Qwen3.6 SciCode MoE Expert Saliency Analysis
Model: unsloth/Qwen3.6-35B-A3B-GGUF UD-Q4_K_XL. Dataset slice: SciCode MVP, prompt-prefill traces. Generated from mvp_expert_heatmap.parquet.
Interpretation boundary: this is observational saliency/proxy importance, not gradient saliency or causal ablation. Importance here combines router-weight mass and contribution L2 proxy from traced llama.cpp tensors. It is strong evidence for which experts are hot and carrying mass on these SciCode prompts, but it is not yet proof that removing/cold-loading the remaining experts is lossless.
Trace rows
76,604,880
Questions
291
Experts observed
256
Layer-expert pairs
10,061
Effective experts, importance
122.0 / 256
Global expert Gini, importance
0.508
Top 20 experts importance
29.7%
Effective layer-expert pairs
274 / 10,061
Executive Takeaways
- The workload uses all 256 experts somewhere, but the importance mass is not uniform. HHI effective expert count is 122.0, and global importance Gini is 0.508.
- The top 20 global experts capture 29.7% of the global importance proxy; top 10 capture 17.7%.
- At layer-expert granularity, concentration is much tighter: effective pair count is 274 out of 10,061 observed layer-expert pairs.
- Domain labels below are inferred from SciCode prompt text and problem names. They are useful for clustering, not for claiming a literal semantic label inside the model.
How Many Experts Cover the Mass?
Rows with mass_threshold answer: how many experts are needed to account for 20%, 50%, 80%, 90%, or 95% of the measured mass. Rows with top_entity_fraction answer the inverse question: how much mass is captured by the top 20%, 50%, or 80% of experts/pairs.
| metric | entity | mass_threshold | count_needed | share_of_entities | top_entity_fraction | count_used | mass_captured |
|---|---|---|---|---|---|---|---|
| expert importance | expert_id | 20.0% | 12 | 4.7% | |||
| expert importance | expert_id | 50.0% | 45 | 17.6% | |||
| expert importance | expert_id | 80.0% | 111 | 43.4% | |||
| expert importance | expert_id | 90.0% | 155 | 60.5% | |||
| expert importance | expert_id | 95.0% | 189 | 73.8% | |||
| expert importance | expert_id | 20.0% | 52 | 54.9% | |||
| expert importance | expert_id | 50.0% | 128 | 84.6% | |||
| expert importance | expert_id | 80.0% | 205 | 96.8% | |||
| expert activation frequency | expert_id | 20.0% | 31 | 12.1% | |||
| expert activation frequency | expert_id | 50.0% | 95 | 37.1% | |||
| expert activation frequency | expert_id | 80.0% | 178 | 69.5% | |||
| expert activation frequency | expert_id | 90.0% | 213 | 83.2% | |||
| expert activation frequency | expert_id | 95.0% | 233 | 91.0% | |||
| expert activation frequency | expert_id | 20.0% | 52 | 31.1% | |||
| expert activation frequency | expert_id | 50.0% | 128 | 63.2% | |||
| expert activation frequency | expert_id | 80.0% | 205 | 88.1% | |||
| layer-expert importance | layer_expert | 20.0% | 22 | 0.2% | |||
| layer-expert importance | layer_expert | 50.0% | 110 | 1.1% | |||
| layer-expert importance | layer_expert | 80.0% | 472 | 4.7% | |||
| layer-expert importance | layer_expert | 90.0% | 949 | 9.4% | |||
| layer-expert importance | layer_expert | 95.0% | 1,594 | 15.8% | |||
| layer-expert importance | layer_expert | 20.0% | 2,013 | 96.6% | |||
| layer-expert importance | layer_expert | 50.0% | 5,031 | 99.7% | |||
| layer-expert importance | layer_expert | 80.0% | 8,049 | 100.0% | |||
| layer-expert activation frequency | layer_expert | 20.0% | 223 | 2.2% | |||
| layer-expert activation frequency | layer_expert | 50.0% | 1,105 | 11.0% | |||
| layer-expert activation frequency | layer_expert | 80.0% | 3,395 | 33.7% | |||
| layer-expert activation frequency | layer_expert | 90.0% | 4,939 | 49.1% | |||
| layer-expert activation frequency | layer_expert | 95.0% | 6,152 | 61.1% | |||
| layer-expert activation frequency | layer_expert | 20.0% | 2,013 | 65.4% | |||
| layer-expert activation frequency | layer_expert | 50.0% | 5,031 | 90.5% | |||
| layer-expert activation frequency | layer_expert | 80.0% | 8,049 | 99.1% |
Distribution Tightness by Layer
Lower effective expert count and higher top-10 share mean a layer is routing importance through a tighter expert subset.
