Glue-opcode runtime results

Per-client NNLS fits for the priced glue opcodes. A target opcode's coefficient is netted against the runtime of these glue opcodes before its gas cost is derived. Headline stats are per (client, glue opcode); the joint and tier-level regression summaries are collected in the appendix at the bottom.

Plots omitted. This is an older archived run; only the 5 most recent runs retain the glue plots. The per-fit stats and regression summaries below are unchanged.

Per-client regression summaries

Joint (cycle-tier) and single-feature (pure/mixed-tier) NNLS fits, grouped by client.

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.932
Model:                  NNLS                    Adj. R-squared:          0.932
No. Observations:       65890                             RMSE:          56.32
Df Residuals:           65882                              MAE:          34.60
Df Model:               7      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     81.1812      0.7231       0.001     79.8349     82.6525
  CALLDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
           DUP      0.0000      0.0000       0.001      0.0000      0.0000
           GAS      0.0000      0.0000       0.001      0.0000      0.0000
         MLOAD      0.0000      0.0000       0.001      0.0000      0.0000
          PUSH      0.0000      0.0000       0.001      0.0000      0.0000
         PUSH0      0.0000      0.0000       0.001      0.0000      0.0000
    STATICCALL      0.0015      0.0000       0.001      0.0015      0.0016
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.854
Model:                  NNLS                    Adj. R-squared:          0.853
No. Observations:       1111                              RMSE:          41.82
Df Residuals:           1109                               MAE:          35.02
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     81.3655      4.3713       0.001     72.6554     89.8240
        ISZERO      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.874
Model:                  NNLS                    Adj. R-squared:          0.874
No. Observations:       1111                              RMSE:          63.79
Df Residuals:           1109                               MAE:          53.23
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     83.3175      6.8717       0.001     69.9883     97.6124
      JUMPDEST      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.851
Model:                  NNLS                    Adj. R-squared:          0.851
No. Observations:       17776                             RMSE:          32.10
Df Residuals:           17774                              MAE:          26.32
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     68.5280      0.8672       0.001     66.7853     70.2513
          SWAP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.861
Model:                  NNLS                    Adj. R-squared:          0.861
No. Observations:       1111                              RMSE:          48.39
Df Residuals:           1109                               MAE:          41.08
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    100.3284      4.9805       0.001     90.9222    110.0684
           ADD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.873
Model:                  NNLS                    Adj. R-squared:          0.873
No. Observations:       1111                              RMSE:          39.20
Df Residuals:           1109                               MAE:          33.51
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     88.6512      4.2063       0.001     80.2386     97.0654
           AND      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.827
Model:                  NNLS                    Adj. R-squared:          0.827
No. Observations:       26664                             RMSE:          71.79
Df Residuals:           26662                              MAE:          56.74
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    117.4282      0.5486       0.001    116.3197    118.5521
  CALLDATACOPY      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.000
Model:                  NNLS                    Adj. R-squared:         -0.000
No. Observations:       4444                              RMSE:           0.76
Df Residuals:           4442                               MAE:           0.53
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      3.7601      0.0293       0.001      3.6917      3.8026
  CALLDATALOAD      0.0000      0.0000       0.181      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.873
Model:                  NNLS                    Adj. R-squared:          0.873
No. Observations:       1111                              RMSE:          54.70
Df Residuals:           1109                               MAE:          46.84
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    133.8694      5.4002       0.001    123.4539    144.4150
           DIV      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.864
Model:                  NNLS                    Adj. R-squared:          0.864
No. Observations:       1111                              RMSE:          19.78
Df Residuals:           1109                               MAE:          15.71
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     78.8532      1.7712       0.001     75.2891     82.4048
           EXP      0.0013      0.0000       0.001      0.0012      0.0013
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.892
Model:                  NNLS                    Adj. R-squared:          0.891
No. Observations:       1111                              RMSE:         121.93
Df Residuals:           1109                               MAE:          99.82
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    199.5715     13.7824       0.001    172.4643    225.6064
            GT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.872
Model:                  NNLS                    Adj. R-squared:          0.872
No. Observations:       1111                              RMSE:          17.10
Df Residuals:           1109                               MAE:          14.29
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     38.1202      1.7701       0.001     34.5971     41.4805
         JUMPI      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.895
Model:                  NNLS                    Adj. R-squared:          0.895
No. Observations:       1111                              RMSE:         124.78
Df Residuals:           1109                               MAE:         102.57
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    213.2195     13.8204       0.001    185.4891    239.5296
            LT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.868
Model:                  NNLS                    Adj. R-squared:          0.868
No. Observations:       5555                              RMSE:          50.89
Df Residuals:           5553                               MAE:          43.49
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    112.1882      2.5118       0.001    107.4674    117.3723
        MSTORE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.862
Model:                  NNLS                    Adj. R-squared:          0.862
No. Observations:       5555                              RMSE:          35.19
Df Residuals:           5553                               MAE:          29.51
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     77.8527      1.6163       0.001     74.6861     81.0019
       MSTORE8      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.639
