Memory Attributes

from upsonic.storage import Memory, InMemoryStorage

memory = Memory(
    storage=storage,                    # Required: Storage backend
    session_id="session_123",          # Optional: For conversation/summary memory
    user_id="user_456",                # Optional: For user analysis memory
    full_session_memory=True,         # Enable complete chat history
    summary_memory=True,               # Enable conversation summaries
    user_analysis_memory=True,        # Enable user learning
    num_last_messages=10,             # Limit history to last N turns
    model="openai/gpt-4o",            # Model for analysis/summaries
    user_profile_schema=UserProfile,  # Custom user profile schema
    dynamic_user_profile=True,        # Let agent create custom fields
    user_memory_mode='update',        # 'update' or 'replace' mode
    feed_tool_call_results=False,     # Include tool calls in memory
    debug=True                        # Enable debug logging
)