diff --git "a/reports/scicode_expert_saliency_analysis.html" "b/reports/scicode_expert_saliency_analysis.html" new file mode 100644--- /dev/null +++ "b/reports/scicode_expert_saliency_analysis.html" @@ -0,0 +1,2944 @@ + + + + + + Qwen3.6 SciCode MoE Expert Saliency Analysis + + + + +
+

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

+ + +

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.

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
metricentitymass_thresholdcount_neededshare_of_entitiestop_entity_fractioncount_usedmass_captured
expert importanceexpert_id20.0%124.7%
expert importanceexpert_id50.0%4517.6%
expert importanceexpert_id80.0%11143.4%
expert importanceexpert_id90.0%15560.5%
expert importanceexpert_id95.0%18973.8%
expert importanceexpert_id20.0%5254.9%
expert importanceexpert_id50.0%12884.6%
expert importanceexpert_id80.0%20596.8%
expert activation frequencyexpert_id20.0%3112.1%
expert activation frequencyexpert_id50.0%9537.1%
expert activation frequencyexpert_id80.0%17869.5%
expert activation frequencyexpert_id90.0%21383.2%
expert activation frequencyexpert_id95.0%23391.0%
expert activation frequencyexpert_id20.0%5231.1%
expert activation frequencyexpert_id50.0%12863.2%
expert activation frequencyexpert_id80.0%20588.1%
layer-expert importancelayer_expert20.0%220.2%
layer-expert importancelayer_expert50.0%1101.1%
layer-expert importancelayer_expert80.0%4724.7%
layer-expert importancelayer_expert90.0%9499.4%
layer-expert importancelayer_expert95.0%1,59415.8%
layer-expert importancelayer_expert20.0%2,01396.6%
layer-expert importancelayer_expert50.0%5,03199.7%
layer-expert importancelayer_expert80.0%8,049100.0%
layer-expert activation frequencylayer_expert20.0%2232.2%
layer-expert activation frequencylayer_expert50.0%1,10511.0%
layer-expert activation frequencylayer_expert80.0%3,39533.7%
layer-expert activation frequencylayer_expert90.0%4,93949.1%
layer-expert activation frequencylayer_expert95.0%6,15261.1%
layer-expert activation frequencylayer_expert20.0%2,01365.4%
layer-expert activation frequencylayer_expert50.0%5,03190.5%
layer-expert activation frequencylayer_expert80.0%8,04999.1%
+
+
+ +

Distribution Tightness by Layer

+

Lower effective expert count and higher top-10 share mean a layer is routing importance through a tighter expert subset.

