Cache - Allocated Requirements¶
This document outlines the requirements allocated to the Cache component within the AgentHeaven architecture.
1. Overview¶
The Cache component is responsible for monitoring and temporarily storing function calls, LLM interactions, and agent trajectories.
2. Allocated Requirements¶
2.1 Functional Requirements¶
ID |
Requirement |
Implementation Details |
Priority |
|---|---|---|---|
FR-07 |
Cache/Memory |
Implements monitoring and storage of system I/O |
High |
FR-08 |
Retrieval Engine |
Provides cached data for retrieval methods |
High |
FR-27 |
Cache Backend Types |
Implements Disk, Json, In-Memory, Callback, and Database cache backends |
High |
FR-28 |
Cache Entry Structure |
Provides universal CacheEntry with func, inputs, output, and metadata |
High |
FR-29 |
Cache Decorators |
Supports memoize and batch_memoize decorators for functions |
High |
FR-30 |
Async Support |
Handles both synchronous and asynchronous function caching |
High |
FR-31 |
Streaming Support |
Caches streaming generator functions (sync and async) |
High |
FR-32 |
Cache Annotation |
Allows adding expected outputs and metadata to cache entries |
Medium |
FR-33 |
Cache Exclusion |
Supports excluding specific parameters from cache key generation |
Medium |
FR-34 |
Cache Batch Operations |
Provides efficient batch caching for multiple function calls |
Medium |
2.2 Non-Functional Requirements¶
ID |
Requirement |
Implementation Details |
Priority |
|---|---|---|---|
NFR-01 |
Performance |
Implements caching for low-latency access |
High |
NFR-02 |
Observability |
Records all LLM interactions and agent actions |
Medium |
NFR-10 |
Cache Hit Rate |
Optimizes cache key generation for high hit rates |
High |
NFR-11 |
Memory Management |
Implements efficient memory usage for cache entries |
High |
NFR-12 |
Thread Safety |
Ensures cache operations are thread-safe |
High |
NFR-13 |
Cache Persistence |
Provides reliable persistence for disk and database caches |
Medium |
2.3 Cross-Component Dependencies¶
Component |
Description |
|---|---|
KLStore |
For persisting cached data as UKF records |
Agent |
For monitoring agent trajectories |
LLM |
For capturing LLM inputs/outputs |
3. Implementation Notes¶
[Add implementation notes here]
4. Open Issues¶
[List any open issues or questions]
Further Exploration¶
Tip: For more information about the cache system in AgentHeaven, see:
Cache System Implementation - Cache system implementation and usage
KLStore - Storage layer for knowledge objects
Base UKF - Base Unified Knowledge Format implementation
Tip: For more information about AgentHeaven architecture, see:
Agent Component - Agent implementation and architecture
LLM Component - LLM integration and interface