-integration-and-search) - - [SDK リファレンス](#sdk-%E3%83%AA%E3%83%95%E3%82%A1%E3%83%AC%E3%83%B3%E3%82%B9) - - [API リファレンス](#api-%E3%83%AA%E3%83%95%E3%82%A1%E3%83%AC%E3%83%B3%E3%82%B9) -- [ローカルクイックスタート](#%E3%83%AD%E3%83%BC%E3%82%AB%E3%83%AB%E3%82%AF%E3%82%A4%E3%83%83%E3%82%AF%E3%82%B9%E3%82%BF%E3%83%BC%E3%83%88) -- [Julep と LangChain などの違いは何ですか?](#julep-%E3%81%A8-langchain-%E3%81%AA%E3%81%A9%E3%81%AE%E9%81%95%E3%81%84%E3%81%AF%E4%BD%95%E3%81%A7%E3%81%99%E3%81%8B) - - [さまざまなユースケース](#%E3%81%95%E3%81%BE%E3%81%96%E3%81%BE%E3%81%AA%E3%83%A6%E3%83%BC%E3%82%B9%E3%82%B1%E3%83%BC%E3%82%B9) - - [異なるフォームファクタ](#%E7%95%B0%E3%81%AA%E3%82%8B%E3%83%95%E3%82%A9%E3%83%BC%E3%83%A0%E3%83%95%E3%82%A1%E3%82%AF%E3%82%BF) +

📖 目次

+ +- [はじめに](#introduction) +- [主な特徴](#key-features) +- [簡単な例](#quick-example) +- [インストール](#installation) +- [Python クイックスタート 🐍](#python-quick-start-) +- [Node.js クイック スタート 🟩](#nodejs-quick-start-) +- [ステップ 1: エージェントを作成する](#step-1-create-an-agent) +- [コンポーネント](#components) +- [メンタルモデル](#mental-model) +- [コンセプト](#concepts) +- [タスクの理解](#understanding-tasks) +- [タスクのライフサイクル](#lifecycle-of-a-task) +- [ワークフロー ステップの種類](#types-of-workflow-steps) +- [ツールの種類](#tool-types) +- [ユーザー定義の `functions`](#user-defined-functions) +- [`システム` ツール](#system-tools) +- [組み込みの `integrations`](#built-in-integrations) +- [直接の `api_calls`](#direct-api_calls) +- [統合](#integrations) +- [その他の機能](#other-features) +- [エージェントへのツールの追加](#adding-tools-to-agents) +- [セッションとユーザーの管理](#managing-sessions-and-users) +- [ドキュメントの統合と検索](#document-integration-and-search) +- [参考](#reference) +- [SDKリファレンス](#sdk-reference) +- [APIリファレンス](#api-reference) +- [ローカルクイックスタート](#local-quickstart) +- [Julep と LangChain などの違いは何ですか?](#whats-the-difference-between-julep-and-langchain-etc) +- [さまざまなユースケース](#different-use-cases) +- [異なるフォームファクター](#different-form-factor) +- [要約](#in-summary) @@ -107,7 +110,7 @@ Julep を使用すると、意思決定、ループ、並列処理、多数の - モデルの出力に基づいて意思決定を行う - 平行枝を生成し、 - たくさんのツールを使い、 -- 長時間走る。 +- 長時間実行します。 > [!ヒント] > 単純な質問に答えるだけでなく、複雑なタスクを処理し、過去のやり取りを記憶し、場合によっては他のツールや API も使用できる AI エージェントを構築したいとします。そこで Julep の出番です。詳細については、[タスクの理解](#understanding-tasks) をお読みください。 @@ -119,7 +122,7 @@ Julep を使用すると、意思決定、ループ、並列処理、多数の 3. 🔄 **複数ステップのタスク**: ループと意思決定を含む複雑な複数ステップのプロセスを構築します。 4. ⏳ **タスク管理**: 無期限に実行される可能性のある長時間実行タスクを処理します。 5. 🛠️ **組み込みツール**: タスクで組み込みツールと外部 API を使用します。 -6. 🔧 **自己修復**: Julep は失敗したステップを自動的に再試行し、メッセージを再送信し、タスクがスムーズに実行されるようにします。 +6. 🔧 **自己修復**: Julep は失敗したステップを自動的に再試行し、メッセージを再送信し、一般的にタスクがスムーズに実行されるようにします。 7. 📚 **RAG**: Julep のドキュメント ストアを使用して、独自のデータを取得して使用するためのシステムを構築します。 ![機能](https://github.com/user-attachments/assets/4355cbae-fcbd-4510-ac0d-f8f77b73af70) @@ -394,7 +397,7 @@ plot_ideas: load_yaml(_.split('```yaml')[1].split('```')[0].ストリップ()) Think about the plot ideas critically. Combine the plot ideas with the results from Wikipedia to create a detailed plot for a story. Write down all your notes and thoughts. - Then finally write the plot as a yaml object inside ```レスポンスの最後に yaml タグを追加します。yaml オブジェクトの構造は次のようになります。 + Then finally write the plot as a yaml object inside ```応答の最後に yaml タグを追加します。yaml オブジェクトの構造は次のようになります。 ```yaml title: "" @@ -1457,7 +1460,7 @@ context_overflow="適応型" # 同じセッションで会話を続ける レスポンス = client.sessions.chat( -セッションID=セッションID、 +session_id=セッションID、 メッセージ=[ { 「役割」: 「ユーザー」、 diff --git a/agents-api/agents_api/activities/task_steps/prompt_step.py b/agents-api/agents_api/activities/task_steps/prompt_step.py index 246b51910..1c8810427 100644 --- a/agents-api/agents_api/activities/task_steps/prompt_step.py +++ b/agents-api/agents_api/activities/task_steps/prompt_step.py @@ -1,7 +1,11 @@ import os +from datetime import datetime -from anthropic import Anthropic # Import Anthropic client +from anthropic import Anthropic +from anthropic.types.beta.beta_message import BetaMessage from beartype import beartype +from litellm import ChatCompletionMessageToolCall, Function, Message +from litellm.types.utils import Choices, ModelResponse from temporalio import activity from temporalio.exceptions import ApplicationError @@ -18,24 +22,151 @@ COMPUTER_USE_BETA_FLAG = "computer-use-2024-10-22" -# FIXME: This shouldn't be here. -def format_agent_tool(tool: Tool) -> dict: +def make_function_call(tool: Tool) -> dict | None: + result = {"type": "function"} + if tool.function: - return { - "type": "function", - "function": { - "name": tool.name, - "description": tool.description, - "parameters": tool.function.parameters, - }, - } + result.update( + { + "function": { + "name": tool.name, + "description": tool.description, + "parameters": tool.function.parameters, + }, + } + ) + elif tool.api_call: + result.update( + { + "function": { + "name": tool.name, + "description": tool.description, + "parameters": { + "type": "object", + "properties": { + "method": { + "type": "string", + "description": "The HTTP method to use", + }, + "url": { + "type": "string", + "description": "The URL to call", + }, + "headers": { + "type": "object", + "description": "The headers to send with the request", + }, + "content": { + "type": "string", + "description": "The content as base64 to send with the request", + }, + "data": { + "type": "object", + "description": "The data to send as form data", + }, + "json": { + "type": "object", + "description": "JSON body to send with the request", + }, + "cookies": { + "type": "object", + "description": "Cookies", + }, + "params": { + "type": "object", + "description": "The parameters to send with the request", + }, + "follow_redirects": { + "type": "boolean", + "description": "Follow redirects", + }, + "timeout": { + "type": "int", + "description": "The timeout for the request", + }, + }, + "required": ["method", "url"], + "additionalProperties": False, + }, + }, + } + ) + elif tool.system: + result.update( + { + "function": { + "name": f"{tool.system.resource}.{tool.system.operation}", + "description": f"{tool.system.operation} a {tool.system.resource}", + "parameters": { + "type": "object", + "properties": { + "resource": { + "type": "string", + "description": "Resource is the name of the resource to use, one of: agent, user, task, execution, doc, session, job", + }, + "operation": { + "type": "string", + "description": "Operation is the name of the operation to perform, one of: create, update, patch, create_or_update, embed, change_status, search, chat, history, delete, get, list", + }, + "resource_id": { + "type": "string", + "description": "Resource id", + }, + "subresource": { + "type": "string", + "description": "Sub-resource type, one of: tool, doc, execution, transition", + }, + "arguments": { + "type": "object", + "description": "The arguments to pre-apply to the system call", + }, + }, + "required": ["resource", "operation"], + "additionalProperties": False, + }, + } + } + ) + elif tool.integration: + result.update( + { + "function": { + "name": tool.name, + "description": f"{tool.integration.provider} integration", + "parameters": { + "type": "object", + "properties": { + "provider": { + "type": "string", + "description": "The provider of the integration", + }, + "method": { + "type": "string", + "description": "The specific method of the integration to call", + }, + "setup": { + "type": "object", + "description": "The setup parameters the integration accepts", + }, + "arguments": { + "type": "object", + "description": "The arguments to pre-apply to the integration call", + }, + }, + "required": ["provider"], + "additionalProperties": False, + }, + } + } + ) + elif tool.computer_20241022: return { "type": tool.type, "name": tool.name, - "display_width_px": tool.display_width_px, - "display_height_px": tool.display_height_px, - "display_number": tool.display_number, + "display_width_px": tool.computer_20241022.display_width_px, + "display_height_px": tool.computer_20241022.display_height_px, + "display_number": tool.computer_20241022.display_number, } elif tool.bash_20241022: return { @@ -47,9 +178,10 @@ def format_agent_tool(tool: Tool) -> dict: "type": tool.type, "name": tool.name, } - # TODO: Add integration | system | api_call tool types else: - return {} + raise ValueError(f"Unsupported tool: {tool}") + + return