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.
ISZERO · besu
nobs 693
glue runtime (ms) 3.224e-06
p-value 1.000e-03
R² 0.8406
JUMPDEST · besu
nobs 693
glue runtime (ms) 6.696e-07
p-value 1.000e-03
R² 0.5665
SWAP · besu
nobs 11088
glue runtime (ms) 2.860e-06
p-value 1.000e-03
R² 0.4863
CALLDATASIZE · besu
nobs 41305
glue runtime (ms) 2.832e-06
p-value 1.000e-03
R² 0.935
DUP · besu
nobs 41305
glue runtime (ms) 1.286e-06
p-value 1.000e-03
R² 0.935
GAS · besu
nobs 41305
glue runtime (ms) 2.444e-06
p-value 1.000e-03
R² 0.935
MLOAD · besu
nobs 41305
glue runtime (ms) 8.491e-06
p-value 1.000e-03
R² 0.935
PUSH · besu
nobs 41305
glue runtime (ms) 1.839e-06
p-value 1.000e-03
R² 0.935
PUSH0 · besu
nobs 41305
glue runtime (ms) 1.007e-06
p-value 1.000e-03
R² 0.935
STATICCALL · besu
nobs 41305
glue runtime (ms) 6.154e-04
p-value 1.000e-03
R² 0.935
ADD · besu
nobs 693
glue runtime (ms) 8.265e-06
p-value 1.000e-03
R² 0.8501
AND · besu
nobs 693
glue runtime (ms) 5.676e-06
p-value 1.000e-03
R² 0.8616
CALLDATACOPY · besu
nobs 16632
glue runtime (ms) 1.288e-05
p-value 1.000e-03
R² 0.6315
CALLDATALOAD · besu
nobs 2772
glue runtime (ms) 0.000e+00
p-value 1.000e+00
R² 0
DIV · besu
nobs 693
glue runtime (ms) 1.294e-05
p-value 1.000e-03
R² 0.7834
EXP · besu
nobs 693
glue runtime (ms) 1.142e-03
p-value 1.000e-03
R² 0.744
GT · besu
nobs 693
glue runtime (ms) 1.872e-05
p-value 1.000e-03
R² 0.2279
JUMPI · besu
nobs 693
glue runtime (ms) 4.950e-06
p-value 1.000e-03
R² 0.7586
LT · besu
nobs 693
glue runtime (ms) 1.941e-05
p-value 1.000e-03
R² 0.2415
MSTORE · besu
nobs 3465
glue runtime (ms) 1.460e-05
p-value 1.000e-03
R² 0.7878
MSTORE8 · besu
nobs 3465
glue runtime (ms) 9.139e-06
p-value 1.000e-03
R² 0.8203
MUL · besu
nobs 693
glue runtime (ms) 8.943e-06
p-value 1.000e-03
R² 0.5436
PC · besu
nobs 693
glue runtime (ms) 2.793e-06
p-value 1.000e-03
R² 0.8326
RETURNDATASIZE · besu
nobs 2772
glue runtime (ms) 4.138e-06
p-value 1.000e-03
R² 0.8408
SELFBALANCE · besu
nobs 567
glue runtime (ms) 1.085e-05
p-value 1.000e-03
R² 0.6744
SUB · besu
nobs 693
glue runtime (ms) 8.121e-06
p-value 1.000e-03
R² 0.8356
JUMP · besu
nobs 693
glue runtime (ms) 4.096e-05
p-value 1.000e-03
R² 0.852
KECCAK256 · besu
nobs 11088
glue runtime (ms) 3.645e-05
p-value 1.000e-03
R² 0.1544
ISZERO · erigon
nobs 638
glue runtime (ms) 1.023e-06
p-value 1.000e-03
R² 0.6848
JUMPDEST · erigon
nobs 638
glue runtime (ms) 7.845e-07
p-value 1.000e-03
R² 0.8972
SWAP · erigon
nobs 10208
glue runtime (ms) 1.252e-06
p-value 1.000e-03
R² 0.8535
CALLDATASIZE · erigon
nobs 37840
glue runtime (ms) 8.899e-07
p-value 1.000e-03
R² 0.9231
DUP · erigon
nobs 37840
glue runtime (ms) 1.069e-06
p-value 1.000e-03
R² 0.9231
GAS · erigon
nobs 37840
glue runtime (ms) 9.028e-07
p-value 1.000e-03
R² 0.9231
MLOAD · erigon
nobs 37840
glue runtime (ms) 3.666e-06
p-value 1.000e-03
R² 0.9231
PUSH · erigon
nobs 37840
glue runtime (ms) 2.679e-06
p-value 1.000e-03
R² 0.9231
PUSH0 · erigon
nobs 37840
glue runtime (ms) 9.246e-07
p-value 1.000e-03
R² 0.9231
STATICCALL · erigon
nobs 37840
glue runtime (ms) 5.474e-04
p-value 1.000e-03
R² 0.9231
ADD · erigon
nobs 638
glue runtime (ms) 2.877e-06
p-value 1.000e-03
R² 0.9267
AND · erigon
nobs 638
glue runtime (ms) 2.821e-06
p-value 1.000e-03
R² 0.8008
CALLDATACOPY · erigon
nobs 15312
glue runtime (ms) 8.136e-06
p-value 1.000e-03
R² 0.9558
CALLDATALOAD · erigon
nobs 2552
glue runtime (ms) 5.144e-05
p-value 1.000e-03
R² 0.03243
DIV · erigon
nobs 638
glue runtime (ms) 9.756e-06
p-value 1.000e-03
R² 0.8831
EXP · erigon
nobs 638
glue runtime (ms) 3.549e-04
p-value 1.000e-03
R² 0.918
GT · erigon
nobs 638
glue runtime (ms) 2.804e-06
p-value 1.000e-03
R² 0.7208
JUMPI · erigon
nobs 638
glue runtime (ms) 3.302e-06
p-value 1.000e-03
R² 0.8034
LT · erigon
nobs 638
glue runtime (ms) 2.745e-06
p-value 1.000e-03
R² 0.7771
MSTORE · erigon
nobs 3190
glue runtime (ms) 5.980e-06
