# Cant-Be-Late Scheduling Problem Cloud spot instance scheduling benchmark with multiple difficulty variants. ## Variants This problem has **12 variants** combining three dimensions: | Dimension | Options | Description | |-----------|---------|-------------| | **Availability** | `high_availability` | 43-78% spot availability regions | | | `low_availability` | 4-40% spot availability regions | | | `mixed_availability` | Both high and low availability regions | | **Deadline** | `tight_deadline` | 52 hours (4-hour slack) | | | `loose_deadline` | 70 hours (22-hour slack) | | **Overhead** | `small_overhead` | 0.05 hours (3 minutes) restart overhead | | | `large_overhead` | 0.20 hours (12 minutes) restart overhead | ### Variant Examples | Variant | Deadline | Overhead | Regions | |---------|----------|----------|---------| | `high_availability_loose_deadline_large_overhead` | 70h (22h slack) | 0.20h (12 min) | High (43-78%) | | `high_availability_loose_deadline_small_overhead` | 70h (22h slack) | 0.05h (3 min) | High (43-78%) | | `high_availability_tight_deadline_large_overhead` | 52h (4h slack) | 0.20h (12 min) | High (43-78%) | | `high_availability_tight_deadline_small_overhead` | 52h (4h slack) | 0.05h (3 min) | High (43-78%) | | `low_availability_loose_deadline_large_overhead` | 70h (22h slack) | 0.20h (12 min) | Low (4-40%) | | `low_availability_loose_deadline_small_overhead` | 70h (22h slack) | 0.05h (3 min) | Low (4-40%) | | `low_availability_tight_deadline_large_overhead` | 52h (4h slack) | 0.20h (12 min) | Low (4-40%) | | `low_availability_tight_deadline_small_overhead` | 52h (4h slack) | 0.05h (3 min) | Low (4-40%) | | `mixed_availability_loose_deadline_large_overhead` | 70h (22h slack) | 0.20h (12 min) | Mixed | | `mixed_availability_loose_deadline_small_overhead` | 70h (22h slack) | 0.05h (3 min) | Mixed | | `mixed_availability_tight_deadline_large_overhead` | 52h (4h slack) | 0.20h (12 min) | Mixed | | `mixed_availability_tight_deadline_small_overhead` | 52h (4h slack) | 0.05h (3 min) | Mixed | ## Region Details **High Availability Regions** (43-78% spot availability): - `us-west-2b_k80_1` (77.5%) - `us-west-2b_v100_8` (66.3%) - `us-west-2a_v100_8` (62.8%) - `us-west-2b_v100_1` (43.2%) **Low Availability Regions** (4-40% spot availability): - `us-west-2a_k80_8` (40.3%) - `us-west-2b_k80_8` (39.1%) - `us-west-2a_v100_1` (30.3%) - `us-west-2a_k80_1` (4.3%) ## Directory Structure ``` cant_be_late/ ├── common/ # Shared evaluator code │ ├── __init__.py # Region and config definitions │ ├── run_evaluator.py # Main evaluation logic │ ├── cbl_evaluator.py # Core simulation evaluator │ ├── sim_worker.py # Simulation worker │ ├── cant-be-late-simulator/ # Simulator code │ └── real_traces.tar.gz # Trace data (extracted by set_up_env.sh) ├── {variant}/ # Each variant directory │ ├── evaluator.py # Thin wrapper importing from common/ │ ├── readme # Problem specification and API │ ├── config.yaml # Variant configuration │ └── resources/ # Resources for evaluation └── README.md # This file ``` ## Common Parameters All variants share: - Task duration: 48 hours - On-demand price: ~$3.06/hr - Spot price: ~$0.97/hr - Time limit: 300 seconds