result @activity.defn @@ -87,6 +219,14 @@ async def prompt_step(context: StepContext) -> StepOutcome: direction="desc", ) + formatted_agent_tools = [ + func_call for tool in agent_tools if (func_call := make_function_call(tool)) + ] + tools_mapping = { + fmt_tool["function"]["name"]: orig_tool + for fmt_tool, orig_tool in zip(formatted_agent_tools, agent_tools) + } + if context.current_step.settings: passed_settings: dict = context.current_step.settings.model_dump( exclude_unset=True @@ -98,20 +238,18 @@ async def prompt_step(context: StepContext) -> StepOutcome: if isinstance(prompt, str): prompt = [{"role": "user", "content": prompt}] - # Format agent_tools for litellm - formatted_agent_tools = [ - format_agent_tool(tool) for tool in agent_tools if format_agent_tool(tool) - ] - - # Check if the model is Anthropic - if "claude-3.5-sonnet-20241022" == agent_model.lower(): + # Check if the model is Anthropic and bash/editor/computer use tool is included + if "claude" in agent_model.lower() and any( + tool.type in ["bash_20241022", "text_editor_20241022", "computer_20241022"] + for tool in agent_tools + ): # Retrieve the API key from the environment variable betas = [COMPUTER_USE_BETA_FLAG] # Use Anthropic API directly client = Anthropic(api_key=anthropic_api_key) # Claude Response - response = await client.beta.messages.create( + claude_response: BetaMessage = await client.beta.messages.create( model=agent_model, messages=prompt, tools=formatted_agent_tools, @@ -119,12 +257,47 @@ async def prompt_step(context: StepContext) -> StepOutcome: betas=betas, ) - return StepOutcome( - output=response.model_dump() - if hasattr(response, "model_dump") - else response, - next=None, + # FIXME: Handle multiple messages + if len(claude_response.content) != 1: + raise ApplicationError("Claude should only return one message") + + content_block = claude_response.content[0] + stop_reason = claude_response.stop_reason + + if stop_reason == "tool_use": + choice = Choices( + message=Message( + role="assistant", + content=None, + tool_calls=[ + ChatCompletionMessageToolCall( + type="function", + function=Function( + name=content_block.name, + arguments=content_block.input, + ), + ) + ], + ), + finish_reason="tool_calls", + ) + else: + choice = Choices( + message=Message( + role="assistant", + content=content_block.text, + ), + finish_reason="stop", + ) + + response: ModelResponse = ModelResponse( + id=claude_response.id, + choices=[choice], + created=datetime.now().timestamp(), + model=claude_response.model, + object="text_completion", ) + else: # Use litellm for other models completion_data: dict = { @@ -134,25 +307,54 @@ async def prompt_step(context: StepContext) -> StepOutcome: **agent_default_settings, **passed_settings, } - extra_body = { "cache": {"no-cache": debug}, } - response = await litellm.acompletion( + response: ModelResponse = await litellm.acompletion( **completion_data, extra_body=extra_body, ) - if context.current_step.unwrap: - if response.choices[0].finish_reason == "tool_calls": - raise ApplicationError("Tool calls cannot be unwrapped") + if context.current_step.unwrap: + if len(response.choices) != 1: + raise ApplicationError("Only one choice is supported") - response = response.choices[0].message.content + choice = response.choices[0] + if choice.finish_reason == "tool_calls": + raise ApplicationError("Tool calls cannot be unwrapped") return StepOutcome( - output=response.model_dump() - if hasattr(response, "model_dump") - else response, + output=choice.message.content, next=None, ) + + # Re-convert tool-calls to integration/system calls if needed + response_as_dict = response.model_dump() + + for choice in response_as_dict["choices"]: + if choice["finish_reason"] == "tool_calls": + calls = choice["message"]["tool_calls"] + + for call in calls: + call_name = call["function"]["name"] + call_args = call["function"]["arguments"] + + original_tool = tools_mapping.get(call_name) + if not original_tool: + raise ApplicationError(f"Tool {call_name} not found") + + if original_tool.type == "function": + continue + + call.pop("function") + call["type"] = original_tool.type + call[original_tool.type] = { + "name": call_name, + "arguments": call_args, + } + + return StepOutcome( + output=response_as_dict, + next=None, + ) diff --git a/agents-api/agents_api/workflows/task_execution/__init__.py b/agents-api/agents_api/workflows/task_execution/__init__.py index ea8b4fb22..520ae9c37 100644 --- a/agents-api/agents_api/workflows/task_execution/__init__.py +++ b/agents-api/agents_api/workflows/task_execution/__init__.py @@ -119,6 +119,82 @@ # Probably can be implemented much more efficiently +async def run_api_call(tool_call: dict, context: StepContext): + call = tool_call["api_call"] + tool_name = call["name"] + arguments = call["arguments"] + apicall_spec = next((t for t in context.tools if t.name == tool_name), None) + + if apicall_spec is None: + raise ApplicationError(f"Integration {tool_name} not found") + + api_call = ApiCallDef( + method=apicall_spec.spec["method"], + url=apicall_spec.spec["url"], + headers=apicall_spec.spec["headers"], + follow_redirects=apicall_spec.spec["follow_redirects"], + ) + + if "json_" in arguments: + arguments["json"] = arguments["json_"] + del arguments["json_"] + + return await workflow.execute_activity( + execute_api_call, + args=[ + api_call, + arguments, + ], + schedule_to_close_timeout=timedelta(seconds=30 if debug or testing else 600), + ) + + +async def run_integration_call(tool_call: dict, context: StepContext): + call = tool_call["integration"] + tool_name = call["name"] + arguments = call["arguments"] + integration_spec = next((t for t in context.tools if t.name == tool_name), None) + + if integration_spec is None: + raise ApplicationError(f"Integration {tool_name} not found") + + # FIXME: Refactor this + # Tools that are not defined in the task spec have a different format + if isinstance(integration_spec, TaskToolDef): + provider = integration_spec.spec["provider"] + setup = integration_spec.spec["setup"] + method = integration_spec.spec["method"] + else: + provider = integration_spec.integration.provider + setup = integration_spec.integration.setup.model_dump() + method = integration_spec.integration.method + + integration = BaseIntegrationDef( + provider=provider, + setup=setup, + method=method, + arguments=arguments, + ) + + return await workflow.execute_activity( + execute_integration, + args=[context, tool_name, integration, arguments], + schedule_to_close_timeout=timedelta(seconds=30 if debug or testing else 600), + retry_policy=DEFAULT_RETRY_POLICY, + ) + + +async def run_system_call(tool_call: dict, context: StepContext): + call = tool_call.get("system") + + system_call = SystemDef(**call) + return await workflow.execute_activity( + execute_system, + args=[context, system_call], + schedule_to_close_timeout=timedelta(seconds=30 if debug or testing else 600), + ) + + # Main workflow definition @workflow.defn class TaskExecutionWorkflow: @@ -395,13 +471,23 @@ async def run( message = response["choices"][0]["message"] tool_calls_input = message["tool_calls"] - # Enter a wait-for-input step to ask the developer to run the tool calls - tool_calls_results = await workflow.execute_activity( - task_steps.raise_complete_async, - args=[context, tool_calls_input], - schedule_to_close_timeout=timedelta(days=31), - retry_policy=DEFAULT_RETRY_POLICY, - ) + if tool_calls_input.get("api_call"): + tool_calls_results = await run_api_call(tool_calls_input, context) + elif tool_calls_input.get("integration"): + tool_calls_results = await run_integration_call( + tool_calls_input, context + ) + elif tool_calls_input.get("system"): + tool_calls_results = await run_system_call( + tool_calls_input, context + ) + else: + tool_calls_results = await workflow.execute_activity( + task_steps.raise_complete_async, + args=[context, tool_calls_input], + schedule_to_close_timeout=timedelta(days=31), + retry_policy=DEFAULT_RETRY_POLICY, + ) # Feed the tool call results back to the model context.current_step.prompt.append(message) @@ -453,96 +539,19 @@ async def run( case