p-value 1.000e-03
R² 0.887
MSTORE8 · erigon
nobs 3190
glue runtime (ms) 5.357e-06
p-value 1.000e-03
R² 0.8771
MUL · erigon
nobs 638
glue runtime (ms) 3.330e-06
p-value 1.000e-03
R² 0.9267
PC · erigon
nobs 638
glue runtime (ms) 1.443e-06
p-value 1.000e-03
R² 0.8321
RETURNDATASIZE · erigon
nobs 2552
glue runtime (ms) 1.836e-06
p-value 1.000e-03
R² 0.8239
SELFBALANCE · erigon
nobs 522
glue runtime (ms) 1.530e-06
p-value 1.000e-03
R² 0.7609
SUB · erigon
nobs 638
glue runtime (ms) 2.747e-06
p-value 1.000e-03
R² 0.7962
JUMP · erigon
nobs 638
glue runtime (ms) 7.722e-06
p-value 1.000e-03
R² 0.863
KECCAK256 · erigon
nobs 10208
glue runtime (ms) 2.419e-05
p-value 1.000e-03
R² 0.1114
ISZERO · ethrex
nobs 286
glue runtime (ms) 4.846e-07
p-value 1.000e-03
R² 0.8292
JUMPDEST · ethrex
nobs 286
glue runtime (ms) 3.362e-07
p-value 1.000e-03
R² 0.8502
SWAP · ethrex
nobs 4576
glue runtime (ms) 7.131e-07
p-value 1.000e-03
R² 0.7962
CALLDATASIZE · ethrex
nobs 17149
glue runtime (ms) 4.676e-07
p-value 1.000e-03
R² 0.9328
DUP · ethrex
nobs 17149
glue runtime (ms) 4.714e-07
p-value 1.000e-03
R² 0.9328
GAS · ethrex
nobs 17149
glue runtime (ms) 4.723e-07
p-value 1.000e-03
R² 0.9328
MLOAD · ethrex
nobs 17149
glue runtime (ms) 1.117e-06
p-value 1.000e-03
R² 0.9328
PUSH · ethrex
nobs 17149
glue runtime (ms) 4.858e-07
p-value 1.000e-03
R² 0.9328
PUSH0 · ethrex
nobs 17149
glue runtime (ms) 4.675e-07
p-value 1.000e-03
R² 0.9328
STATICCALL · ethrex
nobs 17149
glue runtime (ms) 1.104e-04
p-value 1.000e-03
R² 0.9328
ADD · ethrex
nobs 286
glue runtime (ms) 1.197e-06
p-value 1.000e-03
R² 0.8548
AND · ethrex
nobs 286
glue runtime (ms) 1.166e-06
p-value 1.000e-03
R² 0.8643
CALLDATACOPY · ethrex
nobs 6864
glue runtime (ms) 2.418e-06
p-value 1.000e-03
R² 0.8581
CALLDATALOAD · ethrex
nobs 1144
glue runtime (ms) 1.889e-05
p-value 1.000e-03
R² 0.1651
DIV · ethrex
nobs 286
glue runtime (ms) 1.153e-05
p-value 1.000e-03
R² 0.9412
EXP · ethrex
nobs 286
glue runtime (ms) 1.101e-03
p-value 1.000e-03
R² 0.9225
GT · ethrex
nobs 286
glue runtime (ms) 1.102e-06
p-value 1.000e-03
R² 0.847
JUMPI · ethrex
nobs 286
glue runtime (ms) 1.438e-06
p-value 1.000e-03
R² 0.8115
LT · ethrex
nobs 286
glue runtime (ms) 9.776e-07
p-value 1.000e-03
R² 0.8166
MSTORE · ethrex
nobs 1430
glue runtime (ms) 1.707e-06
p-value 1.000e-03
R² 0.8273
MSTORE8 · ethrex
nobs 1430
glue runtime (ms) 1.539e-06
p-value 1.000e-03
R² 0.8113
MUL · ethrex
nobs 286
glue runtime (ms) 1.579e-06
p-value 1.000e-03
R² 0.8218
PC · ethrex
nobs 286
glue runtime (ms) 5.606e-07
p-value 1.000e-03
R² 0.8473
RETURNDATASIZE · ethrex
nobs 1144
glue runtime (ms) 8.903e-07
p-value 1.000e-03
R² 0.8376
SELFBALANCE · ethrex
nobs 234
glue runtime (ms) 5.955e-06
p-value 1.000e-03
R² 0.915
SUB · ethrex
nobs 286
glue runtime (ms) 1.160e-06
p-value 1.000e-03
R² 0.8584
JUMP · ethrex
nobs 286
glue runtime (ms) 4.189e-06
p-value 1.000e-03
R² 0.8112
KECCAK256 · ethrex
nobs 4576
glue runtime (ms) 0.000e+00
p-value 1.000e+00
R² 0
ISZERO · geth
nobs 2057
glue runtime (ms) 1.437e-06
p-value 1.000e-03
R² 0.7749
JUMPDEST · geth
nobs 2057
glue runtime (ms) 1.151e-06
p-value 1.000e-03
R² 0.7752
SWAP · geth
nobs 32912
glue runtime (ms) 1.513e-06
p-value 1.000e-03
R² 0.765
CALLDATASIZE · geth
nobs 121627
glue runtime (ms) 1.412e-06
p-value 1.000e-03
R² 0.8219
DUP · geth
nobs 121627
glue runtime (ms) 1.523e-06
p-value 1.000e-03
R² 0.8219
GAS · geth
nobs 121627
glue runtime (ms) 1.497e-06
p-value 1.000e-03
R² 0.8219
MLOAD · geth
nobs 121627
glue runtime (ms) 5.175e-06
p-value 1.000e-03
R² 0.8219
PUSH · geth
nobs 121627
glue runtime (ms) 2.253e-06
p-value 1.000e-03
R² 0.8219
PUSH0 · geth
nobs 121627
glue runtime (ms) 1.442e-06
p-value 1.000e-03
R² 0.8219
STATICCALL · geth
nobs 121627
glue runtime (ms) 1.687e-04
p-value 1.000e-03
R² 0.8219
ADD · geth
nobs 2057
glue runtime (ms) 4.517e-06
p-value 1.000e-03
R² 0.8464
AND · geth
nobs 2057