Model:                  NNLS                    Adj. R-squared:          0.639
No. Observations:       1111                              RMSE:          68.37
Df Residuals:           1109                               MAE:          55.47
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    104.4754      6.0206       0.001     92.7183    116.3388
           MUL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.861
Model:                  NNLS                    Adj. R-squared:          0.861
No. Observations:       1111                              RMSE:          56.61
Df Residuals:           1109                               MAE:          47.73
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    115.7960      6.2021       0.001    103.8705    127.7886
            PC      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.850
Model:                  NNLS                    Adj. R-squared:          0.850
No. Observations:       4444                              RMSE:          47.18
Df Residuals:           4442                               MAE:          39.38
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     93.4501      2.5749       0.001     88.5275     98.6175
RETURNDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.488
Model:                  NNLS                    Adj. R-squared:          0.487
No. Observations:       909                               RMSE:          77.59
Df Residuals:           907                                MAE:          62.20
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    422.6200     10.7676       0.001    399.9959    443.3275
   SELFBALANCE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.867
Model:                  NNLS                    Adj. R-squared:          0.867
No. Observations:       1111                              RMSE:          45.85
Df Residuals:           1109                               MAE:          39.35
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     99.1122      5.0917       0.001     89.5309    108.8892
           SUB      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.866
Model:                  NNLS                    Adj. R-squared:          0.866
No. Observations:       1111                              RMSE:          72.93
Df Residuals:           1109                               MAE:          61.60
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    150.0606      8.0992       0.001    133.5248    166.5710
          JUMP      0.0000      0.0000       0.001      0.0000      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.282
Model:                  NNLS                    Adj. R-squared:          0.282
No. Observations:       17776                             RMSE:         164.87
Df Residuals:           17774                              MAE:         128.74
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    511.8883      2.6785       0.001    506.5013    517.2269
     KECCAK256      0.0001      0.0000       0.001      0.0001      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.947
Model:                  NNLS                    Adj. R-squared:          0.947
No. Observations:       4070                              RMSE:          39.55
Df Residuals:           4062                               MAE:          19.02
Df Model:               7      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     29.0666      2.0206       0.001     25.1124     33.1654
  CALLDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
           DUP      0.0000      0.0000       0.001      0.0000      0.0000
           GAS      0.0000      0.0000       0.001      0.0000      0.0000
         MLOAD      0.0000      0.0000       0.001      0.0000      0.0000
          PUSH      0.0000      0.0000       0.001      0.0000      0.0000
         PUSH0      0.0000      0.0000       0.001      0.0000      0.0000
    STATICCALL      0.0005      0.0000       0.001      0.0005      0.0005
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.247
Model:                  NNLS                    Adj. R-squared:          0.235
No. Observations:       66                                RMSE:          42.95
Df Residuals:           64                                 MAE:          13.01
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.3845      6.1895       0.063      0.0000     22.4567
        ISZERO      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.922
Model:                  NNLS                    Adj. R-squared:          0.921
No. Observations:       66                                RMSE:          14.07
Df Residuals:           64                                 MAE:          11.77
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     22.9989      5.7319       0.001     12.9588     35.2361
      JUMPDEST      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.529
Model:                  NNLS                    Adj. R-squared:          0.528
No. Observations:       1056                              RMSE:          25.53
Df Residuals:           1054                               MAE:           7.40
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     21.3045      1.9161       0.001     17.2381     24.7552
          SWAP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.933
Model:                  NNLS                    Adj. R-squared:          0.932
No. Observations:       66                                RMSE:           7.99
Df Residuals:           64                                 MAE:           6.42
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     15.4058      3.4915       0.001      8.5286     22.2266
           ADD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.923
Model:                  NNLS                    Adj. R-squared:          0.922
No. Observations:       66                                RMSE:           8.67
Df Residuals:           64                                 MAE:           6.99
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.9051      4.0892       0.001      5.5813     21.0283
           AND      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.786
Model:                  NNLS                    Adj. R-squared:          0.786
No. Observations:       1584                              RMSE:          28.34
Df Residuals:           1582                               MAE:           9.17
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     19.5019      1.3582       0.001     17.2968     22.4024
  CALLDATACOPY      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.150
Model:                  NNLS                    Adj. R-squared:          0.147
No. Observations:       264                               RMSE:           0.52
Df Residuals:           262                                MAE:           0.38
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      5.5329      0.1056       0.001      5.3208      5.7346
  CALLDATALOAD      0.0001      0.0000       0.001      0.0000      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.900
Model:                  NNLS                    Adj. R-squared:          0.898
No. Observations:       66                                RMSE:          25.82
Df Residuals:           64                                 MAE:          22.45
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     22.4781     10.6189       0.009      2.2616     42.8011
           DIV      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.895
Model:                  NNLS                    Adj. R-squared:          0.893
No. Observations:       66                                RMSE:           4.66
Df Residuals:           64                                 MAE:           3.68
