| name: cdn-cache-optimizer |
| version: "1.0.0" |
| description: > |
| Edge CDN Cache Optimizer — an RL environment where an agent manages |
| a content delivery network cache. The agent decides which files to evict |
| when the cache is full, balancing hit rate, bandwidth efficiency, and |
| avoiding cache thrashing. Simulates real-world viral traffic spikes |
| alongside steady baseline demand. |
| |
| author: umar |
| tags: |
| - openenv |
| - cdn |
| - cache |
| - infrastructure |
| - real-world |
|
|
| tasks: |
| - id: task_easy |
| name: Steady Traffic Cache |
| difficulty: easy |
| episode_length: 100 |
| cache_capacity_mb: 100.0 |
|
|
| - id: task_medium |
| name: Mixed Traffic Cache |
| difficulty: medium |
| episode_length: 150 |
| cache_capacity_mb: 80.0 |
|
|
| - id: task_hard |
| name: Constrained Cache with Viral Bursts |
| difficulty: hard |
| episode_length: 200 |
| cache_capacity_mb: 50.0 |
|
|
| observation_space: |
| type: structured |
| fields: |
| - step: int |
| - cache_used_mb: float |
| - cache_capacity_mb: float |
| - cache_fill_ratio: float |
| - cached_files: list[FileEntry] |
| - incoming_file_id: str |
| - incoming_file_size_mb: float |
| - incoming_file_is_viral: bool |
| - cache_hit: bool |
| - recent_hit_rate: float |
| - time_of_day: float |
| - queue_preview: list[str] |
|
|
| action_space: |
| type: structured |
| fields: |
| - evict_file_id: str | null |
|
|
| reward_range: [-1.0, 1.5] |
|
|
| endpoints: |
| reset: POST /reset |
| step: POST /step |
| state: GET /state |
|
|
| runtime: |
| framework: fastapi |
| python: "3.11" |
| port: 7860 |
|
|