glue runtime (ms) 4.276e-06
p-value 1.000e-03
R² 0.8051
CALLDATACOPY · geth
nobs 49368
glue runtime (ms) 1.360e-05
p-value 1.000e-03
R² 0.9543
CALLDATALOAD · geth
nobs 8228
glue runtime (ms) 5.075e-05
p-value 1.000e-03
R² 0.02865
DIV · geth
nobs 2057
glue runtime (ms) 8.913e-06
p-value 1.000e-03
R² 0.792
EXP · geth
nobs 2057
glue runtime (ms) 3.463e-04
p-value 1.000e-03
R² 0.8215
GT · geth
nobs 2057
glue runtime (ms) 3.530e-06
p-value 1.000e-03
R² 0.7535
JUMPI · geth
nobs 2057
glue runtime (ms) 5.495e-06
p-value 1.000e-03
R² 0.7875
LT · geth
nobs 2057
glue runtime (ms) 4.346e-06
p-value 1.000e-03
R² 0.7882
MSTORE · geth
nobs 10285
glue runtime (ms) 7.985e-06
p-value 1.000e-03
R² 0.8171
MSTORE8 · geth
nobs 10285
glue runtime (ms) 7.317e-06
p-value 1.000e-03
R² 0.7931
MUL · geth
nobs 2057
glue runtime (ms) 4.898e-06
p-value 1.000e-03
R² 0.866
PC · geth
nobs 2057
glue runtime (ms) 1.617e-06
p-value 1.000e-03
R² 0.8183
RETURNDATASIZE · geth
nobs 8228
glue runtime (ms) 3.135e-06
p-value 1.000e-03
R² 0.6168
SELFBALANCE · geth
nobs 1683
glue runtime (ms) 7.450e-06
p-value 1.000e-03
R² 0.7934
SUB · geth
nobs 2057
glue runtime (ms) 4.309e-06
p-value 1.000e-03
R² 0.8028
JUMP · geth
nobs 2057
glue runtime (ms) 9.149e-06
p-value 1.000e-03
R² 0.7932
KECCAK256 · geth
nobs 32912
glue runtime (ms) 3.647e-05
p-value 1.000e-03
R² 0.2638
ISZERO · nethermind
nobs 2090
glue runtime (ms) 9.639e-07
p-value 1.000e-03
R² 0.8637
JUMPDEST · nethermind
nobs 2090
glue runtime (ms) 5.486e-07
p-value 1.000e-03
R² 0.676
SWAP · nethermind
nobs 33440
glue runtime (ms) 5.488e-07
p-value 1.000e-03
R² 0.6325
CALLDATASIZE · nethermind
nobs 123475
glue runtime (ms) 5.472e-07
p-value 1.000e-03
R² 0.9386
DUP · nethermind
nobs 123475
glue runtime (ms) 3.807e-07
p-value 1.000e-03
R² 0.9386
GAS · nethermind
nobs 123475
glue runtime (ms) 5.315e-07
p-value 1.000e-03
R² 0.9386
MLOAD · nethermind
nobs 123475
glue runtime (ms) 1.382e-06
p-value 1.000e-03
R² 0.9386
PUSH · nethermind
nobs 123475
glue runtime (ms) 4.770e-07
p-value 1.000e-03
R² 0.9386
PUSH0 · nethermind
nobs 123475
glue runtime (ms) 3.787e-07
p-value 1.000e-03
R² 0.9386
STATICCALL · nethermind
nobs 123475
glue runtime (ms) 3.877e-04
p-value 1.000e-03
R² 0.9386
ADD · nethermind
nobs 2090
glue runtime (ms) 2.904e-06
p-value 1.000e-03
R² 0.4517
AND · nethermind
nobs 2090
glue runtime (ms) 1.458e-06
p-value 1.000e-03
R² 0.7079
CALLDATACOPY · nethermind
nobs 50160
glue runtime (ms) 4.358e-06
p-value 1.000e-03
R² 0.6836
CALLDATALOAD · nethermind
nobs 8360
glue runtime (ms) 2.641e-05
p-value 2.000e-03
R² 0.0009864
DIV · nethermind
nobs 2090
glue runtime (ms) 6.957e-06
p-value 1.000e-03
R² 0.6205
EXP · nethermind
nobs 2090
glue runtime (ms) 0.000e+00
p-value 1.000e+00
R² 0
GT · nethermind
nobs 2090
glue runtime (ms) 1.781e-06
p-value 1.000e-03
R² 0.7947
JUMPI · nethermind
nobs 2090
glue runtime (ms) 2.047e-06
p-value 1.000e-03
R² 0.7229
LT · nethermind
nobs 2090
glue runtime (ms) 1.613e-06
p-value 1.000e-03
R² 0.7455
MSTORE · nethermind
nobs 10450
glue runtime (ms) 2.210e-06
p-value 1.000e-03
R² 0.8405
MSTORE8 · nethermind
nobs 10450
glue runtime (ms) 2.192e-06
p-value 1.000e-03
R² 0.8351
MUL · nethermind
nobs 2090
glue runtime (ms) 5.339e-06
p-value 1.000e-03
R² 0.9152
PC · nethermind
nobs 2090
glue runtime (ms) 9.149e-07
p-value 1.000e-03
R² 0.9096
RETURNDATASIZE · nethermind
nobs 8360
glue runtime (ms) 9.329e-07
p-value 1.000e-03
R² 0.683
SELFBALANCE · nethermind
nobs 1710
glue runtime (ms) 3.859e-06
p-value 1.000e-03
R² 0.5866
SUB · nethermind
nobs 2090
glue runtime (ms) 2.661e-06
p-value 1.000e-03
R² 0.8635
JUMP · nethermind
nobs 2090
glue runtime (ms) 5.816e-06
p-value 1.000e-03
R² 0.9109
KECCAK256 · nethermind
nobs 33440
glue runtime (ms) 0.000e+00
p-value 1.000e+00
R² 1.11e-16
Per-client regression summaries
Joint (cycle-tier) and single-feature (pure/mixed-tier) NNLS fits, grouped by client.