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.8124      2.0350       0.001      7.7138     15.7645
           EXP      0.0003      0.0000       0.001      0.0003      0.0004
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.923
Model:                  NNLS                    Adj. R-squared:          0.922
No. Observations:       66                                RMSE:           9.37
Df Residuals:           64                                 MAE:           7.60
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     15.1762      4.0832       0.001      7.7991     23.7289
            GT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.874
Model:                  NNLS                    Adj. R-squared:          0.872
No. Observations:       66                                RMSE:           5.93
Df Residuals:           64                                 MAE:           5.05
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     18.8196      2.9656       0.001     13.3090     24.8059
         JUMPI      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.314
Model:                  NNLS                    Adj. R-squared:          0.303
No. Observations:       66                                RMSE:          44.09
Df Residuals:           64                                 MAE:          13.21
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     27.9861     12.1142       0.001     12.2559     59.1781
            LT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.574
Model:                  NNLS                    Adj. R-squared:          0.573
No. Observations:       330                               RMSE:          34.80
Df Residuals:           328                                MAE:          11.62
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     24.3910      7.2378       0.001     11.5447     40.6136
        MSTORE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.704
Model:                  NNLS                    Adj. R-squared:          0.704
No. Observations:       330                               RMSE:          23.35
Df Residuals:           328                                MAE:           9.48
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     25.0833      2.6913       0.001     20.3228     30.5047
       MSTORE8      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.906
Model:                  NNLS                    Adj. R-squared:          0.905
No. Observations:       66                                RMSE:           9.30
Df Residuals:           64                                 MAE:           6.96
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     10.5888      4.0074       0.001      3.3613     19.2952
           MUL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.936
Model:                  NNLS                    Adj. R-squared:          0.935
No. Observations:       66                                RMSE:          10.64
Df Residuals:           64                                 MAE:           8.99
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     22.0240      4.8793       0.001     12.6807     32.1525
            PC      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.923
Model:                  NNLS                    Adj. R-squared:          0.923
No. Observations:       264                               RMSE:           8.15
Df Residuals:           262                                MAE:           6.30
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     17.1066      1.8585       0.001     13.6125     20.9316
RETURNDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.893
Model:                  NNLS                    Adj. R-squared:          0.891
No. Observations:       54                                RMSE:           5.00
Df Residuals:           52                                 MAE:           4.08
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     17.5112      2.9420       0.001     11.0752     22.8570
   SELFBALANCE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.938
Model:                  NNLS                    Adj. R-squared:          0.937
No. Observations:       66                                RMSE:           7.73
Df Residuals:           64                                 MAE:           6.13
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     15.8486      3.6537       0.001      8.8315     22.9695
           SUB      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.914
Model:                  NNLS                    Adj. R-squared:          0.913
No. Observations:       66                                RMSE:           7.91
Df Residuals:           64                                 MAE:           6.14
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     17.5365      3.5167       0.001     10.9710     24.4625
          JUMP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.072
Model:                  NNLS                    Adj. R-squared:          0.071
No. Observations:       1056                              RMSE:         135.10
Df Residuals:           1054                               MAE:         108.56
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    367.2137      9.5188       0.001    349.3770    386.1955
     KECCAK256      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.880
Model:                  NNLS                    Adj. R-squared:          0.879
No. Observations:       5940                              RMSE:           7.27
Df Residuals:           5932                               MAE:           5.66
Df Model:               7      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     13.8970      0.3246       0.001     13.2382     14.5249
  CALLDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
           DUP      0.0000      0.0000       0.001      0.0000      0.0000
           GAS      0.0000      0.0000       0.001      0.0000      0.0000
         MLOAD      0.0000      0.0000       0.001      0.0000      0.0000
          PUSH      0.0000      0.0000       0.001      0.0000      0.0000
         PUSH0      0.0000      0.0000       0.001      0.0000      0.0000
    STATICCALL      0.0001      0.0000       0.001      0.0001      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.849
Model:                  NNLS                    Adj. R-squared:          0.848
No. Observations:       99                                RMSE:          12.90
Df Residuals:           97                                 MAE:          10.95
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     23.6519      4.7539       0.001     13.9875     33.1704
        ISZERO      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.837
Model:                  NNLS                    Adj. R-squared:          0.835
No. Observations:       99                                RMSE:          13.76
Df Residuals:           97                                 MAE:          10.72
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      5.6743      4.0458       0.099      0.0000     14.4328
      JUMPDEST      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.788
Model:                  NNLS                    Adj. R-squared:          0.788
No. Observations:       1584                              RMSE:           7.80
Df Residuals:           1582                               MAE:           5.78
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     15.8394      0.5891       0.001     14.6849     16.9707
          SWAP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.837
Model:                  NNLS                    Adj. R-squared:          0.835