| layer | effective_n_hhi | gini | top1_share | top5_share | top10_share | top20_share |
|---|---|---|---|---|---|---|
| 20 | 6.729 | 0.946 | 31.6% | 72.4% | 83.6% | 90.0% |
| 12 | 7.598 | 0.9298 | 26.5% | 68.0% | 77.6% | 86.8% |
| 1 | 8.033 | 0.7783 | 33.5% | 52.0% | 59.9% | 67.3% |
| 8 | 8.805 | 0.9414 | 19.4% | 68.6% | 82.2% | 91.3% |
| 29 | 8.893 | 0.9009 | 30.2% | 53.4% | 66.7% | 82.1% |
| 5 | 9.053 | 0.9137 | 29.0% | 55.2% | 71.5% | 86.2% |
| 35 | 9.137 | 0.9304 | 21.5% | 65.0% | 81.5% | 88.7% |
| 37 | 9.183 | 0.9284 | 24.8% | 61.6% | 76.7% | 87.4% |
| 39 | 9.26 | 0.8415 | 19.0% | 68.1% | 80.0% | 89.8% |
| 14 | 9.267 | 0.9394 | 22.4% | 62.8% | 78.3% | 90.4% |
| 38 | 9.295 | 0.9301 | 25.7% | 61.7% | 79.9% | 89.7% |
| 7 | 9.599 | 0.9314 | 22.6% | 59.0% | 76.7% | 90.3% |
| 28 | 9.733 | 0.9221 | 23.4% | 60.7% | 76.9% | 87.4% |
| 36 | 9.894 | 0.9219 | 22.4% | 60.1% | 75.9% | 87.8% |
| 15 | 9.913 | 0.923 | 26.3% | 54.7% | 73.5% | 88.0% |
| 21 | 10.2 | 0.9393 | 19.1% | 64.6% | 78.7% | 90.6% |
| 18 | 10.75 | 0.9291 | 19.5% | 59.7% | 75.8% | 88.2% |
| 9 | 11.19 | 0.9283 | 19.8% | 59.7% | 76.6% | 88.3% |
| 24 | 11.27 | 0.913 | 20.0% | 54.9% | 69.0% | 82.8% |
| 11 | 11.46 | 0.9012 | 20.3% | 55.7% | 70.9% | 82.5% |
| 23 | 11.68 | 0.9182 | 16.6% | 59.4% | 76.4% | 87.1% |
| 27 | 11.81 | 0.9052 | 20.4% | 54.1% | 70.1% | 83.2% |
| 4 | 11.95 | 0.8947 | 17.5% | 59.6% | 70.3% | 80.0% |
| 19 | 12.1 | 0.9212 | 21.5% | 52.5% | 71.3% | 87.0% |
| 26 | 12.18 | 0.9235 | 16.8% | 58.3% | 73.2% | 88.1% |
| 13 | 12.73 | 0.9051 | 21.0% | 49.1% | 65.1% | 82.1% |
| 25 | 13.29 | 0.9041 | 21.0% | 49.2% | 63.9% | 79.9% |
| 22 | 13.77 | 0.923 | 13.2% | 54.4% | 74.7% | 86.9% |
| 3 | 14.49 | 0.8631 | 16.0% | 50.9% | 67.1% | 78.5% |
| 33 | 14.94 | 0.8827 | 18.4% | 48.6% | 64.8% | 78.6% |
| 31 | 14.98 | 0.891 | 20.2% | 44.0% | 62.0% | 80.7% |
| 34 | 15.13 | 0.8977 | 14.7% | 51.0% | 67.6% | 80.8% |
| 32 | 15.72 | 0.8842 | 19.6% | 43.2% | 61.2% | 78.9% |
| 6 | 16.19 | 0.8853 | 17.0% | 46.3% | 64.3% | 78.2% |
| 30 | 16.29 | 0.8872 | 14.0% | 49.5% | 65.9% | 79.4% |
| 16 | 17.55 | 0.9126 | 11.0% | 45.9% | 67.4% | 85.5% |
| 17 | 18.47 | 0.9081 | 13.0% | 43.2% | 63.8% | 84.8% |
| 10 | 18.54 | 0.8887 | 12.2% | 43.5% | 64.0% | 79.4% |
| 0 | 43.68 | 0.683 | 10.1% | 25.5% | 35.5% | 49.3% |
| 2 | 44.44 | 0.6539 | 8.8% | 27.1% | 36.9% | 47.9% |
Layer x Expert Saliency
Top Global Experts
This table ranks experts after summing across all layers and SciCode questions. domain is the highest-share inferred task domain for that expert; lift_vs_corpus shows whether that domain is overrepresented for the expert versus the full SciCode MVP mix.