besu — 22 regression summaries
Cycle glue — joint fit · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.935
Model: NNLS Adj. R-squared: 0.935
No. Observations: 41305 RMSE: 32.13
Df Residuals: 41297 MAE: 21.23
Df Model: 7
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 48.4489 0.5606 0.001 47.3611 49.5539
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 0.0006 0.0000 0.001 0.0006 0.0006
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.841
Model: NNLS Adj. R-squared: 0.840
No. Observations: 693 RMSE: 29.56
Df Residuals: 691 MAE: 25.04
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 58.3980 3.9812 0.001 50.2001 66.3133
ISZERO 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.566
Model: NNLS Adj. R-squared: 0.566
No. Observations: 693 RMSE: 36.99
Df Residuals: 691 MAE: 31.53
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 34.1477 4.3607 0.001 25.1333 42.2313
JUMPDEST 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.486
Model: NNLS Adj. R-squared: 0.486
No. Observations: 11088 RMSE: 61.88
Df Residuals: 11086 MAE: 54.84
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 51.6311 1.7425 0.001 48.2078 55.0724
SWAP 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.850
Model: NNLS Adj. R-squared: 0.850
No. Observations: 693 RMSE: 36.53
Df Residuals: 691 MAE: 30.77
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 73.9089 4.8679 0.001 64.0149 83.2725
ADD 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.862
Model: NNLS Adj. R-squared: 0.861
No. Observations: 693 RMSE: 23.94
Df Residuals: 691 MAE: 19.87
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 62.9738 2.6862 0.001 57.2983 68.1046
AND 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.631
Model: NNLS Adj. R-squared: 0.631
No. Observations: 16632 RMSE: 74.02
Df Residuals: 16630 MAE: 57.50
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 127.1123 0.6996 0.001 125.7908 128.4978
CALLDATACOPY 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.000
Model: NNLS Adj. R-squared: -0.000
No. Observations: 2772 RMSE: 0.58
Df Residuals: 2770 MAE: 0.38
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 3.5428 0.0110 0.001 3.5211 3.5649
CALLDATALOAD 0.0000 0.0000 1.000 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.783
Model: NNLS Adj. R-squared: 0.783
No. Observations: 693 RMSE: 53.71
Df Residuals: 691 MAE: 42.91
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 138.2023 6.1561 0.001 126.0609 149.5373
DIV 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.744
Model: NNLS Adj. R-squared: 0.744
No. Observations: 693 RMSE: 26.23
Df Residuals: 691 MAE: 20.75
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 85.9183 3.4111 0.001 79.1542 92.3420
EXP 0.0011 0.0000 0.001 0.0011 0.0012
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.228
Model: NNLS Adj. R-squared: 0.227
No. Observations: 693 RMSE: 362.70
Df Residuals: 691 MAE: 341.28
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 139.4677 40.7124 0.001 64.2004 221.0932
GT 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.759
Model: NNLS Adj. R-squared: 0.758
No. Observations: 693 RMSE: 12.60
Df Residuals: 691 MAE: 9.94
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 22.1229 1.5155 0.001 19.2858 24.9772
JUMPI 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.242
Model: NNLS Adj. R-squared: 0.240
No. Observations: 693 RMSE: 361.98
Df Residuals: 691 MAE: 338.95
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 160.0389 39.7432 0.001 86.9257 241.4585
LT 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.788
Model: NNLS Adj. R-squared: 0.788
No. Observations: 3465 RMSE: 53.18
Df Residuals: 3463 MAE: 42.55
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 82.9540 2.9879 0.001 76.9515 88.7137
MSTORE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.820
Model: NNLS Adj. R-squared: 0.820
No. Observations: 3465 RMSE: 30.02
Df Residuals: 3463 MAE: 24.24
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 52.7899 1.7913 0.001 49.0369 56.2159
MSTORE8 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.544
Model: NNLS Adj. R-squared: 0.543
No. Observations: 693 RMSE: 64.69
Df Residuals: 691 MAE: 55.13
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 89.6723 7.3466 0.001 75.8453 104.8564
MUL 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.833
Model: NNLS Adj. R-squared: 0.832
No. Observations: 693 RMSE: 37.43
Df Residuals: 691 MAE: 31.14
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 66.3322 5.0103 0.001 56.2556 76.3422
PC 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.841
Model: NNLS Adj. R-squared: 0.841
No. Observations: 2772 RMSE: 28.43
Df Residuals: 2770 MAE: 23.59
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 51.6960 1.8489 0.001 48.2181 55.4730
RETURNDATASIZE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.674
Model: NNLS Adj. R-squared: 0.674
No. Observations: 567 RMSE: 76.03
Df Residuals: 565 MAE: 62.35
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 199.2871 11.4143 0.001 176.4917 221.5249
SELFBALANCE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.836
Model: NNLS Adj. R-squared: 0.835
No. Observations: 693 RMSE: 37.91
Df Residuals: 691 MAE: 31.55
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 77.0902 4.8176 0.001 67.8069 86.5713
SUB 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier B) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.852
Model: NNLS Adj. R-squared: 0.852
No. Observations: 693 RMSE: 63.44
Df Residuals: 691 MAE: 53.69
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 121.9298 8.5872 0.001 104.9792 138.7108
JUMP 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier B) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.154
Model: NNLS Adj. R-squared: 0.154
No. Observations: 11088 RMSE: 169.47
Df Residuals: 11086 MAE: 133.44
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 524.1493 3.6050 0.001 516.8137 531.2041
KECCAK256 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================erigon — 22 regression summaries