+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
layereffective_n_hhiginitop1_sharetop5_sharetop10_sharetop20_share
206.7290.94631.6%72.4%83.6%90.0%
127.5980.929826.5%68.0%77.6%86.8%
18.0330.778333.5%52.0%59.9%67.3%
88.8050.941419.4%68.6%82.2%91.3%
298.8930.900930.2%53.4%66.7%82.1%
59.0530.913729.0%55.2%71.5%86.2%
359.1370.930421.5%65.0%81.5%88.7%
379.1830.928424.8%61.6%76.7%87.4%
399.260.841519.0%68.1%80.0%89.8%
149.2670.939422.4%62.8%78.3%90.4%
389.2950.930125.7%61.7%79.9%89.7%
79.5990.931422.6%59.0%76.7%90.3%
289.7330.922123.4%60.7%76.9%87.4%
369.8940.921922.4%60.1%75.9%87.8%
159.9130.92326.3%54.7%73.5%88.0%
2110.20.939319.1%64.6%78.7%90.6%
1810.750.929119.5%59.7%75.8%88.2%
911.190.928319.8%59.7%76.6%88.3%
2411.270.91320.0%54.9%69.0%82.8%
1111.460.901220.3%55.7%70.9%82.5%
2311.680.918216.6%59.4%76.4%87.1%
2711.810.905220.4%54.1%70.1%83.2%
411.950.894717.5%59.6%70.3%80.0%
1912.10.921221.5%52.5%71.3%87.0%
2612.180.923516.8%58.3%73.2%88.1%
1312.730.905121.0%49.1%65.1%82.1%
2513.290.904121.0%49.2%63.9%79.9%
2213.770.92313.2%54.4%74.7%86.9%
314.490.863116.0%50.9%67.1%78.5%
3314.940.882718.4%48.6%64.8%78.6%
3114.980.89120.2%44.0%62.0%80.7%
3415.130.897714.7%51.0%67.6%80.8%
3215.720.884219.6%43.2%61.2%78.9%
616.190.885317.0%46.3%64.3%78.2%
3016.290.887214.0%49.5%65.9%79.4%
1617.550.912611.0%45.9%67.4%85.5%
1718.470.908113.0%43.2%63.8%84.8%
1018.540.888712.2%43.5%64.0%79.4%
043.680.68310.1%25.5%35.5%49.3%
244.440.65398.8%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_idimportance_scoreimportance_score_shareactivation_countactivation_count_sharerouter_weight_masscontribution_l2_sumactive_questionsdomainexpert_domain_sharelift_vs_corpustop_questions
2091.044e+072.3%519,2280.7%6.335e+041.451e+05291ODE / time integration100.0%5.809scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-77-77.12 (Berendsen_thermostat)
319.549e+062.1%470,4900.6%6.237e+041.908e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.1 (Swift_Hohenberg); scicode-77-77.12 (Berendsen_thermostat)
2219.497e+062.1%472,9930.6%7.132e+049.855e+04291ODE / time integration100.0%5.809scicode-54-54.2 (SUPG); scicode-54-54.1 (SUPG); scicode-54-54.3 (SUPG)
2308.608e+061.9%309,1880.4%4.134e+041.399e+05291ODE / time integration100.0%5.809scicode-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)
1308.485e+061.9%697,4410.9%9.812e+041.467e+05291ODE / time integration100.0%5.809scicode-77-77.12 (Berendsen_thermostat); scicode-77-77.4 (Berendsen_thermostat); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1)
647.205e+061.6%608,3250.8%7.835e+041.71e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-77-77.12 (Berendsen_thermostat); scicode-13-13.5 (Maxwell_Equation_Solver)
526.99e+061.5%292,3280.4%4.05e+041.344e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-20-20.2 (phonon_angular_momentum); scicode-12-12.8 (Schrodinger_DFT_with_SCF)
1186.92e+061.5%544,2940.7%7.176e+041.57e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.1 (Swift_Hohenberg); scicode-12-12.8 (Schrodinger_DFT_with_SCF)
906.458e+061.4%575,5650.8%7.927e+041.225e+05291ODE / time integration100.0%5.809scicode-20-20.2 (phonon_angular_momentum); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1)
1696.425e+061.4%293,3990.4%3.74e+041.077e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-20-20.2 (phonon_angular_momentum)
2015.95e+061.3%480,4240.6%6.961e+041.37e+05291ODE / time integration100.0%5.809scicode-20-20.2 (phonon_angular_momentum); scicode-18-18.2 (NURBS); scicode-15-15.1 (Crank_Nicolson_for_time_dependent_Schrodinger)
1215.891e+061.3%541,7860.7%6.955e+041.231e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF)
1405.841e+061.3%372,0330.5%5.209e+041.017e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.8 (Schrodinger_DFT_with_SCF)