No. Observations:       99                                RMSE:           5.78
Df Residuals:           97                                 MAE:           4.49
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      8.8099      1.8963       0.001      5.1270     12.4632
           ADD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.398
Model:                  NNLS                    Adj. R-squared:          0.391
No. Observations:       99                                RMSE:          17.10
Df Residuals:           97                                 MAE:          13.49
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     14.5875      5.8544       0.008      3.5218     26.0144
           AND      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.892
Model:                  NNLS                    Adj. R-squared:          0.892
No. Observations:       2376                              RMSE:           7.43
Df Residuals:           2374                               MAE:           5.45
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.0861      0.1854       0.001     11.7220     12.4669
  CALLDATACOPY      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.320
Model:                  NNLS                    Adj. R-squared:          0.319
No. Observations:       396                               RMSE:           0.11
Df Residuals:           394                                MAE:           0.09
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      2.3361      0.0199       0.001      2.2974      2.3748
  CALLDATALOAD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.831
Model:                  NNLS                    Adj. R-squared:          0.830
No. Observations:       99                                RMSE:          33.36
Df Residuals:           97                                 MAE:          27.85
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     72.3836     12.8039       0.001     47.8766     96.2795
           DIV      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.815
Model:                  NNLS                    Adj. R-squared:          0.813
No. Observations:       99                                RMSE:          16.30
Df Residuals:           97                                 MAE:          13.54
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     40.6770      6.3146       0.001     28.4313     53.6898
           EXP      0.0009      0.0000       0.001      0.0008      0.0010
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.821
Model:                  NNLS                    Adj. R-squared:          0.819
No. Observations:       99                                RMSE:           6.11
Df Residuals:           97                                 MAE:           4.61
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      8.5666      1.8378       0.001      5.1071     12.3127
            GT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.786
Model:                  NNLS                    Adj. R-squared:          0.784
No. Observations:       99                                RMSE:           3.67
Df Residuals:           97                                 MAE:           2.80
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      6.7945      0.9879       0.001      4.8277      8.5315
         JUMPI      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.842
Model:                  NNLS                    Adj. R-squared:          0.840
No. Observations:       99                                RMSE:           4.92
Df Residuals:           97                                 MAE:           3.90
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.1775      1.6737       0.001      8.1156     14.4427
            LT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.818
Model:                  NNLS                    Adj. R-squared:          0.817
No. Observations:       495                               RMSE:           5.98
Df Residuals:           493                                MAE:           4.64
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.3227      0.9055       0.001     10.6185     14.1220
        MSTORE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.799
Model:                  NNLS                    Adj. R-squared:          0.799
No. Observations:       495                               RMSE:           6.02
Df Residuals:           493                                MAE:           4.54
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.6319      0.8870       0.001     10.9315     14.4283
       MSTORE8      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.787
Model:                  NNLS                    Adj. R-squared:          0.785
No. Observations:       99                                RMSE:           7.14
Df Residuals:           97                                 MAE:           5.69
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.4110      2.4661       0.001      6.8192     16.5389
           MUL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.864
Model:                  NNLS                    Adj. R-squared:          0.863
No. Observations:       99                                RMSE:           6.38
Df Residuals:           97                                 MAE:           4.93
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     18.0946      2.0819       0.001     14.0659     22.5217
            PC      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.846
Model:                  NNLS                    Adj. R-squared:          0.846
No. Observations:       396                               RMSE:           6.83
Df Residuals:           394                                MAE:           5.55
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.9455      1.1659       0.001     10.5973     15.2268
RETURNDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.826
Model:                  NNLS                    Adj. R-squared:          0.824
No. Observations:       81                                RMSE:          22.46
Df Residuals:           79                                 MAE:          18.55
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     76.3630      9.4610       0.001     57.0151     94.0491
   SELFBALANCE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.820
Model:                  NNLS                    Adj. R-squared:          0.818
No. Observations:       99                                RMSE:           6.36
Df Residuals:           97                                 MAE:           5.17
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      8.1153      2.1258       0.001      4.1482     12.2637
           SUB      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.822
Model:                  NNLS                    Adj. R-squared:          0.820
No. Observations:       99                                RMSE:           7.65
Df Residuals:           97                                 MAE:           6.24
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     17.2792      2.5162       0.001     12.3398     22.3214
          JUMP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.043
Model:                  NNLS                    Adj. R-squared:          0.043
No. Observations:       1584                              RMSE:          93.48
Df Residuals:           1582                               MAE:          74.85
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    293.5715      5.4049       0.001    283.7155    304.0559
     KECCAK256      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.943
Model:                  NNLS                    Adj. R-squared:          0.943
No. Observations:       36993                             RMSE:          70.10