Cycle glue — joint fit · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.923
Model: NNLS Adj. R-squared: 0.923
No. Observations: 37840 RMSE: 26.75
Df Residuals: 37832 MAE: 15.88
Df Model: 7
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 27.6723 0.4221 0.001 26.8133 28.5170
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 0.0006
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.685
Model: NNLS Adj. R-squared: 0.684
No. Observations: 638 RMSE: 14.61
Df Residuals: 636 MAE: 7.03
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 18.5080 2.3630 0.001 14.2920 23.4225
ISZERO 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.897
Model: NNLS Adj. R-squared: 0.897
No. Observations: 638 RMSE: 16.77
Df Residuals: 636 MAE: 13.30
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 24.7061 2.3560 0.001 20.5324 29.5157
JUMPDEST 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.853
Model: NNLS Adj. R-squared: 0.853
No. Observations: 10208 RMSE: 10.93
Df Residuals: 10206 MAE: 6.41
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 24.1743 0.4094 0.001 23.4075 24.9775
SWAP 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.927
Model: NNLS Adj. R-squared: 0.927
No. Observations: 638 RMSE: 8.52
Df Residuals: 636 MAE: 7.07
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 14.6416 1.1380 0.001 12.5081 16.8689
ADD 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.801
Model: NNLS Adj. R-squared: 0.800
No. Observations: 638 RMSE: 14.81
Df Residuals: 636 MAE: 8.64
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 17.3743 2.0897 0.001 13.7700 21.7722
AND 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.956
Model: NNLS Adj. R-squared: 0.956
No. Observations: 15312 RMSE: 13.15
Df Residuals: 15310 MAE: 9.53
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 19.9054 0.1264 0.001 19.6526 20.1500
CALLDATACOPY 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.032
Model: NNLS Adj. R-squared: 0.032
No. Observations: 2552 RMSE: 1.08
Df Residuals: 2550 MAE: 0.87
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 6.4371 0.0761 0.001 6.2925 6.5889
CALLDATALOAD 0.0001 0.0000 0.001 0.0000 0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.883
Model: NNLS Adj. R-squared: 0.883
No. Observations: 638 RMSE: 28.02
Df Residuals: 636 MAE: 23.71
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 23.4080 3.4587 0.001 16.5467 30.4456
DIV 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.918
Model: NNLS Adj. R-squared: 0.918
No. Observations: 638 RMSE: 4.15
Df Residuals: 636 MAE: 3.43
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 11.6404 0.6001 0.001 10.5338 12.9031
EXP 0.0004 0.0000 0.001 0.0003 0.0004
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.721
Model: NNLS Adj. R-squared: 0.720
No. Observations: 638 RMSE: 18.37
Df Residuals: 636 MAE: 9.52
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 22.2600 2.4481 0.001 17.7171 27.1893
GT 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.803
Model: NNLS Adj. R-squared: 0.803
No. Observations: 638 RMSE: 7.37
Df Residuals: 636 MAE: 4.87
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 19.1239 1.1371 0.001 17.0443 21.3767
JUMPI 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.777
Model: NNLS Adj. R-squared: 0.777
No. Observations: 638 RMSE: 15.47
Df Residuals: 636 MAE: 8.52
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 23.8337 2.3222 0.001 19.4512 28.6340
LT 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.887
Model: NNLS Adj. R-squared: 0.887
No. Observations: 3190 RMSE: 14.98
Df Residuals: 3188 MAE: 11.26
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 27.2386 0.8431 0.001 25.5780 28.9663
MSTORE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.877
Model: NNLS Adj. R-squared: 0.877
No. Observations: 3190 RMSE: 14.07
Df Residuals: 3188 MAE: 10.60
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 28.8997 0.8015 0.001 27.3479 30.5312
MSTORE8 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.927
Model: NNLS Adj. R-squared: 0.927
No. Observations: 638 RMSE: 7.39
Df Residuals: 636 MAE: 5.97
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 14.8068 1.0226 0.001 12.9089 16.7954
MUL 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.832
Model: NNLS Adj. R-squared: 0.832
No. Observations: 638 RMSE: 19.37
Df Residuals: 636 MAE: 11.44
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 25.3077 2.8247 0.001 20.4230 31.5995
PC 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.824
Model: NNLS Adj. R-squared: 0.824
No. Observations: 2552 RMSE: 13.40
Df Residuals: 2550 MAE: 8.02
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 20.4995 1.0173 0.001 18.5671 22.5453
RETURNDATASIZE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.761
Model: NNLS Adj. R-squared: 0.760
No. Observations: 522 RMSE: 8.65
Df Residuals: 520 MAE: 5.44
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 17.5646 1.8123 0.001 14.2293 21.3240
SELFBALANCE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.796
Model: NNLS Adj. R-squared: 0.796
No. Observations: 638 RMSE: 14.63
Df Residuals: 636 MAE: 8.61
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 21.1748 2.1761 0.001 17.3808 25.8156
SUB 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier B) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.863
Model: NNLS Adj. R-squared: 0.863
No. Observations: 638 RMSE: 11.43
Df Residuals: 636 MAE: 7.49
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 22.1028 1.6167 0.001 19.0971 25.3851
JUMP 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier B) · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.111
Model: NNLS Adj. R-squared: 0.111
No. Observations: 10208 RMSE: 135.78
Df Residuals: 10206 MAE: 109.17
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 366.4197 2.9762 0.001 360.4975 372.0432
KECCAK256 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================ethrex — 22 regression summaries
Cycle glue — joint fit · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.933
