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"environment": "Energy & Memory RAM Optimization",
"spec_version": "1.0",
"type": "rl-environment",
"real_world_application": "System resource optimization for data centers, cloud infrastructure, edge computing, and IoT devices",
"total_graders": 5,
"minimum_required_graders": 3,
"validation_status": "PASS",
"scoring_scale": "0.0 (worst performance) to 1.0 (best performance)",
"graders": [
{
"id": "task_1_basic_ram_reduction_grader",
"name": "basic_ram_reduction",
"display_name": "Basic RAM Reduction",
"difficulty": 1,
"category": "easy",
"description": "Reduce RAM usage below 70%",
"targets": {
"ram_percentage": 70.0,
"energy_kwh": 7.5,
"max_steps": 10
},
"scoring_methodology": "RAM Score (40%) + Energy Score (40%) + Step Efficiency (20%)",
"real_world_application": "Memory optimization for resource-constrained devices, IoT, and edge computing",
"score_examples": {
"worst_case": {
"ram": 100.0,
"energy": 10.0,
"steps": 50,
"score": 0.0
},
"target_case": {
"ram": 70.0,
"energy": 7.5,
"steps": 10,
"score": 1.0
},
"excellent_case": {
"ram": 60.0,
"energy": 6.0,
"steps": 3,
"score": 1.0
}
}
},
{
"id": "task_2_energy_optimization_grader",
"name": "energy_optimization",
"display_name": "Energy Optimization",
"difficulty": 2,
"category": "medium",
"description": "Reduce energy consumption below 6 kWh while maintaining RAM below 75%",
"targets": {
"ram_percentage": 75.0,
"energy_kwh": 6.0,
"max_steps": 15
},
"scoring_methodology": "Energy Score (50%) + RAM Constraint Score (25%) + Step Efficiency (25%)",
"real_world_application": "Energy efficiency optimization for data centers and cloud infrastructure",
"score_examples": {
"worst_case": {
"ram": 100.0,
"energy": 10.0,
"steps": 50,
"score": 0.0
},
"target_case": {
"ram": 75.0,
"energy": 6.0,
"steps": 15,
"score": 1.0
},
"excellent_case": {
"ram": 65.0,
"energy": 5.0,
"steps": 10,
"score": 1.0
}
}
},
{
"id": "task_3_balanced_optimization_grader",
"name": "balanced_optimization",
"display_name": "Balanced Optimization",
"difficulty": 3,
"category": "hard",
"description": "Balance RAM below 60% and energy below 5 kWh",
"targets": {
"ram_percentage": 60.0,
"energy_kwh": 5.0,
"max_steps": 20
},
"scoring_methodology": "Balance Score (90%: RAM Score 50% + Energy Score 50%) + Step Efficiency Bonus (10%)",
"real_world_application": "Production system optimization with dual constraints on memory and energy",
"score_examples": {
"worst_case": {
"ram": 100.0,
"energy": 10.0,
"steps": 50,
"score": 0.0
},
"target_case": {
"ram": 60.0,
"energy": 5.0,
"steps": 20,
"score": 0.9
},
"excellent_case": {
"ram": 50.0,
"energy": 4.0,
"steps": 15,
"score": 0.925
}
}
},
{
"id": "task_4_advanced_efficiency_grader",
"name": "advanced_efficiency",
"display_name": "Advanced Efficiency",
"difficulty": 4,
"category": "hard",
"description": "Achieve RAM below 50% and energy below 4 kWh",
"targets": {
"ram_percentage": 50.0,
"energy_kwh": 4.0,
"max_steps": 25
},
"scoring_methodology": "Balance Score (90%: RAM Score 50% + Energy Score 50%) + Step Efficiency Bonus (10%)",
"real_world_application": "Highly constrained embedded systems and IoT devices",
"score_examples": {
"worst_case": {
"ram": 100.0,
"energy": 10.0,
"steps": 50,
"score": 0.0
},
"target_case": {
"ram": 50.0,
"energy": 4.0,
"steps": 25,
"score": 0.9
}
}
},
{
"id": "task_5_expert_optimization_grader",
"name": "expert_optimization",
"display_name": "Expert Optimization",
"difficulty": 5,
"category": "expert",
"description": "Master level: RAM below 40% and energy below 3 kWh",
"targets": {
"ram_percentage": 40.0,
"energy_kwh": 3.0,
"max_steps": 30
},
"scoring_methodology": "Balance Score (90%: RAM Score 60% + Energy Score 40%) + Step Efficiency Bonus (10%)",
"real_world_application": "Mission-critical space, deep-sea probes, and highly scaled edge clusters",
"score_examples": {
"worst_case": {
"ram": 100.0,
"energy": 10.0,
"steps": 50,
"score": 0.0
}
}
}
],
"summary": {
"graders_count": 5,
"min_graders_required": 3,
"graders_detected": true,
"different_scores_returned": true,
"real_world_application": true,
"validation_passed": true
}
}
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