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Objective:
To create a GroupChat class that facilitates agent-to-agent communication using multiple Flow instances as agents.
1. Requirements and Features:
1.1. Dynamic Agent Addition
Ability to add any number of Flow instances (agents) dynamically to the GroupChat.
1.2. Structured Communication
The GroupChat should maintain a structured order of agent communication, ensuring that agents do not overlap or interrupt each other.
1.3. Context Preservation
The context of the chat should be preserved to ensure that agents can reference previous messages and respond coherently.
1.4. Unique Agent Identification
Every agent in the GroupChat should have a unique identifier to differentiate messages from different agents.
1.5. Agent-to-Agent Direct Messaging
Ability for one agent to send a direct message to another agent within the GroupChat.
1.6. Broadcast Messaging
An agent should be able to send a message to all other agents in the GroupChat.
1.7. Dynamic Agent Removal
Ability to remove agents from the GroupChat dynamically.
1.8. Agent Status
Mechanism to check the status of each agent (active, idle, offline).
1.9. Message Logging
All messages within the GroupChat should be logged for future reference.
1.10. Interactive Mode
An option to allow human intervention in the chat. The human user should be able to communicate with the agents in the GroupChat.
1.11. Extensibility
The GroupChat should be designed in a way that it can be extended to support other models (like Anthropic, Huggingface's Mistral, etc.) in the future.
1.12. Error Handling
Proper error handling mechanisms to ensure smooth communication, even when an agent faces issues.
1.13. Rate Limiting
Ensure that no single agent dominates the conversation by implementing rate limiting.
1.14. Message Formatting
Support for basic message formatting to improve readability.
1.15. Synchronization
Ensure that all agents are synchronized in terms of context and message history.
2. High-Level Implementation Steps:
2.1. Class Initialization
Define the GroupChat class with methods to add or remove Flow instances.
2.2. Message Management
Implement methods to send, receive, log, and format messages.
2.3. Agent Management
Add methods to manage the status, addition, removal, and identification of agents.
2.4. Communication Protocols
Define protocols for agent-to-agent direct messaging and broadcast messaging.
2.5. Context Management
Ensure all agents have a synchronized view of the conversation context.
2.6. Error Handling
Add mechanisms to handle potential errors or interruptions in agent communication.
2.7. Extensibility
Design the architecture such that new models or features can be easily integrated in the future.
3. Sample Usage:
fromswarms.modelsimportOpenAIChatfromswarms.structsimportFlow, GroupChatapi_key=""# Initialize multiple Flow agentsagent1=Flow(OpenAIChat(openai_api_key=api_key, temperature=0.5), max_loops=5)
agent2=Flow(OpenAIChat(openai_api_key=api_key, temperature=0.6), max_loops=5)
# Initialize GroupChat with agentsgroup_chat=GroupChat(agents=[agent1, agent2])
# Simulate agent to agent communicationgroup_chat.run("Generate the codebase to implement a transformer llm from scratch")
This document provides a high-level overview of the features, requirements, and steps to implement the GroupChat class for agent-to-agent communication using Flow instances.
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GroupChat Implementation Document
Objective:
To create a
GroupChat
class that facilitates agent-to-agent communication using multipleFlow
instances as agents.1. Requirements and Features:
1.1. Dynamic Agent Addition
Flow
instances (agents) dynamically to theGroupChat
.1.2. Structured Communication
GroupChat
should maintain a structured order of agent communication, ensuring that agents do not overlap or interrupt each other.1.3. Context Preservation
1.4. Unique Agent Identification
GroupChat
should have a unique identifier to differentiate messages from different agents.1.5. Agent-to-Agent Direct Messaging
GroupChat
.1.6. Broadcast Messaging
GroupChat
.1.7. Dynamic Agent Removal
GroupChat
dynamically.1.8. Agent Status
1.9. Message Logging
GroupChat
should be logged for future reference.1.10. Interactive Mode
GroupChat
.1.11. Extensibility
GroupChat
should be designed in a way that it can be extended to support other models (like Anthropic, Huggingface's Mistral, etc.) in the future.1.12. Error Handling
1.13. Rate Limiting
1.14. Message Formatting
1.15. Synchronization
2. High-Level Implementation Steps:
2.1. Class Initialization
GroupChat
class with methods to add or removeFlow
instances.2.2. Message Management
2.3. Agent Management
2.4. Communication Protocols
2.5. Context Management
2.6. Error Handling
2.7. Extensibility
3. Sample Usage:
This document provides a high-level overview of the features, requirements, and steps to implement the
GroupChat
class for agent-to-agent communication usingFlow
instances.Beta Was this translation helpful? Give feedback.
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