Model: NNLS Adj. R-squared: 0.933
No. Observations: 17149 RMSE: 6.48
Df Residuals: 17141 MAE: 5.10
Df Model: 7
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 12.4358 0.1707 0.001 12.0933 12.7723
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)
==============================================================================Pure glue · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.829
Model: NNLS Adj. R-squared: 0.829
No. Observations: 286 RMSE: 4.63
Df Residuals: 284 MAE: 3.62
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 9.6875 0.8627 0.001 8.0885 11.3977
ISZERO 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.850
Model: NNLS Adj. R-squared: 0.850
No. Observations: 286 RMSE: 8.91
Df Residuals: 284 MAE: 6.99
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 16.6030 1.7529 0.001 13.3132 19.9531
JUMPDEST 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.796
Model: NNLS Adj. R-squared: 0.796
No. Observations: 4576 RMSE: 7.60
Df Residuals: 4574 MAE: 6.01
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 14.7635 0.3974 0.001 13.9783 15.5684
SWAP 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.855
Model: NNLS Adj. R-squared: 0.854
No. Observations: 286 RMSE: 5.19
Df Residuals: 284 MAE: 3.69
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 9.3034 0.9999 0.001 7.4481 11.4289
ADD 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.864
Model: NNLS Adj. R-squared: 0.864
No. Observations: 286 RMSE: 4.86
Df Residuals: 284 MAE: 3.58
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 7.8005 0.8344 0.001 6.1727 9.4800
AND 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.858
Model: NNLS Adj. R-squared: 0.858
No. Observations: 6864 RMSE: 7.39
Df Residuals: 6862 MAE: 5.51
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 12.5565 0.1045 0.001 12.3540 12.7531
CALLDATACOPY 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.165
Model: NNLS Adj. R-squared: 0.164
No. Observations: 1144 RMSE: 0.16
Df Residuals: 1142 MAE: 0.10
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 2.1709 0.0169 0.001 2.1389 2.2050
CALLDATALOAD 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.941
Model: NNLS Adj. R-squared: 0.941
No. Observations: 286 RMSE: 22.75
Df Residuals: 284 MAE: 19.09
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 61.0318 4.3930 0.001 52.1216 69.2994
DIV 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.923
Model: NNLS Adj. R-squared: 0.922
No. Observations: 286 RMSE: 12.50
Df Residuals: 284 MAE: 10.18
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 28.9544 2.3755 0.001 24.3418 33.5952
EXP 0.0011 0.0000 0.001 0.0011 0.0011
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.847
Model: NNLS Adj. R-squared: 0.846
No. Observations: 286 RMSE: 4.93
Df Residuals: 284 MAE: 3.83
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 10.5278 1.0105 0.001 8.5310 12.5402
GT 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.811
Model: NNLS Adj. R-squared: 0.811
No. Observations: 286 RMSE: 3.13
Df Residuals: 284 MAE: 2.24
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 6.2243 0.5678 0.001 5.0676 7.3194
JUMPI 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.817
Model: NNLS Adj. R-squared: 0.816
No. Observations: 286 RMSE: 4.88
Df Residuals: 284 MAE: 3.72
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 8.9425 0.9254 0.001 7.2098 10.8768
LT 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.827
Model: NNLS Adj. R-squared: 0.827
No. Observations: 1430 RMSE: 5.47
Df Residuals: 1428 MAE: 4.26
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 10.4412 0.4803 0.001 9.4515 11.3429
MSTORE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.811
Model: NNLS Adj. R-squared: 0.811
No. Observations: 1430 RMSE: 5.21
Df Residuals: 1428 MAE: 3.98
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 10.5498 0.4662 0.001 9.6837 11.5164
MSTORE8 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.822
Model: NNLS Adj. R-squared: 0.821
No. Observations: 286 RMSE: 5.80
Df Residuals: 284 MAE: 3.81
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 12.1005 1.1097 0.001 10.0736 14.2970
MUL 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.847
Model: NNLS Adj. R-squared: 0.847
No. Observations: 286 RMSE: 7.12
Df Residuals: 284 MAE: 5.80
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 13.9779 1.3782 0.001 11.3597 16.7091
PC 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.838
Model: NNLS Adj. R-squared: 0.837
No. Observations: 1144 RMSE: 6.19
Df Residuals: 1142 MAE: 4.83
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 12.0886 0.6091 0.001 10.8906 13.2781
RETURNDATASIZE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.915
Model: NNLS Adj. R-squared: 0.915
No. Observations: 234 RMSE: 18.32
Df Residuals: 232 MAE: 14.48
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 48.5442 4.7914 0.001 39.6709 57.7022
SELFBALANCE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.858
Model: NNLS Adj. R-squared: 0.858
No. Observations: 286 RMSE: 4.96
Df Residuals: 284 MAE: 3.51
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 10.0990 0.8478 0.001 8.5230 11.7960
SUB 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier B) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.811
Model: NNLS Adj. R-squared: 0.811
No. Observations: 286 RMSE: 7.51
Df Residuals: 284 MAE: 6.00
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 16.5323 1.5642 0.001 13.4400 19.5157
JUMP 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier B) · ethrex
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.000
Model: NNLS Adj. R-squared: -0.000
No. Observations: 4576 RMSE: 153.41
Df Residuals: 4574 MAE: 127.19
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 242.2715 2.3068 0.001 237.9670 246.7365
KECCAK256 0.0000 0.0000 1.000 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================geth — 22 regression summaries
Cycle glue — joint fit · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.822