| expert_id | importance_score | importance_score_share | activation_count | activation_count_share | router_weight_mass | contribution_l2_sum | active_questions | domain | expert_domain_share | lift_vs_corpus | top_questions |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 209 | 1.044e+07 | 2.3% | 519,228 | 0.7% | 6.335e+04 | 1.451e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-77-77.12 (Berendsen_thermostat) |
| 31 | 9.549e+06 | 2.1% | 470,490 | 0.6% | 6.237e+04 | 1.908e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.1 (Swift_Hohenberg); scicode-77-77.12 (Berendsen_thermostat) |
| 221 | 9.497e+06 | 2.1% | 472,993 | 0.6% | 7.132e+04 | 9.855e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-54-54.2 (SUPG); scicode-54-54.1 (SUPG); scicode-54-54.3 (SUPG) |
| 230 | 8.608e+06 | 1.9% | 309,188 | 0.4% | 4.134e+04 | 1.399e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array) |
| 130 | 8.485e+06 | 1.9% | 697,441 | 0.9% | 9.812e+04 | 1.467e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-77-77.12 (Berendsen_thermostat); scicode-77-77.4 (Berendsen_thermostat); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1) |
| 64 | 7.205e+06 | 1.6% | 608,325 | 0.8% | 7.835e+04 | 1.71e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-77-77.12 (Berendsen_thermostat); scicode-13-13.5 (Maxwell_Equation_Solver) |
| 52 | 6.99e+06 | 1.5% | 292,328 | 0.4% | 4.05e+04 | 1.344e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-20-20.2 (phonon_angular_momentum); scicode-12-12.8 (Schrodinger_DFT_with_SCF) |
| 118 | 6.92e+06 | 1.5% | 544,294 | 0.7% | 7.176e+04 | 1.57e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.1 (Swift_Hohenberg); scicode-12-12.8 (Schrodinger_DFT_with_SCF) |
| 90 | 6.458e+06 | 1.4% | 575,565 | 0.8% | 7.927e+04 | 1.225e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-20-20.2 (phonon_angular_momentum); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1) |
| 169 | 6.425e+06 | 1.4% | 293,399 | 0.4% | 3.74e+04 | 1.077e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-20-20.2 (phonon_angular_momentum) |
| 201 | 5.95e+06 | 1.3% | 480,424 | 0.6% | 6.961e+04 | 1.37e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-20-20.2 (phonon_angular_momentum); scicode-18-18.2 (NURBS); scicode-15-15.1 (Crank_Nicolson_for_time_dependent_Schrodinger) |
| 121 | 5.891e+06 | 1.3% | 541,786 | 0.7% | 6.955e+04 | 1.231e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF) |
| 140 | 5.841e+06 | 1.3% | 372,033 | 0.5% | 5.209e+04 | 1.017e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.8 (Schrodinger_DFT_with_SCF) |
| 73 | 5.786e+06 | 1.3% | 406,447 | 0.5% | 5.3e+04 | 1.117e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-17-17.1 (linear_tetrahedron_method); scicode-12-12.8 (Schrodinger_DFT_with_SCF) |
| 134 | 5.346e+06 | 1.2% | 584,087 | 0.8% | 7.233e+04 | 1.427e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-20-20.2 (phonon_angular_momentum) |
| 146 | 5.332e+06 | 1.2% | 265,222 | 0.3% | 3.423e+04 | 1.149e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-77-77.12 (Berendsen_thermostat); scicode-60-60.5 (Widom_particle_insertion); scicode-77-77.4 (Berendsen_thermostat) |
| 96 | 5.291e+06 | 1.2% | 288,969 | 0.4% | 3.789e+04 | 1.108e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-79-79.4 (Nose_Hoover_chain_thermostat) |
| 251 | 5.049e+06 | 1.1% | 515,632 | 0.7% | 6.975e+04 | 1.52e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF) |
| 226 | 4.963e+06 | 1.1% | 547,163 | 0.7% | 6.733e+04 | 1.451e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.2 (Swift_Hohenberg) |
| 117 | 4.888e+06 | 1.1% | 596,647 | 0.8% | 7.393e+04 | 1.24e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.2 (Swift_Hohenberg) |
| 102 | 4.77e+06 | 1.0% | 360,305 | 0.5% | 4.982e+04 | 1.02e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-59-59.4 (VQE); scicode-65-65.4 (GHZ_protocol_fidelity); scicode-65-65.2 (GHZ_protocol_fidelity) |
| 103 | 4.698e+06 | 1.0% | 318,659 | 0.4% | 4.287e+04 | 1.635e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum) |
| 162 | 4.607e+06 | 1.0% | 413,880 | 0.5% | 5.279e+04 | 8.564e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-54-54.2 (SUPG); scicode-54-54.3 (SUPG); scicode-13-13.5 (Maxwell_Equation_Solver) |
| 78 | 4.557e+06 | 1.0% | 368,636 | 0.5% | 4.885e+04 | 1.082e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF) |
| 227 | 4.425e+06 | 1.0% | 284,427 | 0.4% | 3.925e+04 | 6.268e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-37-37.1 (ray_optics_spherical_aberration) |
| 1 | 4.271e+06 | 0.9% | 546,892 | 0.7% | 7.471e+04 | 1.238e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-28-28.2 (Gaussian_Beam_Intensity) |
| 89 | 4.15e+06 | 0.9% | 299,631 | 0.4% | 4.037e+04 | 1.196e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-12-12.8 (Schrodinger_DFT_with_SCF) |
