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swarms/playground/structs/autoscaler_example.py

46 lines
930 B

import os
from dotenv import load_dotenv
# Import the OpenAIChat model and the Agent struct
from swarms.models import OpenAIChat
from swarms.structs import Agent
from swarms.structs.autoscaler import AutoScaler
# Load the environment variables
load_dotenv()
# Get the API key from the environment
api_key = os.environ.get("OPENAI_API_KEY")
# Initialize the language model
llm = OpenAIChat(
temperature=0.5,
openai_api_key=api_key,
)
## Initialize the workflow
agent = Agent(llm=llm, max_loops=1, dashboard=True)
# Load the autoscaler
autoscaler = AutoScaler(
initial_agents=2,
scale_up_factor=1,
idle_threshold=0.2,
busy_threshold=0.7,
agents=[agent],
autoscale=True,
min_agents=1,
max_agents=5,
custom_scale_strategy=None,
)
print(autoscaler)
# Run the workflow on a task
out = autoscaler.run(
agent.id, "Generate a 10,000 word blog on health and wellness."
)
print(out)