735.786e+061.3%406,4470.5%5.3e+041.117e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-17-17.1 (linear_tetrahedron_method); scicode-12-12.8 (Schrodinger_DFT_with_SCF)
1345.346e+061.2%584,0870.8%7.233e+041.427e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-20-20.2 (phonon_angular_momentum)
1465.332e+061.2%265,2220.3%3.423e+041.149e+05291ODE / time integration100.0%5.809scicode-77-77.12 (Berendsen_thermostat); scicode-60-60.5 (Widom_particle_insertion); scicode-77-77.4 (Berendsen_thermostat)
965.291e+061.2%288,9690.4%3.789e+041.108e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-79-79.4 (Nose_Hoover_chain_thermostat)
2515.049e+061.1%515,6320.7%6.975e+041.52e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF)
2264.963e+061.1%547,1630.7%6.733e+041.451e+05291ODE / time integration100.0%5.809scicode-2-2.1 (Gaussian_Beam_Focus); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.2 (Swift_Hohenberg)
1174.888e+061.1%596,6470.8%7.393e+041.24e+05291ODE / time integration100.0%5.809scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.2 (Swift_Hohenberg)
1024.77e+061.0%360,3050.5%4.982e+041.02e+05291ODE / time integration100.0%5.809scicode-59-59.4 (VQE); scicode-65-65.4 (GHZ_protocol_fidelity); scicode-65-65.2 (GHZ_protocol_fidelity)
1034.698e+061.0%318,6590.4%4.287e+041.635e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum)
1624.607e+061.0%413,8800.5%5.279e+048.564e+04291ODE / time integration100.0%5.809scicode-54-54.2 (SUPG); scicode-54-54.3 (SUPG); scicode-13-13.5 (Maxwell_Equation_Solver)
784.557e+061.0%368,6360.5%4.885e+041.082e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-12-12.2 (Schrodinger_DFT_with_SCF)
2274.425e+061.0%284,4270.4%3.925e+046.268e+04291ODE / time integration100.0%5.809scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-37-37.1 (ray_optics_spherical_aberration)
14.271e+060.9%546,8920.7%7.471e+041.238e+05291ODE / time integration100.0%5.809scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-28-28.2 (Gaussian_Beam_Intensity)
894.15e+060.9%299,6310.4%4.037e+041.196e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-12-12.8 (Schrodinger_DFT_with_SCF)
1994.145e+060.9%228,8450.3%2.768e+041.098e+05291ODE / time integration100.0%5.809scicode-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)
534.108e+060.9%502,6420.7%6.335e+041.005e+05291ODE / time integration100.0%5.809scicode-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)
1664.091e+060.9%477,4740.6%6.296e+049.258e+04291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-9-9.1 (Weighted_Jacobi); scicode-5-5.1 (Lanczos)
573.947e+060.9%267,3750.3%3.318e+041.201e+05291ODE / time integration100.0%5.809scicode-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)
123.732e+060.8%419,7160.5%5.628e+041.027e+05291ODE / time integration100.0%5.809scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-33-33.1 (phase_diagram_chern_haldane_model_v1); scicode-13-13.9 (Maxwell_Equation_Solver)
753.555e+060.8%465,3570.6%5.823e+041.066e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.8 (Schrodinger_DFT_with_SCF)
763.554e+060.8%327,5180.4%4.346e+048.387e+04291ODE / time integration100.0%5.809scicode-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)
723.501e+060.8%487,0650.6%6.381e+041.347e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-22-22.1 (Beam_translation_reexpansion)
1503.3e+060.7%246,3440.3%3.537e+047.47e+04291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum)
1603.264e+060.7%431,1460.6%6.24e+049.554e+04291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-77-77.12 (Berendsen_thermostat)
1263.254e+060.7%338,6280.4%4.397e+048.702e+04291ODE / time integration100.0%5.809scicode-73-73.3 (Xray_conversion_II); scicode-73-73.8 (Xray_conversion_II); scicode-73-73.5 (Xray_conversion_II)