| 199 | 4.145e+06 | 0.9% | 228,845 | 0.3% | 2.768e+04 | 1.098e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array) |
| 53 | 4.108e+06 | 0.9% | 502,642 | 0.7% | 6.335e+04 | 1.005e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array) |
| 166 | 4.091e+06 | 0.9% | 477,474 | 0.6% | 6.296e+04 | 9.258e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-9-9.1 (Weighted_Jacobi); scicode-5-5.1 (Lanczos) |
| 57 | 3.947e+06 | 0.9% | 267,375 | 0.3% | 3.318e+04 | 1.201e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array) |
| 12 | 3.732e+06 | 0.8% | 419,716 | 0.5% | 5.628e+04 | 1.027e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1); scicode-13-13.9 (Maxwell_Equation_Solver) |
| 75 | 3.555e+06 | 0.8% | 465,357 | 0.6% | 5.823e+04 | 1.066e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.8 (Schrodinger_DFT_with_SCF) |
| 76 | 3.554e+06 | 0.8% | 327,518 | 0.4% | 4.346e+04 | 8.387e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1); scicode-36-36.2 (Quasi_Fermi_levels_of_photo_resistor_out_of_equilibrium) |
| 72 | 3.501e+06 | 0.8% | 487,065 | 0.6% | 6.381e+04 | 1.347e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-22-22.1 (Beam_translation_reexpansion) |
| 150 | 3.3e+06 | 0.7% | 246,344 | 0.3% | 3.537e+04 | 7.47e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum) |
| 160 | 3.264e+06 | 0.7% | 431,146 | 0.6% | 6.24e+04 | 9.554e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-77-77.12 (Berendsen_thermostat) |
| 126 | 3.254e+06 | 0.7% | 338,628 | 0.4% | 4.397e+04 | 8.702e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-73-73.3 (Xray_conversion_II); scicode-73-73.8 (Xray_conversion_II); scicode-73-73.5 (Xray_conversion_II) |
| 124 | 3.233e+06 | 0.7% | 466,685 | 0.6% | 5.747e+04 | 7.909e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.3 (Swift_Hohenberg) |
| 33 | 3.231e+06 | 0.7% | 215,746 | 0.3% | 3.242e+04 | 8.855e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum) |
| 176 | 3.222e+06 | 0.7% | 409,482 | 0.5% | 5.049e+04 | 8.432e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-17-17.1 (linear_tetrahedron_method); scicode-20-20.2 (phonon_angular_momentum) |
| 58 | 3.208e+06 | 0.7% | 434,967 | 0.6% | 5.611e+04 | 8.66e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-55-55.1 (Swift_Hohenberg); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.4 (Swift_Hohenberg) |
| 15 | 3.199e+06 | 0.7% | 468,579 | 0.6% | 6.165e+04 | 1.151e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-63-63.1 (Estimating_Stock_Option_Price) |
| 175 | 3.155e+06 | 0.7% | 351,948 | 0.5% | 4.534e+04 | 9.671e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-43-43.3 (two_end_fiber_laser_generator) |
| 50 | 3.088e+06 | 0.7% | 489,946 | 0.6% | 5.728e+04 | 1.279e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-13-13.5 (Maxwell_Equation_Solver) |
| 198 | 3.079e+06 | 0.7% | 456,616 | 0.6% | 5.74e+04 | 9.783e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-12-12.2 (Schrodinger_DFT_with_SCF); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-17-17.1 (linear_tetrahedron_method) |
| 16 | 2.926e+06 | 0.6% | 184,399 | 0.2% | 3.094e+04 | 6.496e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum) |
| 210 | 2.901e+06 | 0.6% | 413,436 | 0.5% | 5.687e+04 | 8.225e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array) |
| 91 | 2.893e+06 | 0.6% | 268,537 | 0.4% | 3.344e+04 | 8.734e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion) |
| 187 | 2.88e+06 | 0.6% | 353,306 | 0.5% | 4.379e+04 | 7.733e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-73-73.3 (Xray_conversion_II); scicode-73-73.8 (Xray_conversion_II); scicode-2-2.1 (Gaussian_Beam_Focus) |
| 35 | 2.869e+06 | 0.6% | 360,828 | 0.5% | 4.32e+04 | 9.327e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-55-55.1 (Swift_Hohenberg); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-13-13.11 (Maxwell_Equation_Solver) |
| 179 | 2.832e+06 | 0.6% | 382,373 | 0.5% | 4.798e+04 | 8.504e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-28-28.1 (Gaussian_Beam_Intensity) |
| 133 | 2.815e+06 | 0.6% | 385,341 | 0.5% | 5.328e+04 | 1.012e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-20-20.2 (phonon_angular_momentum); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-45-45.1 (finite_difference_heat_equation) |
| 74 | 2.814e+06 | 0.6% | 351,016 | 0.5% | 4.955e+04 | 1.016e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-20-20.2 (phonon_angular_momentum); scicode-2-2.1 (Gaussian_Beam_Focus) |
| 45 | 2.787e+06 | 0.6% | 417,156 | 0.5% | 5.275e+04 | 9.504e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum); scicode-17-17.1 (linear_tetrahedron_method) |
| 151 | 2.719e+06 | 0.6% | 522,223 | 0.7% | 6.522e+04 | 9.693e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-64-64.6 (GCMC) |
| 29 | 2.715e+06 | 0.6% | 183,210 | 0.2% | 2.37e+04 | 7.616e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-54-54.2 (SUPG); scicode-22-22.1 (Beam_translation_reexpansion) |
