| { |
| "schema_version": "atx-policy-pareto-comparison-v1", |
| "description": "Comparison of ATX global expert and layer-expert residency policies by hot-cache size, combined importance, and combined activation/frequency capture.", |
| "notes": [ |
| "combined_importance_captured_pct is mean normalized importance_score share across SciCode and Terminal-Bench Hard Agent.", |
| "combined_activation_captured_pct is mean normalized activation_count share across SciCode and Terminal-Bench Hard Agent and is the more direct proxy for offload hit frequency.", |
| "estimated_hot_vram_gib is the ATX expert-slice cache estimate from Qwen3.6 XL tensor mapping; total model residency is additional." |
| ], |
| "rows": [ |
| { |
| "policy_type": "global_experts", |
| "policy": "combined_top_05pct_global_experts.atx.json", |
| "percent": 5, |
| "selected_units": 13, |
| "effective_layer_expert_cells": 520, |
| "estimated_hot_vram_gib": 0.93, |
| "estimated_hot_vram_mib": 952.7, |
| "combined_importance_captured_pct": 16.2, |
| "combined_activation_captured_pct": 6.5, |
| "scicode_importance_captured_pct": 18.7, |
| "terminal_bench_importance_captured_pct": 13.6 |
| }, |
| { |
| "policy_type": "global_experts", |
| "policy": "combined_top_10pct_global_experts.atx.json", |
| "percent": 10, |
| "selected_units": 26, |
| "effective_layer_expert_cells": 1040, |
| "estimated_hot_vram_gib": 1.861, |
| "estimated_hot_vram_mib": 1905.3, |
| "combined_importance_captured_pct": 27.3, |
| "combined_activation_captured_pct": 12.8, |
| "scicode_importance_captured_pct": 31.9, |
| "terminal_bench_importance_captured_pct": 22.7 |
| }, |
| { |
| "policy_type": "global_experts", |
| "policy": "combined_top_15pct_global_experts.atx.json", |
| "percent": 15, |
| "selected_units": 39, |
| "effective_layer_expert_cells": 1560, |
| "estimated_hot_vram_gib": 2.791, |
| "estimated_hot_vram_mib": 2858.0, |
| "combined_importance_captured_pct": 36.6, |
| "combined_activation_captured_pct": 19.1, |
| "scicode_importance_captured_pct": 42.7, |
| "terminal_bench_importance_captured_pct": 30.5 |
| }, |
| { |
| "policy_type": "global_experts", |
| "policy": "combined_top_20pct_global_experts.atx.json", |
| "percent": 20, |
| "selected_units": 52, |
| "effective_layer_expert_cells": 2080, |
| "estimated_hot_vram_gib": 3.721, |
| "estimated_hot_vram_mib": 3810.6, |
| "combined_importance_captured_pct": 44.4, |
| "combined_activation_captured_pct": 24.8, |
| "scicode_importance_captured_pct": 52.4, |
| "terminal_bench_importance_captured_pct": 36.5 |
| }, |
| { |
| "policy_type": "layer_expert_cells", |
| "policy": "combined_top_05pct_layer_experts.atx.json", |
| "percent": 5, |
| "selected_units": 512, |
| "effective_layer_expert_cells": 512, |
| "estimated_hot_vram_gib": 0.914, |
| "estimated_hot_vram_mib": 936.2, |
| "combined_importance_captured_pct": 66.1, |
| "combined_activation_captured_pct": 20.2, |
| "scicode_importance_captured_pct": 74.3, |
| "terminal_bench_importance_captured_pct": 57.8 |
| }, |
| { |
| "policy_type": "layer_expert_cells", |
| "policy": "combined_top_10pct_layer_experts.atx.json", |
| "percent": 10, |
| "selected_units": 1024, |
| "effective_layer_expert_cells": 1024, |
| "estimated_hot_vram_gib": 1.826, |
| "estimated_hot_vram_mib": 1870.3, |
| "combined_importance_captured_pct": 80.0, |
| "combined_activation_captured_pct": 32.5, |
| "scicode_importance_captured_pct": 85.8, |
| "terminal_bench_importance_captured_pct": 74.3 |
| }, |
| { |
| "policy_type": "layer_expert_cells", |
| "policy": "combined_top_15pct_layer_experts.atx.json", |
| "percent": 15, |
| "selected_units": 1536, |
| "effective_layer_expert_cells": 1536, |
| "estimated_hot_vram_gib": 2.742, |
| "estimated_hot_vram_mib": 2807.7, |
| "combined_importance_captured_pct": 87.1, |
| "combined_activation_captured_pct": 41.5, |
| "scicode_importance_captured_pct": 91.0, |
| "terminal_bench_importance_captured_pct": 83.2 |
| }, |
| { |
| "policy_type": "layer_expert_cells", |
| "policy": "combined_top_20pct_layer_experts.atx.json", |
| "percent": 20, |
| "selected_units": 2048, |
| "effective_layer_expert_cells": 2048, |
| "estimated_hot_vram_gib": 3.657, |
| "estimated_hot_vram_mib": 3744.6, |
| "combined_importance_captured_pct": 91.2, |
| "combined_activation_captured_pct": 48.9, |
| "scicode_importance_captured_pct": 94.0, |
| "terminal_bench_importance_captured_pct": 88.4 |
| } |
| ] |
| } |
|
|