ToolCallStep(), StepOutcome(output=tool_call) if tool_call[ "type" ] == "integration": - call = tool_call["integration"] - tool_name = call["name"] - arguments = call["arguments"] - integration_spec = next( - (t for t in context.tools if t.name == tool_name), None - ) - - if integration_spec is None: - raise ApplicationError(f"Integration {tool_name} not found") - - # FIXME: Refactor this - # Tools that are not defined in the task spec have a different format - if isinstance(integration_spec, TaskToolDef): - provider = integration_spec.spec["provider"] - setup = integration_spec.spec["setup"] - method = integration_spec.spec["method"] - else: - provider = integration_spec.integration.provider - setup = integration_spec.integration.setup.model_dump() - method = integration_spec.integration.method - - integration = BaseIntegrationDef( - provider=provider, - setup=setup, - method=method, - arguments=arguments, - ) - - tool_call_response = await workflow.execute_activity( - execute_integration, - args=[context, tool_name, integration, arguments], - schedule_to_close_timeout=timedelta( - seconds=30 if debug or testing else 600 - ), - retry_policy=DEFAULT_RETRY_POLICY, - ) - + tool_call_response = await run_integration_call(tool_call, context) state = PartialTransition(output=tool_call_response) case ToolCallStep(), StepOutcome(output=tool_call) if tool_call[ "type" ] == "api_call": - call = tool_call["api_call"] - tool_name = call["name"] - arguments = call["arguments"] - apicall_spec = next( - (t for t in context.tools if t.name == tool_name), None - ) - - if apicall_spec is None: - raise ApplicationError(f"Integration {tool_name} not found") - - api_call = ApiCallDef( - method=apicall_spec.spec["method"], - url=apicall_spec.spec["url"], - headers=apicall_spec.spec["headers"], - follow_redirects=apicall_spec.spec["follow_redirects"], - ) - - if "json_" in arguments: - arguments["json"] = arguments["json_"] - del arguments["json_"] - - # Execute the API call using the `execute_api_call` function - tool_call_response = await workflow.execute_activity( - execute_api_call, - args=[ - api_call, - arguments, - ], - schedule_to_close_timeout=timedelta( - seconds=30 if debug or testing else 600 - ), - ) - + tool_call_response = await run_api_call(tool_call, context) state = PartialTransition(output=tool_call_response) case ToolCallStep(), StepOutcome(output=tool_call) if tool_call[ "type" ] == "system": - call = tool_call.get("system") - - system_call = SystemDef(**call) - tool_call_response = await workflow.execute_activity( - execute_system, - args=[context, system_call], - schedule_to_close_timeout=timedelta( - seconds=30 if debug or testing else 600 - ), - ) + tool_call_response = await run_system_call(tool_call, context) state = PartialTransition(output=tool_call_response) diff --git a/agents-api/poetry.lock b/agents-api/poetry.lock index 373da6c0b..55e0837a8 100644 --- a/agents-api/poetry.lock +++ b/agents-api/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. [[package]] name = "aiohappyeyeballs" @@ -498,17 +498,17 @@ numpy = ">=2.0.0,<3.0.0" [[package]] name = "boto3" -version = "1.35.51" +version = "1.35.52" description = "The AWS SDK for Python" optional = false python-versions = ">=3.8" files = [ - {file = "boto3-1.35.51-py3-none-any.whl", hash = "sha256:c922f6a18958af9d8af0489d6d8503b517029d8159b26aa4859a8294561c72e9"}, - {file = "boto3-1.35.51.tar.gz", hash = "sha256:a57c6c7012ecb40c43e565a6f7a891f39efa990ff933eab63cd456f7501c2731"}, + {file = "boto3-1.35.52-py3-none-any.whl", hash = "sha256:ec0e797441db56af63b1150bba49f114b0f885f5d76c3b6dc18075f73030d2bb"}, + {file = "boto3-1.35.52.tar.gz", hash = "sha256:68299da8ab2bb37cc843d61b9f4c1c9367438406cfd65a8f593afc7b3bfe226d"}, ] [package.dependencies] -botocore = ">=1.35.51,<1.36.0" +botocore = ">=1.35.52,<1.36.0" jmespath = ">=0.7.1,<2.0.0" s3transfer = ">=0.10.0,<0.11.0" @@ -517,13 +517,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] [[package]] name = "botocore" -version = "1.35.51" 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