openenv.yaml

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