1243.233e+060.7%466,6850.6%5.747e+047.909e+04291ODE / time integration100.0%5.809scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.3 (Swift_Hohenberg)
333.231e+060.7%215,7460.3%3.242e+048.855e+04291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum)
1763.222e+060.7%409,4820.5%5.049e+048.432e+04291ODE / time integration100.0%5.809scicode-2-2.1 (Gaussian_Beam_Focus); scicode-17-17.1 (linear_tetrahedron_method); scicode-20-20.2 (phonon_angular_momentum)
583.208e+060.7%434,9670.6%5.611e+048.66e+04291ODE / time integration100.0%5.809scicode-55-55.1 (Swift_Hohenberg); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-55-55.4 (Swift_Hohenberg)
153.199e+060.7%468,5790.6%6.165e+041.151e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-63-63.1 (Estimating_Stock_Option_Price)
1753.155e+060.7%351,9480.5%4.534e+049.671e+04291ODE / time integration100.0%5.809scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-43-43.3 (two_end_fiber_laser_generator)
503.088e+060.7%489,9460.6%5.728e+041.279e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-13-13.5 (Maxwell_Equation_Solver)
1983.079e+060.7%456,6160.6%5.74e+049.783e+04291ODE / time integration100.0%5.809scicode-12-12.2 (Schrodinger_DFT_with_SCF); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-17-17.1 (linear_tetrahedron_method)
162.926e+060.6%184,3990.2%3.094e+046.496e+04291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum)
2102.901e+060.6%413,4360.5%5.687e+048.225e+04291ODE / time integration100.0%5.809scicode-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)
912.893e+060.6%268,5370.4%3.344e+048.734e+04291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-79-79.4 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion)
1872.88e+060.6%353,3060.5%4.379e+047.733e+04291ODE / time integration100.0%5.809scicode-73-73.3 (Xray_conversion_II); scicode-73-73.8 (Xray_conversion_II); scicode-2-2.1 (Gaussian_Beam_Focus)
352.869e+060.6%360,8280.5%4.32e+049.327e+04291ODE / time integration100.0%5.809scicode-55-55.1 (Swift_Hohenberg); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-13-13.11 (Maxwell_Equation_Solver)
1792.832e+060.6%382,3730.5%4.798e+048.504e+04291ODE / time integration100.0%5.809scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-28-28.1 (Gaussian_Beam_Intensity)
1332.815e+060.6%385,3410.5%5.328e+041.012e+05291ODE / time integration100.0%5.809scicode-20-20.2 (phonon_angular_momentum); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-45-45.1 (finite_difference_heat_equation)
742.814e+060.6%351,0160.5%4.955e+041.016e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-20-20.2 (phonon_angular_momentum); scicode-2-2.1 (Gaussian_Beam_Focus)
452.787e+060.6%417,1560.5%5.275e+049.504e+04291ODE / time integration100.0%5.809scicode-2-2.1 (Gaussian_Beam_Focus); scicode-20-20.2 (phonon_angular_momentum); scicode-17-17.1 (linear_tetrahedron_method)
1512.719e+060.6%522,2230.7%6.522e+049.693e+04291ODE / time integration100.0%5.809scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-64-64.6 (GCMC)
292.715e+060.6%183,2100.2%2.37e+047.616e+04291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-54-54.2 (SUPG); scicode-22-22.1 (Beam_translation_reexpansion)
142.689e+060.6%284,4540.4%3.689e+048.111e+04291ODE / time integration100.0%5.809scicode-20-20.2 (phonon_angular_momentum); scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.1 (Swift_Hohenberg)
832.668e+060.6%500,3010.7%6.171e+041.05e+05291ODE / time integration100.0%5.809scicode-20-20.2 (phonon_angular_momentum); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.3 (Swift_Hohenberg)
2482.644e+060.6%392,5920.5%4.973e+048.329e+04291ODE / time integration100.0%5.809scicode-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)