| 14 | 2.689e+06 | 0.6% | 284,454 | 0.4% | 3.689e+04 | 8.111e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-20-20.2 (phonon_angular_momentum); scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.1 (Swift_Hohenberg) |
| 83 | 2.668e+06 | 0.6% | 500,301 | 0.7% | 6.171e+04 | 1.05e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-20-20.2 (phonon_angular_momentum); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.3 (Swift_Hohenberg) |
| 248 | 2.644e+06 | 0.6% | 392,592 | 0.5% | 4.973e+04 | 8.329e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-32-32.1 (Multiparticle_dynamics_in_the_optical_tweezer_array); scicode-43-43.1 (two_end_fiber_laser_generator) |
| 183 | 2.538e+06 | 0.6% | 400,470 | 0.5% | 4.889e+04 | 8.361e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-45-45.1 (finite_difference_heat_equation); scicode-77-77.12 (Berendsen_thermostat); scicode-20-20.2 (phonon_angular_momentum) |
| 157 | 2.538e+06 | 0.6% | 365,166 | 0.5% | 5.033e+04 | 9.33e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-17-17.1 (linear_tetrahedron_method) |
| 85 | 2.449e+06 | 0.5% | 465,572 | 0.6% | 5.849e+04 | 1.187e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-20-20.2 (phonon_angular_momentum) |
| 202 | 2.443e+06 | 0.5% | 406,883 | 0.5% | 4.853e+04 | 9.327e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-69-69.7 (LEG_Dyson_equation_semi_infinite) |
| 0 | 2.384e+06 | 0.5% | 413,818 | 0.5% | 5.311e+04 | 1.122e+05 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.2 (Schrodinger_DFT_with_SCF) |
| 186 | 2.382e+06 | 0.5% | 328,666 | 0.4% | 4.189e+04 | 6.453e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-54-54.2 (SUPG); scicode-20-20.2 (phonon_angular_momentum) |
| 47 | 2.327e+06 | 0.5% | 350,049 | 0.5% | 4.231e+04 | 6.819e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-13-13.9 (Maxwell_Equation_Solver); scicode-13-13.8 (Maxwell_Equation_Solver); scicode-13-13.11 (Maxwell_Equation_Solver) |
| 3 | 2.324e+06 | 0.5% | 356,205 | 0.5% | 4.282e+04 | 9.572e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.8 (Schrodinger_DFT_with_SCF) |
| 173 | 2.264e+06 | 0.5% | 268,051 | 0.3% | 3.289e+04 | 7.044e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-77-77.12 (Berendsen_thermostat); scicode-55-55.1 (Swift_Hohenberg) |
| 207 | 2.252e+06 | 0.5% | 258,108 | 0.3% | 3.325e+04 | 7.325e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-54-54.2 (SUPG) |
| 158 | 2.223e+06 | 0.5% | 280,771 | 0.4% | 3.211e+04 | 6.326e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-9-9.1 (Weighted_Jacobi); scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.1 (Swift_Hohenberg) |
| 95 | 2.197e+06 | 0.5% | 412,676 | 0.5% | 5.025e+04 | 8.773e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-63-63.1 (Estimating_Stock_Option_Price); scicode-63-63.2 (Estimating_Stock_Option_Price); scicode-63-63.3 (Estimating_Stock_Option_Price) |
| 56 | 2.193e+06 | 0.5% | 316,618 | 0.4% | 3.874e+04 | 9.474e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.2 (Swift_Hohenberg) |
| 105 | 2.184e+06 | 0.5% | 346,364 | 0.5% | 4.231e+04 | 6.789e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-77-77.12 (Berendsen_thermostat); scicode-77-77.4 (Berendsen_thermostat); scicode-77-77.10 (Berendsen_thermostat) |
| 23 | 2.111e+06 | 0.5% | 450,371 | 0.6% | 5.727e+04 | 9.894e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-79-79.2 (Nose_Hoover_chain_thermostat) |
| 135 | 2.068e+06 | 0.5% | 394,154 | 0.5% | 4.804e+04 | 7.609e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-58-58.4 (Tolman_Oppenheimer_Volkoff_star); scicode-22-22.2 (Beam_translation_reexpansion); scicode-13-13.9 (Maxwell_Equation_Solver) |
| 163 | 2.05e+06 | 0.5% | 360,773 | 0.5% | 5.265e+04 | 8.067e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-77-77.12 (Berendsen_thermostat); scicode-73-73.8 (Xray_conversion_II); scicode-73-73.5 (Xray_conversion_II) |
| 155 | 2.024e+06 | 0.4% | 234,971 | 0.3% | 2.875e+04 | 6.527e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-2-2.1 (Gaussian_Beam_Focus); scicode-55-55.1 (Swift_Hohenberg); scicode-43-43.1 (two_end_fiber_laser_generator) |
| 81 | 2.022e+06 | 0.4% | 317,937 | 0.4% | 4.31e+04 | 5.025e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-66-66.6 (kolmogorov_crespi_potential); scicode-20-20.2 (phonon_angular_momentum); scicode-15-15.1 (Crank_Nicolson_for_time_dependent_Schrodinger) |
| 30 | 1.983e+06 | 0.4% | 365,569 | 0.5% | 4.742e+04 | 5.892e+04 | 291 | ODE / time integration | 100.0% | 5.809 | scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-53-53.1 (Stochastic_Lotka_Volterra); scicode-50-50.4 (Replica_symmetry_breaking) |
Top Layer-Expert Pairs
These are the most actionable residency candidates if the runtime can pin at layer-expert granularity rather than only by expert ID globally.