Df Residuals:           36985                              MAE:          35.33
Df Model:               7      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      5.9725      1.0796       0.001      3.9366      8.2200
  CALLDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
           DUP      0.0000      0.0000       0.001      0.0000      0.0000
           GAS      0.0000      0.0000       0.001      0.0000      0.0000
         MLOAD      0.0000      0.0000       0.001      0.0000      0.0000
          PUSH      0.0000      0.0000       0.001      0.0000      0.0000
         PUSH0      0.0000      0.0000       0.001      0.0000      0.0000
    STATICCALL      0.0000      0.0000       1.000      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.966
Model:                  NNLS                    Adj. R-squared:          0.966
No. Observations:       627                               RMSE:          32.84
Df Residuals:           625                                MAE:          16.22
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      2.9719      2.7395       0.156      0.0000      9.2698
        ISZERO      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.969
Model:                  NNLS                    Adj. R-squared:          0.969
No. Observations:       627                               RMSE:          82.01
Df Residuals:           625                                MAE:          44.44
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      0.0000      0.9286       1.000      0.0000      2.7280
      JUMPDEST      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.977
Model:                  NNLS                    Adj. R-squared:          0.977
No. Observations:       10032                             RMSE:          30.78
Df Residuals:           10030                              MAE:          14.75
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      8.0241      0.9131       0.001      6.2262      9.8400
          SWAP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.791
Model:                  NNLS                    Adj. R-squared:          0.791
No. Observations:       627                               RMSE:         145.54
Df Residuals:           625                                MAE:         120.46
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      0.0000      8.3106       1.000      0.0000     28.7814
           ADD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.745
Model:                  NNLS                    Adj. R-squared:          0.744
No. Observations:       627                               RMSE:         165.01
Df Residuals:           625                                MAE:         124.51
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      0.0000      8.4473       1.000      0.0000     30.0122
           AND      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.992
Model:                  NNLS                    Adj. R-squared:          0.992
No. Observations:       15048                             RMSE:          42.77
Df Residuals:           15046                              MAE:          25.86
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     49.0902      0.4106       0.001     48.2870     49.8677
  CALLDATACOPY      0.0001      0.0000       0.001      0.0001      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.025
Model:                  NNLS                    Adj. R-squared:          0.024
No. Observations:       2508                              RMSE:           1.28
Df Residuals:           2506                               MAE:           0.65
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      2.7182      0.0868       0.001      2.5533      2.8937
  CALLDATALOAD      0.0001      0.0000       0.001      0.0000      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.995
Model:                  NNLS                    Adj. R-squared:          0.995
No. Observations:       627                               RMSE:          33.72
Df Residuals:           625                                MAE:          23.02
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      7.9760      3.6180       0.013      1.0432     15.1410
           DIV      0.0001      0.0000       0.001      0.0001      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.995
Model:                  NNLS                    Adj. R-squared:          0.995
No. Observations:       627                               RMSE:           6.01
Df Residuals:           625                                MAE:           5.04
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      5.7290      0.7019       0.001      4.4825      7.1188
           EXP      0.0021      0.0000       0.001      0.0021      0.0021
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.961
Model:                  NNLS                    Adj. R-squared:          0.961
No. Observations:       627                               RMSE:          44.42
Df Residuals:           625                                MAE:          18.99
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      0.0000      2.8613       1.000      0.0000      9.2988
            GT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.971
Model:                  NNLS                    Adj. R-squared:          0.971
No. Observations:       627                               RMSE:          25.76
Df Residuals:           625                                MAE:          12.05
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      1.3625      2.3007       0.273      0.0000      7.4230
         JUMPI      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.751
Model:                  NNLS                    Adj. R-squared:          0.751
No. Observations:       627                               RMSE:         155.55
Df Residuals:           625                                MAE:         123.77
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      0.0000      9.6479       1.000      0.0000     32.3026
            LT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.982
Model:                  NNLS                    Adj. R-squared:          0.982
No. Observations:       3135                              RMSE:          46.21
Df Residuals:           3133                               MAE:          24.29
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     10.0858      2.4537       0.001      5.3347     15.1058
        MSTORE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.973
Model:                  NNLS                    Adj. R-squared:          0.973
No. Observations:       3135                              RMSE:          51.11
Df Residuals:           3133                               MAE:          22.39
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      6.4646      2.6494       0.016      0.9138     11.7020
       MSTORE8      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.920
Model:                  NNLS                    Adj. R-squared:          0.920
No. Observations:       627                               RMSE:          63.14
Df Residuals:           625                                MAE:          43.30
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     22.2685      7.3058       0.003      7.3983     36.4741
           MUL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.986
Model:                  NNLS                    Adj. R-squared:          0.986
No. Observations:       627                               RMSE:          33.06
Df Residuals:           625                                MAE:          17.79
