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uralstech
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AIDE-Chip-Surrogates

Tabular Regression
xgboost
computer-architecture
gem5
cache
surrogate-model
explainable-ai
shap
monotonic-constraints
systems-ml
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  1. surrogate_models_v2/model_crc32_ipc.pkl +3 -0
  2. surrogate_models_v2/model_crc32_l2_miss_rate.pkl +3 -0
  3. surrogate_models_v2/model_dijkstra_ipc.pkl +3 -0
  4. surrogate_models_v2/model_dijkstra_l2_miss_rate.pkl +3 -0
  5. surrogate_models_v2/model_fft_ipc.pkl +3 -0
  6. surrogate_models_v2/model_fft_l2_miss_rate.pkl +3 -0
  7. surrogate_models_v2/model_matrix_mul_ipc.pkl +3 -0
  8. surrogate_models_v2/model_matrix_mul_l2_miss_rate.pkl +3 -0
  9. surrogate_models_v2/model_qsort_ipc.pkl +3 -0
  10. surrogate_models_v2/model_qsort_l2_miss_rate.pkl +3 -0
  11. surrogate_models_v2/model_sha_ipc.pkl +3 -0
  12. surrogate_models_v2/model_sha_l2_miss_rate.pkl +3 -0
  13. surrogate_models_v2/shap_crc32_ipc.png +0 -0
  14. surrogate_models_v2/shap_crc32_l2_miss_rate.png +0 -0
  15. surrogate_models_v2/shap_dijkstra_ipc.png +0 -0
  16. surrogate_models_v2/shap_dijkstra_l2_miss_rate.png +0 -0
  17. surrogate_models_v2/shap_fft_ipc.png +0 -0
  18. surrogate_models_v2/shap_fft_l2_miss_rate.png +0 -0
  19. surrogate_models_v2/shap_matrix_mul_ipc.png +0 -0
  20. surrogate_models_v2/shap_matrix_mul_l2_miss_rate.png +0 -0
  21. surrogate_models_v2/shap_qsort_ipc.png +0 -0
  22. surrogate_models_v2/shap_qsort_l2_miss_rate.png +0 -0
  23. surrogate_models_v2/shap_sha_ipc.png +0 -0
  24. surrogate_models_v2/shap_sha_l2_miss_rate.png +0 -0
  25. surrogate_models_v2/training_summary_v2.csv +13 -0
surrogate_models_v2/model_crc32_ipc.pkl ADDED
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surrogate_models_v2/model_crc32_l2_miss_rate.pkl ADDED
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surrogate_models_v2/model_dijkstra_ipc.pkl ADDED
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surrogate_models_v2/model_fft_ipc.pkl ADDED
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surrogate_models_v2/model_fft_l2_miss_rate.pkl ADDED
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surrogate_models_v2/model_matrix_mul_ipc.pkl ADDED
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surrogate_models_v2/model_matrix_mul_l2_miss_rate.pkl ADDED
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surrogate_models_v2/model_qsort_ipc.pkl ADDED
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surrogate_models_v2/model_qsort_l2_miss_rate.pkl ADDED
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surrogate_models_v2/model_sha_ipc.pkl ADDED
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surrogate_models_v2/model_sha_l2_miss_rate.pkl ADDED
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surrogate_models_v2/shap_crc32_ipc.png ADDED
surrogate_models_v2/shap_crc32_l2_miss_rate.png ADDED
surrogate_models_v2/shap_dijkstra_ipc.png ADDED
surrogate_models_v2/shap_dijkstra_l2_miss_rate.png ADDED
surrogate_models_v2/shap_fft_ipc.png ADDED
surrogate_models_v2/shap_fft_l2_miss_rate.png ADDED
surrogate_models_v2/shap_matrix_mul_ipc.png ADDED
surrogate_models_v2/shap_matrix_mul_l2_miss_rate.png ADDED
surrogate_models_v2/shap_qsort_ipc.png ADDED
surrogate_models_v2/shap_qsort_l2_miss_rate.png ADDED
surrogate_models_v2/shap_sha_ipc.png ADDED
surrogate_models_v2/shap_sha_l2_miss_rate.png ADDED
surrogate_models_v2/training_summary_v2.csv ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ workload,target,r2,mae,smape_%,p95_abs_err,median_abs_error_%
2
+ crc32,ipc,0.9996304790768608,0.0005063237455444263,0.04693530966434153,0.0012230865417480975,0.04041742938268398
3
+ crc32,l2_miss_rate,0.9999714625558268,0.0006131198181610117,0.08291236579361559,0.0027116046997070486,0.02225393685975184
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+ dijkstra,ipc,0.9992321932935857,7.36043191121413e-05,0.005513903583543024,0.0002079118698120608,0.0038945272516142894
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+ dijkstra,l2_miss_rate,0.9997061525116844,9.678410229492051e-05,0.010117795567778339,0.000462471553039523,0.0018781392711899921
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+ fft,ipc,0.9997903741266744,0.00033824601944987026,0.015467866764914271,0.0010035134323121313,0.010255097104420758
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+ fft,l2_miss_rate,0.9999764997618957,0.0008136233943367017,0.19438885723558036,0.003915359200286906,0.09344966554847536
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+ matrix_mul,ipc,0.9996785061311045,0.004493289042640691,0.5477287226273376,0.014219415140533488,0.45664323706135423
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+ matrix_mul,l2_miss_rate,0.9999983751212385,0.0001899705851565004,1.1286144422092894,0.0009391684945225552,0.1145918619938676
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+ qsort,ipc,0.9996901748862788,0.0007114499527384452,0.051053610804878205,0.0022940645538329866,0.03445212806801759
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+ qsort,l2_miss_rate,0.9999428973751122,0.0006808674263483678,0.17216428806565018,0.0028393492478370475,0.04872216123725005
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+ sha,ipc,0.9999123686167176,6.500323193359254e-05,0.001594072485812649,0.00033880019836427547,0.0005820713533493047
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+ sha,l2_miss_rate,0.9986309647069278,0.0030761736702796605,3.266976678479757,0.013590210497713102,0.06111307654394312