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Running
Harshil Patel commited on
Commit ·
e0d574f
1
Parent(s): 7ec791b
Implement agent manager
Browse files- src/agent_manager.py +203 -0
src/agent_manager.py
ADDED
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| 1 |
+
from abc import ABC, abstractmethod
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| 2 |
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from typing import Dict, Type, Any, Optional
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| 3 |
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import os
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import json
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import ollama
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from src.singleton import singleton
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class Agent(ABC):
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| 9 |
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def __init__(self, agent_name: str, base_model: str, system_prompt: str):
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| 11 |
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self.agent_name = agent_name
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| 12 |
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self.base_model = base_model
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self.system_prompt = system_prompt
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self.create_model()
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@abstractmethod
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def create_model(self) -> None:
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"""Create and Initialize agent"""
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pass
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@abstractmethod
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def ask_agent(self, prompt: str) -> str:
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"""ask agent a question"""
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pass
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@abstractmethod
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def delete_agent(self) ->None:
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"""delete agent"""
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pass
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class OllamaAgent(Agent):
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def create_model(self):
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ollama_response = ollama.create(
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model = self.agent_name,
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from_ = self.base_model,
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system = self.system_prompt,
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stream = False
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)
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def ask_agent(self, prompt):
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print(f"Asked Agent {self.agent_name} a question")
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agent_response = ollama.chat(
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model=self.agent_name,
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messages=[{"role": "user", "content": prompt}],
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)
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print(f"Agent {self.agent_name} answered with {agent_response.message.content}")
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return agent_response.message.content
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def delete_agent(self):
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ollama.delete(self.agent_name)
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@singleton
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class AgentManager():
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def __init__(self):
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self._agents = {}
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self._agent_types ={
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ollama: OllamaAgent
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}
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self._load_agents()
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def create_agent(self, agent_name: str, base_model: str, system_prompt: str, description: str = "", create_cost: float = 0, invoke_cost: float = 0,
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**additional_params) -> Agent:
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if agent_name in self._agents:
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raise ValueError(f"Agent {agent_name} already exists")
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agent_type = self._get_agent_type(base_model)
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agent_class = self._agent_types.get(agent_type)
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if not agent_class:
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raise ValueError(f"Unsupported base model {base_model}")
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# create agent
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self._agents[agent_name] = agent_class(agent_name, base_model, system_prompt)
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#save agent to file
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self._save_agent(
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agent_name,
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base_model,
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system_prompt,
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description=description,
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create_cost=create_cost,
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invoke_cost=invoke_cost,
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**additional_params # For any future parameters we might want to add
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)
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return self._agents[agent_name]
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def get_agent(self, agent_name: str) -> Agent:
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| 93 |
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"""Get existing agent by name"""
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| 94 |
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if agent_name in self._agents:
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raise ValueError(f"Agent {agent_name} already exists")
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return self._agents[agent_name]
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| 98 |
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def list_agents(self) -> dict:
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"""Return agent information (name, description, costs)"""
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| 100 |
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try:
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if os.path.exists("./models/models.json"):
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| 102 |
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with open("./models/models.json", "r", encoding="utf8") as f:
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full_models = json.loads(f.read())
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# Create a simplified version with only the description and costs
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simplified_agents = {}
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for name, data in full_models.items():
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simplified_agents[name] = {
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"description": data.get("description", ""),
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"create_cost": data.get("create_cost", 0),
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"invoke_cost": data.get("invoke_cost", 0)
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}
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return simplified_agents
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| 114 |
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else:
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return {}
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except Exception as e:
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| 117 |
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print(f"Error listing agents: {e}")
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| 118 |
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return {}
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| 119 |
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| 120 |
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def delete_agent(self, agent_name: str) -> None:
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| 121 |
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if agent_name not in self._agents:
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raise ValueError(f"Agent {agent_name} does not exist")
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| 123 |
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self._agents[agent_name].delete_agent()
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| 124 |
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| 125 |
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del self._agents[agent_name]
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| 126 |
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try:
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| 127 |
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if os.path.exists("./models/models.json"):
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| 128 |
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with open("./models/models.json", "r", encoding="utf8") as f:
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| 129 |
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models = json.loads(f.read())
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| 130 |
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del models[agent_name]
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| 132 |
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with open("./models/models.json", "w", encoding="utf8") as f:
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| 133 |
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f.write(json.dumps(models, indent=4))
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| 134 |
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except Exception as e:
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| 135 |
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print(f"Error deleting agent: {e}")
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| 136 |
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| 137 |
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| 138 |
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def _save_agent(self, agent_name: str, base_model: str, system_prompt: str,
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| 139 |
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description: str = "", create_cost: float = 0, invoke_cost: float = 0,
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| 140 |
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**additional_params) -> None:
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| 141 |
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"""Save a single agent to the models.json file"""
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| 142 |
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try:
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| 143 |
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# Ensure the directory exists
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| 144 |
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os.makedirs("./models", exist_ok=True)
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| 145 |
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| 146 |
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# Read existing models file or create empty dict if it doesn't exist
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| 147 |
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try:
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| 148 |
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with open("./models/models.json", "r", encoding="utf8") as f:
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| 149 |
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models = json.loads(f.read())
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| 150 |
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except (FileNotFoundError, json.JSONDecodeError):
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| 151 |
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models = {}
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| 152 |
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| 153 |
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# Update the models dict with the new agent
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| 154 |
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models[agent_name] = {
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| 155 |
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"base_model": base_model,
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| 156 |
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"description": description,
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| 157 |
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"system_prompt": system_prompt,
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| 158 |
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"create_cost": create_cost,
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| 159 |
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"invoke_cost": invoke_cost,
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| 160 |
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}
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| 161 |
+
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| 162 |
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# Add any additional parameters that were passed
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| 163 |
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for key, value in additional_params.items():
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| 164 |
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models[agent_name][key] = value
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| 165 |
+
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| 166 |
+
# Write the updated models back to the file
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| 167 |
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with open("./models/models.json", "w", encoding="utf8") as f:
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| 168 |
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f.write(json.dumps(models, indent=4))
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| 169 |
+
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| 170 |
+
except Exception as e:
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| 171 |
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print(f"Error saving agent {agent_name}: {e}")
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| 172 |
+
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| 173 |
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def _get_agent_type(self, base_model)->str:
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| 174 |
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if base_model.startswith("ollama"):
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| 175 |
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return "ollama"
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| 176 |
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else:
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| 177 |
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return "unknown"
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| 178 |
+
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| 179 |
+
def _load_agents(self) -> None:
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| 180 |
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"""Load agent configurations from disk"""
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| 181 |
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try:
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| 182 |
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if not os.path.exists("./models/models.json"):
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| 183 |
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return
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| 184 |
+
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| 185 |
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with open("./models/models.json", "r", encoding="utf8") as f:
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| 186 |
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models = json.loads(f.read())
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| 187 |
+
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| 188 |
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for name, data in models.items():
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| 189 |
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base_model = data["base_model"]
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| 190 |
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system_prompt = data["system_prompt"]
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| 191 |
+
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| 192 |
+
model_type = self._get_model_type(base_model)
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| 193 |
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manager_class = self._model_types.get(model_type)
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| 194 |
+
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| 195 |
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if manager_class:
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| 196 |
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# Create the agent with the appropriate manager class
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| 197 |
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self._agents[name] = manager_class(
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| 198 |
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name,
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| 199 |
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base_model,
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| 200 |
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system_prompt
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| 201 |
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)
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| 202 |
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except Exception as e:
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| 203 |
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print(f"Error loading agents: {e}")
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