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.2026      3.8797       0.001      3.7829     18.8481
            PC      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.921
Model:                  NNLS                    Adj. R-squared:          0.921
No. Observations:       2508                              RMSE:          73.90
Df Residuals:           2506                               MAE:          37.15
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     26.4369      4.4030       0.001     16.8666     34.0970
RETURNDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.989
Model:                  NNLS                    Adj. R-squared:          0.989
No. Observations:       513                               RMSE:          53.74
Df Residuals:           511                                MAE:          30.92
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      6.0560      5.8875       0.209      0.0000     19.0588
   SELFBALANCE      0.0001      0.0000       0.001      0.0001      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.741
Model:                  NNLS                    Adj. R-squared:          0.741
No. Observations:       627                               RMSE:         170.81
Df Residuals:           625                                MAE:         136.24
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      0.0000      5.3004       1.000      0.0000     20.4147
           SUB      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.968
Model:                  NNLS                    Adj. R-squared:          0.968
No. Observations:       627                               RMSE:          38.80
Df Residuals:           625                                MAE:          16.24
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      0.0000      2.0194       1.000      0.0000      6.6515
          JUMP      0.0001      0.0000       0.001      0.0001      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.301
Model:                  NNLS                    Adj. R-squared:          0.301
No. Observations:       10032                             RMSE:         620.03
Df Residuals:           10030                              MAE:         499.01
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const   1627.6169     13.3959       0.001   1601.4946   1653.2500
     KECCAK256      0.0002      0.0000       0.001      0.0002      0.0002
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.980
Model:                  NNLS                    Adj. R-squared:          0.980
No. Observations:       25575                             RMSE:          21.40
Df Residuals:           25567                              MAE:           7.13
Df Model:               7      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     13.5202      0.5252       0.001     12.4007     14.5134
  CALLDATASIZE      0.0000      0.0000       1.000      0.0000      0.0000
           DUP      0.0000      0.0000       1.000      0.0000      0.0000
           GAS      0.0000      0.0000       1.000      0.0000      0.0000
         MLOAD      0.0000      0.0000       0.001      0.0000      0.0000
          PUSH      0.0000      0.0000       0.001      0.0000      0.0000
         PUSH0      0.0000      0.0000       1.000      0.0000      0.0000
    STATICCALL      0.0009      0.0000       0.001      0.0009      0.0009
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.202
Model:                  NNLS                    Adj. R-squared:          0.200
No. Observations:       429                               RMSE:          37.58
Df Residuals:           427                                MAE:          20.05
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     21.5948      6.0115       0.001      8.8949     33.0332
        ISZERO      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.692
Model:                  NNLS                    Adj. R-squared:          0.691
No. Observations:       429                               RMSE:          17.79
Df Residuals:           427                                MAE:          14.09
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     19.4339      2.6269       0.001     14.7069     25.0786
      JUMPDEST      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.326
Model:                  NNLS                    Adj. R-squared:          0.326
No. Observations:       6864                              RMSE:          16.81
Df Residuals:           6862                               MAE:           5.99
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     15.2946      0.5956       0.001     14.1028     16.4143
          SWAP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.661
Model:                  NNLS                    Adj. R-squared:          0.660
No. Observations:       429                               RMSE:          19.86
Df Residuals:           427                                MAE:          10.07
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     14.2626      2.2045       0.001     10.2154     18.7174
           ADD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.513
Model:                  NNLS                    Adj. R-squared:          0.512
No. Observations:       429                               RMSE:          13.17
Df Residuals:           427                                MAE:           5.41
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     13.5822      1.7064       0.001      9.9120     16.4855
           AND      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.702
Model:                  NNLS                    Adj. R-squared:          0.702
No. Observations:       10296                             RMSE:          19.70
Df Residuals:           10294                              MAE:          15.16
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     23.4230      0.2431       0.001     22.9360     23.9293
  CALLDATACOPY      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.002
Model:                  NNLS                    Adj. R-squared:          0.002
No. Observations:       1716                              RMSE:           4.26
Df Residuals:           1714                               MAE:           0.32
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      1.8869      0.2236       0.001      1.3993      2.1493
  CALLDATALOAD      0.0001      0.0000       0.001      0.0000      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.633
Model:                  NNLS                    Adj. R-squared:          0.632
No. Observations:       429                               RMSE:          48.48
Df Residuals:           427                                MAE:          38.70
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    125.4426     10.3135       0.001    104.8372    145.3338
           DIV      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.000
Model:                  NNLS                    Adj. R-squared:         -0.002
No. Observations:       429                               RMSE:          47.94
Df Residuals:           427                                MAE:          32.40
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    110.1258      5.0544       0.001     94.0797    114.5761
           EXP      0.0000      0.0000       1.000      0.0000      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.340
Model:                  NNLS                    Adj. R-squared:          0.339
No. Observations:       429                               RMSE:          23.63
Df Residuals:           427                                MAE:          13.02
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     14.7112      3.6597       0.001      7.8775     22.2023