1832.538e+060.6%400,4700.5%4.889e+048.361e+04291ODE / time integration100.0%5.809scicode-45-45.1 (finite_difference_heat_equation); scicode-77-77.12 (Berendsen_thermostat); scicode-20-20.2 (phonon_angular_momentum)
1572.538e+060.6%365,1660.5%5.033e+049.33e+04291ODE / time integration100.0%5.809scicode-2-2.1 (Gaussian_Beam_Focus); scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-17-17.1 (linear_tetrahedron_method)
852.449e+060.5%465,5720.6%5.849e+041.187e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-12-12.8 (Schrodinger_DFT_with_SCF); scicode-20-20.2 (phonon_angular_momentum)
2022.443e+060.5%406,8830.5%4.853e+049.327e+04291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-69-69.7 (LEG_Dyson_equation_semi_infinite)
02.384e+060.5%413,8180.5%5.311e+041.122e+05291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.2 (Schrodinger_DFT_with_SCF)
1862.382e+060.5%328,6660.4%4.189e+046.453e+04291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-54-54.2 (SUPG); scicode-20-20.2 (phonon_angular_momentum)
472.327e+060.5%350,0490.5%4.231e+046.819e+04291ODE / time integration100.0%5.809scicode-13-13.9 (Maxwell_Equation_Solver); scicode-13-13.8 (Maxwell_Equation_Solver); scicode-13-13.11 (Maxwell_Equation_Solver)
32.324e+060.5%356,2050.5%4.282e+049.572e+04291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-2-2.1 (Gaussian_Beam_Focus); scicode-12-12.8 (Schrodinger_DFT_with_SCF)
1732.264e+060.5%268,0510.3%3.289e+047.044e+04291ODE / time integration100.0%5.809scicode-2-2.1 (Gaussian_Beam_Focus); scicode-77-77.12 (Berendsen_thermostat); scicode-55-55.1 (Swift_Hohenberg)
2072.252e+060.5%258,1080.3%3.325e+047.325e+04291ODE / time integration100.0%5.809scicode-79-79.2 (Nose_Hoover_chain_thermostat); scicode-22-22.1 (Beam_translation_reexpansion); scicode-54-54.2 (SUPG)
1582.223e+060.5%280,7710.4%3.211e+046.326e+04291ODE / time integration100.0%5.809scicode-9-9.1 (Weighted_Jacobi); scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.1 (Swift_Hohenberg)
952.197e+060.5%412,6760.5%5.025e+048.773e+04291ODE / time integration100.0%5.809scicode-63-63.1 (Estimating_Stock_Option_Price); scicode-63-63.2 (Estimating_Stock_Option_Price); scicode-63-63.3 (Estimating_Stock_Option_Price)
562.193e+060.5%316,6180.4%3.874e+049.474e+04291ODE / time integration100.0%5.809scicode-55-55.3 (Swift_Hohenberg); scicode-55-55.1 (Swift_Hohenberg); scicode-55-55.2 (Swift_Hohenberg)
1052.184e+060.5%346,3640.5%4.231e+046.789e+04291ODE / time integration100.0%5.809scicode-77-77.12 (Berendsen_thermostat); scicode-77-77.4 (Berendsen_thermostat); scicode-77-77.10 (Berendsen_thermostat)
232.111e+060.5%450,3710.6%5.727e+049.894e+04291ODE / time integration100.0%5.809scicode-2-2.1 (Gaussian_Beam_Focus); scicode-43-43.1 (two_end_fiber_laser_generator); scicode-79-79.2 (Nose_Hoover_chain_thermostat)
1352.068e+060.5%394,1540.5%4.804e+047.609e+04291ODE / time integration100.0%5.809scicode-58-58.4 (Tolman_Oppenheimer_Volkoff_star); scicode-22-22.2 (Beam_translation_reexpansion); scicode-13-13.9 (Maxwell_Equation_Solver)
1632.05e+060.5%360,7730.5%5.265e+048.067e+04291ODE / time integration100.0%5.809scicode-77-77.12 (Berendsen_thermostat); scicode-73-73.8 (Xray_conversion_II); scicode-73-73.5 (Xray_conversion_II)
1552.024e+060.4%234,9710.3%2.875e+046.527e+04291ODE / time integration100.0%5.809scicode-2-2.1 (Gaussian_Beam_Focus); scicode-55-55.1 (Swift_Hohenberg); scicode-43-43.1 (two_end_fiber_laser_generator)
812.022e+060.4%317,9370.4%4.31e+045.025e+04291ODE / time integration100.0%5.809scicode-66-66.6 (kolmogorov_crespi_potential); scicode-20-20.2 (phonon_angular_momentum); scicode-15-15.1 (Crank_Nicolson_for_time_dependent_Schrodinger)
301.983e+060.4%365,5690.5%4.742e+045.892e+04291ODE / time integration100.0%5.809scicode-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.