Model: NNLS Adj. R-squared: 0.822
No. Observations: 121627 RMSE: 23.91
Df Residuals: 121619 MAE: 18.53
Df Model: 7
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 40.1842 0.2376 0.001 39.7019 40.6427
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 0.0002 0.0000 0.001 0.0002 0.0002
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.775
Model: NNLS Adj. R-squared: 0.775
No. Observations: 2057 RMSE: 16.30
Df Residuals: 2055 MAE: 11.94
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 22.5153 1.2318 0.001 19.9902 24.8692
ISZERO 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.775
Model: NNLS Adj. R-squared: 0.775
No. Observations: 2057 RMSE: 39.13
Df Residuals: 2055 MAE: 26.61
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 68.7408 2.8859 0.001 63.2140 74.3811
JUMPDEST 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.765
Model: NNLS Adj. R-squared: 0.765
No. Observations: 32912 RMSE: 17.65
Df Residuals: 32910 MAE: 13.21
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 31.2046 0.3427 0.001 30.5313 31.8716
SWAP 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.846
Model: NNLS Adj. R-squared: 0.846
No. Observations: 2057 RMSE: 20.26
Df Residuals: 2055 MAE: 15.07
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 40.8311 1.3515 0.001 38.2009 43.2807
ADD 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.805
Model: NNLS Adj. R-squared: 0.805
No. Observations: 2057 RMSE: 22.14
Df Residuals: 2055 MAE: 16.81
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 44.1086 1.5904 0.001 41.1753 47.2575
AND 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.954
Model: NNLS Adj. R-squared: 0.954
No. Observations: 49368 RMSE: 22.39
Df Residuals: 49366 MAE: 16.04
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 20.1601 0.1263 0.001 19.8977 20.4022
CALLDATACOPY 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.029
Model: NNLS Adj. R-squared: 0.029
No. Observations: 8228 RMSE: 1.13
Df Residuals: 8226 MAE: 0.58
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 2.4642 0.0405 0.001 2.3856 2.5421
CALLDATALOAD 0.0001 0.0000 0.001 0.0000 0.0001
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.792
Model: NNLS Adj. R-squared: 0.792
No. Observations: 2057 RMSE: 36.06
Df Residuals: 2055 MAE: 29.71
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 87.5338 2.9037 0.001 81.9087 93.4144
DIV 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.822
Model: NNLS Adj. R-squared: 0.821
No. Observations: 2057 RMSE: 6.32
Df Residuals: 2055 MAE: 5.26
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 11.7284 0.5131 0.001 10.7316 12.6894
EXP 0.0003 0.0000 0.001 0.0003 0.0004
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.754
Model: NNLS Adj. R-squared: 0.753
No. Observations: 2057 RMSE: 21.25
Df Residuals: 2055 MAE: 14.84
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 38.2617 1.7261 0.001 35.0763 41.8366
GT 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.788
Model: NNLS Adj. R-squared: 0.787
No. Observations: 2057 RMSE: 12.88
Df Residuals: 2055 MAE: 9.93
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 21.5877 0.9664 0.001 19.6994 23.5171
JUMPI 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.788
Model: NNLS Adj. R-squared: 0.788
No. Observations: 2057 RMSE: 23.71
Df Residuals: 2055 MAE: 17.54
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 40.7860 1.7778 0.001 37.2965 44.2006
LT 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.817
Model: NNLS Adj. R-squared: 0.817
No. Observations: 10285 RMSE: 26.51
Df Residuals: 10283 MAE: 20.67
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 54.1545 0.9724 0.001 52.2055 56.0779
MSTORE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.793
Model: NNLS Adj. R-squared: 0.793
No. Observations: 10285 RMSE: 26.23
Df Residuals: 10283 MAE: 19.48
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 51.2061 0.9752 0.001 49.3616 53.1708
MSTORE8 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.866
Model: NNLS Adj. R-squared: 0.866
No. Observations: 2057 RMSE: 15.21
Df Residuals: 2055 MAE: 11.48
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 36.9106 1.3343 0.001 34.2196 39.3598
MUL 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.818
Model: NNLS Adj. R-squared: 0.818
No. Observations: 2057 RMSE: 22.78
Df Residuals: 2055 MAE: 16.61
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 41.7311 1.8121 0.001 38.3440 45.5484
PC 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.617
Model: NNLS Adj. R-squared: 0.617
No. Observations: 8228 RMSE: 39.02
Df Residuals: 8226 MAE: 27.95
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 49.8519 1.4145 0.001 47.0032 52.5471
RETURNDATASIZE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.793
Model: NNLS Adj. R-squared: 0.793
No. Observations: 1683 RMSE: 38.35
Df Residuals: 1681 MAE: 32.06
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 117.1857 3.1997 0.001 111.0093 123.6256
SELFBALANCE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.803
Model: NNLS Adj. R-squared: 0.803
No. Observations: 2057 RMSE: 22.48
Df Residuals: 2055 MAE: 16.47
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 50.6359 1.7617 0.001 47.2998 54.3315
SUB 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier B) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.793
Model: NNLS Adj. R-squared: 0.793
No. Observations: 2057 RMSE: 17.36
Df Residuals: 2055 MAE: 13.44
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 34.4019 1.4817 0.001 31.5097 37.2493
JUMP 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier B) · geth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.264
Model: NNLS Adj. R-squared: 0.264
No. Observations: 32912 RMSE: 121.08
Df Residuals: 32910 MAE: 94.87
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 376.9993 1.4455 0.001 374.1652 379.9304
KECCAK256 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================nethermind — 22 regression summaries