| layer | expert_id | importance_score | importance_share | activation_count | router_weight_mass | contribution_l2_sum | active_questions |
|---|---|---|---|---|---|---|---|
| 38 | 209 | 9.201e+06 | 2.0% | 188,190 | 2.529e+04 | 9.407e+04 | 291 |
| 37 | 230 | 7.749e+06 | 1.7% | 45,295 | 8,501 | 9.564e+04 | 257 |
| 35 | 169 | 6.284e+06 | 1.4% | 102,937 | 1.497e+04 | 8.021e+04 | 291 |
| 20 | 221 | 6.25e+06 | 1.4% | 132,152 | 2.274e+04 | 3.531e+04 | 291 |
| 36 | 52 | 5.838e+06 | 1.3% | 105,104 | 1.648e+04 | 7.863e+04 | 291 |
| 35 | 31 | 5.487e+06 | 1.2% | 107,094 | 1.524e+04 | 8.114e+04 | 291 |
| 37 | 146 | 5.002e+06 | 1.1% | 93,562 | 1.353e+04 | 7.669e+04 | 291 |
| 36 | 96 | 4.46e+06 | 1.0% | 42,722 | 7,796 | 6.712e+04 | 287 |
| 38 | 57 | 3.41e+06 | 0.7% | 37,389 | 5,565 | 6.904e+04 | 264 |
| 38 | 199 | 3.343e+06 | 0.7% | 39,488 | 6,248 | 6.082e+04 | 255 |
| 38 | 103 | 3.251e+06 | 0.7% | 26,183 | 5,704 | 9.411e+04 | 291 |
| 29 | 150 | 3.107e+06 | 0.7% | 45,195 | 1.196e+04 | 4.914e+04 | 291 |
| 38 | 89 | 2.86e+06 | 0.6% | 39,265 | 5,998 | 6.767e+04 | 288 |
| 15 | 73 | 2.851e+06 | 0.6% | 111,074 | 1.675e+04 | 2.964e+04 | 291 |
| 14 | 121 | 2.828e+06 | 0.6% | 104,859 | 1.587e+04 | 2.785e+04 | 291 |
| 28 | 130 | 2.827e+06 | 0.6% | 152,755 | 2.172e+04 | 3.487e+04 | 291 |
| 34 | 16 | 2.802e+06 | 0.6% | 29,972 | 1.121e+04 | 4.396e+04 | 291 |
| 33 | 31 | 2.784e+06 | 0.6% | 85,427 | 1.101e+04 | 4.904e+04 | 290 |
| 21 | 64 | 2.765e+06 | 0.6% | 99,908 | 1.488e+04 | 2.905e+04 | 291 |
| 19 | 140 | 2.732e+06 | 0.6% | 94,000 | 1.539e+04 | 3.134e+04 | 291 |
| 32 | 33 | 2.713e+06 | 0.6% | 31,850 | 9,768 | 4.87e+04 | 291 |
| 37 | 29 | 2.641e+06 | 0.6% | 58,816 | 8,606 | 6.216e+04 | 291 |
| 20 | 90 | 2.6e+06 | 0.6% | 94,650 | 1.503e+04 | 2.821e+04 | 285 |
| 12 | 130 | 2.593e+06 | 0.6% | 77,857 | 1.557e+04 | 2.356e+04 | 288 |
| 34 | 126 | 2.55e+06 | 0.6% | 61,542 | 8,325 | 3.534e+04 | 272 |
| 31 | 140 | 2.529e+06 | 0.6% | 77,873 | 1.219e+04 | 3.738e+04 | 288 |
| 18 | 118 | 2.455e+06 | 0.5% | 102,366 | 1.575e+04 | 2.803e+04 | 291 |
| 35 | 14 | 2.432e+06 | 0.5% | 81,285 | 1.277e+04 | 5.07e+04 | 291 |
| 35 | 251 | 2.401e+06 | 0.5% | 79,029 | 1.031e+04 | 4.798e+04 | 291 |
| 35 | 91 | 2.386e+06 | 0.5% | 40,224 | 6,439 | 4.38e+04 | 263 |
| 21 | 166 | 2.356e+06 | 0.5% | 122,150 | 1.759e+04 | 2.568e+04 | 291 |
| 37 | 35 | 2.285e+06 | 0.5% | 68,902 | 8,994 | 5.171e+04 | 291 |
| 8 | 221 | 2.273e+06 | 0.5% | 106,773 | 1.581e+04 | 1.668e+04 | 291 |
| 14 | 201 | 2.229e+06 | 0.5% | 109,619 | 1.769e+04 | 2.473e+04 | 291 |
| 20 | 102 | 2.217e+06 | 0.5% | 74,960 | 1.194e+04 | 2.303e+04 | 274 |
