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Initialize LangChain & AutoGen KV-Cache Engine

Linked challenge: LangChain & AutoGen KV-Cache Multi-Tenant Capacity Planner

Prompt source

implementation12 lines3 sectionsNo variables0 checklist items
from langchain_core.tools import tool
import autogen

# Define LangChain tool for memory allocation check
@tool
def check_gpu_vram_capacity(requested_blocks: int, gpu_id: int = 0) -> dict:
    """Calculates available PagedAttention memory blocks on targeted GPU."""
    # Simulation logic here
    pass

# Configure AutoGen multi-tenant negotiation system
config_list = [{'model': 'gpt-4o', 'api_key': 'ENV_KEY'}]
user_proxy = autogen.UserProxyAgent(name="TenantScheduler", human_input_mode="NEVER")
planner = autogen.AssistantAgent(name="KVCachePlanner", llm_config={'config_list': config_list})