Cycle glue — joint fit · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.939
Model: NNLS Adj. R-squared: 0.939
No. Observations: 123475 RMSE: 7.87
Df Residuals: 123467 MAE: 5.05
Df Model: 7
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 16.8262 0.0755 0.001 16.6718 16.9760
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 0.0004 0.0000 0.001 0.0004 0.0004
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.864
Model: NNLS Adj. R-squared: 0.864
No. Observations: 2090 RMSE: 8.06
Df Residuals: 2088 MAE: 5.47
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 15.9619 0.5411 0.001 14.9256 17.0825
ISZERO 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.676
Model: NNLS Adj. R-squared: 0.676
No. Observations: 2090 RMSE: 23.98
Df Residuals: 2088 MAE: 18.68
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 21.4672 1.4902 0.001 18.3857 24.4357
JUMPDEST 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.632
Model: NNLS Adj. R-squared: 0.632
No. Observations: 33440 RMSE: 8.81
Df Residuals: 33438 MAE: 4.07
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 16.6330 0.1698 0.001 16.3183 16.9742
SWAP 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.452
Model: NNLS Adj. R-squared: 0.451
No. Observations: 2090 RMSE: 33.67
Df Residuals: 2088 MAE: 28.78
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 31.8015 2.3439 0.001 27.1776 36.3319
ADD 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.708
Model: NNLS Adj. R-squared: 0.708
No. Observations: 2090 RMSE: 9.86
Df Residuals: 2088 MAE: 6.27
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 14.5934 0.7663 0.001 13.1491 16.1531
AND 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.684
Model: NNLS Adj. R-squared: 0.684
No. Observations: 50160 RMSE: 22.29
Df Residuals: 50158 MAE: 17.84
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 26.9300 0.1123 0.001 26.7236 27.1485
CALLDATACOPY 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.001
Model: NNLS Adj. R-squared: 0.001
No. Observations: 8360 RMSE: 3.23
Df Residuals: 8358 MAE: 0.56
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 3.0866 0.1256 0.001 2.8520 3.3533
CALLDATALOAD 0.0000 0.0000 0.002 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.620
Model: NNLS Adj. R-squared: 0.620
No. Observations: 2090 RMSE: 42.95
Df Residuals: 2088 MAE: 32.20
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 129.3142 4.8107 0.001 119.1215 138.2045
DIV 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.000
Model: NNLS Adj. R-squared: -0.000
No. Observations: 2090 RMSE: 47.75
Df Residuals: 2088 MAE: 31.69
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 106.7435 1.0601 0.001 104.7640 108.7336
EXP 0.0000 0.0000 1.000 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.795
Model: NNLS Adj. R-squared: 0.795
No. Observations: 2090 RMSE: 9.53
Df Residuals: 2088 MAE: 5.93
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 14.2888 0.5116 0.001 13.2839 15.2568
GT 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.723
Model: NNLS Adj. R-squared: 0.723
No. Observations: 2090 RMSE: 5.72
Df Residuals: 2088 MAE: 3.08
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 9.8810 0.3327 0.001 9.2649 10.5310
JUMPI 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.746
Model: NNLS Adj. R-squared: 0.745
No. Observations: 2090 RMSE: 9.92
Df Residuals: 2088 MAE: 5.91
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 20.5025 0.8111 0.001 19.0047 22.0883
LT 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.840
Model: NNLS Adj. R-squared: 0.840
No. Observations: 10450 RMSE: 6.76
Df Residuals: 10448 MAE: 4.31
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 14.8905 0.2283 0.001 14.4468 15.3488
MSTORE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.835
Model: NNLS Adj. R-squared: 0.835
No. Observations: 10450 RMSE: 6.84
Df Residuals: 10448 MAE: 4.26
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 14.7326 0.2223 0.001 14.3051 15.1763
MSTORE8 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.915
Model: NNLS Adj. R-squared: 0.915
No. Observations: 2090 RMSE: 12.83
Df Residuals: 2088 MAE: 9.55
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 25.3062 0.8815 0.001 23.5816 27.0870
MUL 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.910
Model: NNLS Adj. R-squared: 0.910
No. Observations: 2090 RMSE: 8.62
Df Residuals: 2088 MAE: 6.66
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 18.4843 0.5421 0.001 17.4058 19.6527
PC 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.683
Model: NNLS Adj. R-squared: 0.683
No. Observations: 8360 RMSE: 10.04
Df Residuals: 8358 MAE: 3.69
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 13.0785 0.2994 0.001 12.4543 13.6438
RETURNDATASIZE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.587
Model: NNLS Adj. R-squared: 0.586
No. Observations: 1710 RMSE: 32.68
Df Residuals: 1708 MAE: 25.00
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 115.8311 4.2567 0.001 107.0180 123.8449
SELFBALANCE 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier A) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.863
Model: NNLS Adj. R-squared: 0.863
No. Observations: 2090 RMSE: 11.14
Df Residuals: 2088 MAE: 7.47
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 18.5688 0.7738 0.001 17.2045 20.2170
SUB 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier B) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.911
Model: NNLS Adj. R-squared: 0.911
No. Observations: 2090 RMSE: 6.76
Df Residuals: 2088 MAE: 4.58
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 16.6719 0.4672 0.001 15.7571 17.5586
JUMP 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier B) · nethermind
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.000
Model: NNLS Adj. R-squared: -0.000
No. Observations: 33440 RMSE: 296.93
Df Residuals: 33438 MAE: 239.74
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 420.2310 1.6111 0.001 416.9967 423.4535
KECCAK256 0.0000 0.0000 1.000 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================