| 20 | 227 | 2.21e+06 | 0.5% | 49,228 | 8,055 | 1.463e+04 | 254 |
| 25 | 47 | 2.098e+06 | 0.5% | 136,593 | 1.684e+04 | 3.191e+04 | 291 |
| 36 | 158 | 2.073e+06 | 0.5% | 101,871 | 1.277e+04 | 3.968e+04 | 291 |
| 8 | 90 | 2.011e+06 | 0.4% | 95,404 | 1.54e+04 | 2.144e+04 | 288 |
| 27 | 73 | 2e+06 | 0.4% | 90,299 | 1.257e+04 | 2.849e+04 | 291 |
| 24 | 162 | 1.96e+06 | 0.4% | 69,491 | 1.113e+04 | 1.872e+04 | 291 |
| 12 | 162 | 1.952e+06 | 0.4% | 81,633 | 1.244e+04 | 1.665e+04 | 288 |
| 38 | 173 | 1.926e+06 | 0.4% | 81,659 | 1.13e+04 | 3.723e+04 | 291 |
| 13 | 12 | 1.873e+06 | 0.4% | 91,569 | 1.378e+04 | 2.208e+04 | 287 |
| 7 | 81 | 1.847e+06 | 0.4% | 141,121 | 2.295e+04 | 2.13e+04 | 291 |
| 35 | 207 | 1.838e+06 | 0.4% | 45,341 | 6,872 | 3.779e+04 | 291 |
| 18 | 78 | 1.82e+06 | 0.4% | 80,736 | 1.161e+04 | 2.376e+04 | 291 |
| 26 | 121 | 1.804e+06 | 0.4% | 87,390 | 1.237e+04 | 2.524e+04 | 291 |
| 28 | 176 | 1.801e+06 | 0.4% | 102,743 | 1.376e+04 | 3.027e+04 | 291 |
| 9 | 64 | 1.766e+06 | 0.4% | 95,732 | 1.396e+04 | 2.034e+04 | 289 |
| 24 | 130 | 1.746e+06 | 0.4% | 61,790 | 1.102e+04 | 2.215e+04 | 283 |
| 18 | 117 | 1.743e+06 | 0.4% | 116,607 | 1.583e+04 | 2.37e+04 | 291 |
| 34 | 134 | 1.743e+06 | 0.4% | 45,613 | 6,793 | 3.785e+04 | 290 |
| 36 | 155 | 1.711e+06 | 0.4% | 70,064 | 9,192 | 3.682e+04 | 291 |
| 38 | 175 | 1.66e+06 | 0.4% | 72,486 | 9,986 | 4.502e+04 | 291 |
| 8 | 227 | 1.655e+06 | 0.4% | 50,283 | 8,548 | 1.101e+04 | 265 |
| 21 | 1 | 1.651e+06 | 0.4% | 100,031 | 1.676e+04 | 2.482e+04 | 291 |
| 8 | 102 | 1.63e+06 | 0.4% | 74,760 | 1.243e+04 | 1.565e+04 | 269 |
| 23 | 53 | 1.623e+06 | 0.4% | 94,602 | 1.259e+04 | 2.416e+04 | 291 |
| 36 | 72 | 1.615e+06 | 0.4% | 40,197 | 5,712 | 3.909e+04 | 290 |
| 26 | 201 | 1.597e+06 | 0.4% | 85,152 | 1.336e+04 | 2.463e+04 | 291 |
| 33 | 78 | 1.564e+06 | 0.3% | 44,666 | 7,287 | 3.068e+04 | 290 |
| 37 | 201 | 1.542e+06 | 0.3% | 42,356 | 5,937 | 3.829e+04 | 289 |
| 38 | 56 | 1.532e+06 | 0.3% | 59,495 | 7,683 | 4.186e+04 | 291 |
| 27 | 218 | 1.52e+06 | 0.3% | 100,079 | 1.301e+04 | 2.709e+04 | 291 |
| 23 | 134 | 1.497e+06 | 0.3% | 103,499 | 1.415e+04 | 2.471e+04 | 291 |
| 7 | 124 | 1.474e+06 | 0.3% | 103,309 | 1.474e+04 | 1.815e+04 | 291 |
| 19 | 133 | 1.449e+06 | 0.3% | 82,662 | 1.246e+04 | 2.629e+04 | 291 |
| 21 | 226 | 1.448e+06 | 0.3% | 86,361 | 1.108e+04 | 1.759e+04 | 291 |
| 34 | 50 | 1.439e+06 | 0.3% | 69,010 | 8,009 | 3.713e+04 | 291 |
| 22 | 160 | 1.43e+06 | 0.3% | 44,169 | 9,775 | 2.816e+04 | 291 |
| 14 | 58 | 1.425e+06 | 0.3% | 95,491 | 1.294e+04 | 1.658e+04 | 291 |