            GT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.452
Model:                  NNLS                    Adj. R-squared:          0.451
No. Observations:       429                               RMSE:           9.04
Df Residuals:           427                                MAE:           4.61
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      9.7507      1.3948       0.001      7.0271     12.4228
         JUMPI      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.291
Model:                  NNLS                    Adj. R-squared:          0.289
No. Observations:       429                               RMSE:          23.81
Df Residuals:           427                                MAE:          12.68
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     21.5152      3.4089       0.001     15.0257     28.5052
            LT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.574
Model:                  NNLS                    Adj. R-squared:          0.574
No. Observations:       2145                              RMSE:          13.44
Df Residuals:           2143                               MAE:           7.85
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     14.0746      0.7949       0.001     12.4907     15.6076
        MSTORE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.664
Model:                  NNLS                    Adj. R-squared:          0.664
No. Observations:       2145                              RMSE:           9.84
Df Residuals:           2143                               MAE:           5.88
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     15.9330      0.7126       0.001     14.5758     17.3289
       MSTORE8      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.730
Model:                  NNLS                    Adj. R-squared:          0.730
No. Observations:       429                               RMSE:          27.28
Df Residuals:           427                                MAE:          17.81
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     26.4648      3.5918       0.001     19.0900     33.7666
           MUL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.900
Model:                  NNLS                    Adj. R-squared:          0.900
No. Observations:       429                               RMSE:           8.08
Df Residuals:           427                                MAE:           6.37
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     17.1048      1.4291       0.001     14.3527     19.9791
            PC      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.466
Model:                  NNLS                    Adj. R-squared:          0.465
No. Observations:       1716                              RMSE:          13.06
Df Residuals:           1714                               MAE:           5.71
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.9068      0.9759       0.001      9.9858     13.8512
RETURNDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.858
Model:                  NNLS                    Adj. R-squared:          0.857
No. Observations:       351                               RMSE:          43.68
Df Residuals:           349                                MAE:          35.53
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     76.7819     10.1788       0.001     57.2158     96.4288
   SELFBALANCE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.602
Model:                  NNLS                    Adj. R-squared:          0.601
No. Observations:       429                               RMSE:          22.19
Df Residuals:           427                                MAE:          11.65
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     16.0504      2.8555       0.001     10.2765     21.4911
           SUB      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.791
Model:                  NNLS                    Adj. R-squared:          0.791
No. Observations:       429                               RMSE:           9.81
Df Residuals:           427                                MAE:           6.74
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     17.8129      1.9676       0.001     14.3069     22.0578
          JUMP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.000
Model:                  NNLS                    Adj. R-squared:         -0.000
No. Observations:       6864                              RMSE:         288.95
Df Residuals:           6862                               MAE:         237.99
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    443.6763      3.5977       0.001    436.7405    450.8724
     KECCAK256      0.0000      0.0000       1.000      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.835
Model:                  NNLS                    Adj. R-squared:          0.835
No. Observations:       12782                             RMSE:           7.37
Df Residuals:           12774                              MAE:           5.12
Df Model:               7      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.0693      0.2089       0.001     10.6386     11.4779
  CALLDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
           DUP      0.0000      0.0000       0.001      0.0000      0.0000
           GAS      0.0000      0.0000       0.001      0.0000      0.0000
         MLOAD      0.0000      0.0000       0.001      0.0000      0.0000
          PUSH      0.0000      0.0000       0.001      0.0000      0.0000
         PUSH0      0.0000      0.0000       0.001      0.0000      0.0000
    STATICCALL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.729
Model:                  NNLS                    Adj. R-squared:          0.727
No. Observations:       209                               RMSE:           4.95
Df Residuals:           207                                MAE:           3.64
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      8.1762      1.1224       0.001      5.9304     10.2914
        ISZERO      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.747
Model:                  NNLS                    Adj. R-squared:          0.746
No. Observations:       209                               RMSE:          10.97
Df Residuals:           207                                MAE:           7.70
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     13.2392      2.4327       0.001      8.4379     17.5849
      JUMPDEST      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.535
Model:                  NNLS                    Adj. R-squared:          0.534
No. Observations:       3344                              RMSE:           9.43
Df Residuals:           3342                               MAE:           4.57
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.3040      0.5661       0.001     10.2611     12.4908
          SWAP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.808
Model:                  NNLS                    Adj. R-squared:          0.807
No. Observations:       209                               RMSE:           4.71
Df Residuals:           207                                MAE:           3.46
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      8.6350      1.0433       0.001      6.7488     10.6686
           ADD      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.330
Model:                  NNLS                    Adj. R-squared:          0.326
No. Observations:       209                               RMSE:          11.69
Df Residuals:           207                                MAE:           4.19
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     13.4317      4.5967       0.001      7.3368     23.2624