+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
layerexpert_idimportance_scoreimportance_shareactivation_countrouter_weight_masscontribution_l2_sumactive_questions
382099.201e+062.0%188,1902.529e+049.407e+04291
372307.749e+061.7%45,2958,5019.564e+04257
351696.284e+061.4%102,9371.497e+048.021e+04291
202216.25e+061.4%132,1522.274e+043.531e+04291
36525.838e+061.3%105,1041.648e+047.863e+04291
35315.487e+061.2%107,0941.524e+048.114e+04291
371465.002e+061.1%93,5621.353e+047.669e+04291
36964.46e+061.0%42,7227,7966.712e+04287
38573.41e+060.7%37,3895,5656.904e+04264
381993.343e+060.7%39,4886,2486.082e+04255
381033.251e+060.7%26,1835,7049.411e+04291
291503.107e+060.7%45,1951.196e+044.914e+04291
38892.86e+060.6%39,2655,9986.767e+04288
15732.851e+060.6%111,0741.675e+042.964e+04291
141212.828e+060.6%104,8591.587e+042.785e+04291
281302.827e+060.6%152,7552.172e+043.487e+04291
34162.802e+060.6%29,9721.121e+044.396e+04291
33312.784e+060.6%85,4271.101e+044.904e+04290
21642.765e+060.6%99,9081.488e+042.905e+04291
191402.732e+060.6%94,0001.539e+043.134e+04291
32332.713e+060.6%31,8509,7684.87e+04291
37292.641e+060.6%58,8168,6066.216e+04291
20902.6e+060.6%94,6501.503e+042.821e+04285
121302.593e+060.6%77,8571.557e+042.356e+04288
341262.55e+060.6%61,5428,3253.534e+04272
311402.529e+060.6%77,8731.219e+043.738e+04288
181182.455e+060.5%102,3661.575e+042.803e+04291
35142.432e+060.5%81,2851.277e+045.07e+04291
352512.401e+060.5%79,0291.031e+044.798e+04291
35912.386e+060.5%40,2246,4394.38e+04263
211662.356e+060.5%122,1501.759e+042.568e+04291
37352.285e+060.5%68,9028,9945.171e+04291
82212.273e+060.5%106,7731.581e+041.668e+04291
142012.229e+060.5%109,6191.769e+042.473e+04291
201022.217e+060.5%74,9601.194e+042.303e+04274
202272.21e+060.5%49,2288,0551.463e+04254
25472.098e+060.5%136,5931.684e+043.191e+04291
361582.073e+060.5%101,8711.277e+043.968e+04291
8902.011e+060.4%95,4041.54e+042.144e+04288
27732e+060.4%90,2991.257e+042.849e+04291
241621.96e+060.4%69,4911.113e+041.872e+04291
121621.952e+060.4%81,6331.244e+041.665e+04288
381731.926e+060.4%81,6591.13e+043.723e+04291
13121.873e+060.4%91,5691.378e+042.208e+04287
7811.847e+060.4%141,1212.295e+042.13e+04291
352071.838e+060.4%45,3416,8723.779e+04291
18781.82e+060.4%80,7361.161e+042.376e+04291
261211.804e+060.4%87,3901.237e+042.524e+04291
281761.801e+060.4%102,7431.376e+043.027e+04291
9641.766e+060.4%95,7321.396e+042.034e+04289
241301.746e+060.4%61,7901.102e+042.215e+04283
181171.743e+060.4%116,6071.583e+042.37e+04291
341341.743e+060.4%45,6136,7933.785e+04290
361551.711e+060.4%70,0649,1923.682e+04291
381751.66e+060.4%72,4869,9864.502e+04291
82271.655e+060.4%50,2838,5481.101e+04265
2111.651e+060.4%100,0311.676e+042.482e+04291
81021.63e+060.4%74,7601.243e+041.565e+04269
23531.623e+060.4%94,6021.259e+042.416e+04291
36721.615e+060.4%40,1975,7123.909e+04290
262011.597e+060.4%85,1521.336e+042.463e+04291
33781.564e+060.3%44,6667,2873.068e+04290
372011.542e+060.3%42,3565,9373.829e+04289
38561.532e+060.3%59,4957,6834.186e+04291
272181.52e+060.3%100,0791.301e+042.709e+04291
231341.497e+060.3%103,4991.415e+042.471e+04291
71241.474e+060.3%103,3091.474e+041.815e+04291
191331.449e+060.3%82,6621.246e+042.629e+04291
212261.448e+060.3%86,3611.108e+041.759e+04291
34501.439e+060.3%69,0108,0093.713e+04291
221601.43e+060.3%44,1699,7752.816e+04291
14581.425e+060.3%95,4911.294e+041.658e+04291
221241.397e+060.3%125,1051.565e+042.364e+04291
52101.388e+060.3%114,1261.905e+041.633e+04291
301171.374e+060.3%95,4391.21e+042.574e+04291
37641.357e+060.3%74,2818,8263.664e+04291
28741.325e+060.3%41,5371.066e+042.5e+04291
33761.3e+060.3%37,6585,8762.771e+04287
11531.275e+060.3%90,7121.246e+041.979e+04291
17751.236e+060.3%89,1811.148e+041.96e+04291
221861.232e+060.3%75,3829,8682.067e+04288
131871.209e+060.3%78,5971.059e+041.408e+04291
361181.192e+060.3%63,1247,1493.143e+04291
341181.186e+060.3%44,5555,8213.194e+04291
91661.182e+060.3%125,3831.664e+041.53e+04291
361101.163e+060.3%28,5694,7323.955e+04291
261631.154e+060.3%68,2671.221e+042.336e+04291
25121.148e+060.3%69,2839,8991.873e+04290
21761.133e+060.2%63,9369,6901.587e+04276
161831.108e+060.2%90,9271.265e+042.157e+04291
301181.087e+060.2%59,7758,6422.326e+04291
151451.06e+060.2%81,7721.126e+041.843e+04291
22451.05e+060.2%77,9241.014e+042.233e+04291
302481.033e+060.2%66,1408,9382.002e+04281
23801.03e+060.2%44,9969,5902.197e+04291
201981.026e+060.2%81,3541.049e+041.822e+04291
37551.024e+060.2%86,0611.031e+042.452e+04291
161351.01e+060.2%54,8697,8561.112e+04285
26589.976e+050.2%73,3811.021e+041.591e+04291
111349.974e+050.2%99,9411.338e+041.733e+04291
+ +

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.

+
+ +