| 22 | 124 | 1.397e+06 | 0.3% | 125,105 | 1.565e+04 | 2.364e+04 | 291 |
| 5 | 210 | 1.388e+06 | 0.3% | 114,126 | 1.905e+04 | 1.633e+04 | 291 |
| 30 | 117 | 1.374e+06 | 0.3% | 95,439 | 1.21e+04 | 2.574e+04 | 291 |
| 37 | 64 | 1.357e+06 | 0.3% | 74,281 | 8,826 | 3.664e+04 | 291 |
| 28 | 74 | 1.325e+06 | 0.3% | 41,537 | 1.066e+04 | 2.5e+04 | 291 |
| 33 | 76 | 1.3e+06 | 0.3% | 37,658 | 5,876 | 2.771e+04 | 287 |
| 11 | 53 | 1.275e+06 | 0.3% | 90,712 | 1.246e+04 | 1.979e+04 | 291 |
| 17 | 75 | 1.236e+06 | 0.3% | 89,181 | 1.148e+04 | 1.96e+04 | 291 |
| 22 | 186 | 1.232e+06 | 0.3% | 75,382 | 9,868 | 2.067e+04 | 288 |
| 13 | 187 | 1.209e+06 | 0.3% | 78,597 | 1.059e+04 | 1.408e+04 | 291 |
| 36 | 118 | 1.192e+06 | 0.3% | 63,124 | 7,149 | 3.143e+04 | 291 |
| 34 | 118 | 1.186e+06 | 0.3% | 44,555 | 5,821 | 3.194e+04 | 291 |
| 9 | 166 | 1.182e+06 | 0.3% | 125,383 | 1.664e+04 | 1.53e+04 | 291 |
| 36 | 110 | 1.163e+06 | 0.3% | 28,569 | 4,732 | 3.955e+04 | 291 |
| 26 | 163 | 1.154e+06 | 0.3% | 68,267 | 1.221e+04 | 2.336e+04 | 291 |
| 25 | 12 | 1.148e+06 | 0.3% | 69,283 | 9,899 | 1.873e+04 | 290 |
| 21 | 76 | 1.133e+06 | 0.2% | 63,936 | 9,690 | 1.587e+04 | 276 |
| 16 | 183 | 1.108e+06 | 0.2% | 90,927 | 1.265e+04 | 2.157e+04 | 291 |
| 30 | 118 | 1.087e+06 | 0.2% | 59,775 | 8,642 | 2.326e+04 | 291 |
| 15 | 145 | 1.06e+06 | 0.2% | 81,772 | 1.126e+04 | 1.843e+04 | 291 |
| 22 | 45 | 1.05e+06 | 0.2% | 77,924 | 1.014e+04 | 2.233e+04 | 291 |
| 30 | 248 | 1.033e+06 | 0.2% | 66,140 | 8,938 | 2.002e+04 | 281 |
| 23 | 80 | 1.03e+06 | 0.2% | 44,996 | 9,590 | 2.197e+04 | 291 |
| 20 | 198 | 1.026e+06 | 0.2% | 81,354 | 1.049e+04 | 1.822e+04 | 291 |
| 37 | 55 | 1.024e+06 | 0.2% | 86,061 | 1.031e+04 | 2.452e+04 | 291 |
| 16 | 135 | 1.01e+06 | 0.2% | 54,869 | 7,856 | 1.112e+04 | 285 |
| 26 | 58 | 9.976e+05 | 0.2% | 73,381 | 1.021e+04 | 1.591e+04 | 291 |
| 11 | 134 | 9.974e+05 | 0.2% | 99,941 | 1.338e+04 | 1.733e+04 | 291 |
Inferred Domain Associations
For the top 40 global experts, this heat map shows what fraction of each expert's importance proxy came from each inferred task domain.
Residency Implication
For this SciCode cluster, a conservative residency policy should start from layer-expert pairs, not just global expert IDs. Global expert rankings tell us which expert IDs repeatedly matter, but the strongest concentrations occur at specific layers. A practical next experiment is to build candidate sets at 50%, 80%, 90%, and 95% importance mass, then run ablation or forced CPU-residency comparisons against exact-match/code-eval quality and throughput.