           AND      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.734
Model:                  NNLS                    Adj. R-squared:          0.734
No. Observations:       5016                              RMSE:          10.32
Df Residuals:           5014                               MAE:           6.96
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.5403      0.1743       0.001     12.2110     12.8743
  CALLDATACOPY      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.320
Model:                  NNLS                    Adj. R-squared:          0.319
No. Observations:       836                               RMSE:           0.25
Df Residuals:           834                                MAE:           0.14
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      1.1595      0.0308       0.001      1.0938      1.2127
  CALLDATALOAD      0.0000      0.0000       0.001      0.0000      0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.837
Model:                  NNLS                    Adj. R-squared:          0.836
No. Observations:       209                               RMSE:          23.31
Df Residuals:           207                                MAE:          19.17
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     64.8749      5.5446       0.001     53.0165     75.5195
           DIV      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.813
Model:                  NNLS                    Adj. R-squared:          0.812
No. Observations:       209                               RMSE:           6.78
Df Residuals:           207                                MAE:           5.49
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     18.1314      1.5331       0.001     15.0405     21.1709
           EXP      0.0004      0.0000       0.001      0.0003      0.0004
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.786
Model:                  NNLS                    Adj. R-squared:          0.785
No. Observations:       209                               RMSE:           5.43
Df Residuals:           207                                MAE:           3.88
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     10.5814      1.3445       0.001      8.0426     13.2408
            GT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.728
Model:                  NNLS                    Adj. R-squared:          0.727
No. Observations:       209                               RMSE:           3.43
Df Residuals:           207                                MAE:           2.44
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      6.8345      0.7781       0.001      5.3622      8.4024
         JUMPI      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.829
Model:                  NNLS                    Adj. R-squared:          0.828
No. Observations:       209                               RMSE:           4.63
Df Residuals:           207                                MAE:           3.47
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      8.5915      1.0780       0.001      6.4718     10.6114
            LT      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.293
Model:                  NNLS                    Adj. R-squared:          0.293
No. Observations:       1045                              RMSE:          30.81
Df Residuals:           1043                               MAE:          27.74
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     20.0862      2.7871       0.001     14.5170     25.3283
        MSTORE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.516
Model:                  NNLS                    Adj. R-squared:          0.516
No. Observations:       1045                              RMSE:           8.88
Df Residuals:           1043                               MAE:           4.57
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.5156      1.0434       0.001      9.6931     13.7158
       MSTORE8      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.680
Model:                  NNLS                    Adj. R-squared:          0.679
No. Observations:       209                               RMSE:           6.33
Df Residuals:           207                                MAE:           4.60
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     11.2869      1.3265       0.001      8.7320     14.1261
           MUL      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.920
Model:                  NNLS                    Adj. R-squared:          0.920
No. Observations:       209                               RMSE:           5.35
Df Residuals:           207                                MAE:           4.23
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.4864      1.1891       0.001     10.1793     14.7321
            PC      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.676
Model:                  NNLS                    Adj. R-squared:          0.675
No. Observations:       836                               RMSE:           9.84
Df Residuals:           834                                MAE:           5.20
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     12.1263      0.8072       0.001     10.5546     13.7547
RETURNDATASIZE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.588
Model:                  NNLS                    Adj. R-squared:          0.585
No. Observations:       171                               RMSE:          32.94
Df Residuals:           169                                MAE:          20.85
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const     60.6109     12.8115       0.001     37.6493     86.8736
   SELFBALANCE      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.834
Model:                  NNLS                    Adj. R-squared:          0.833
No. Observations:       209                               RMSE:           4.71
Df Residuals:           207                                MAE:           3.71
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      8.2242      1.0237       0.001      6.2431     10.1225
           SUB      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.804
Model:                  NNLS                    Adj. R-squared:          0.803
No. Observations:       209                               RMSE:           4.20
Df Residuals:           207                                MAE:           3.11
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const      7.9429      1.0265       0.001      5.9840     10.1082
          JUMP      0.0000      0.0000       0.001      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================

==============================================================================
                           NNLS Regression Results                            
==============================================================================
Dep. Variable:          test_runtime_ms              R-squared:          0.000
Model:                  NNLS                    Adj. R-squared:         -0.000
No. Observations:       3344                              RMSE:         159.67
Df Residuals:           3342                               MAE:         135.16
Df Model:               1      
==============================================================================
                      coef     std err     P-value      [0.025      0.975]
------------------------------------------------------------------------------
         const    251.5655      2.7404       0.001    246.1513    256.7113
     KECCAK256      0.0000      0.0000       1.000      0.0000      0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================