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 3773
glue runtime (ms) 4.053e-06
p-value 1.000e-03
R² 0.6127
JUMPDEST · besu
nobs 3773
glue runtime (ms) 1.897e-06
p-value 1.000e-03
R² 0.236
SWAP · besu
nobs 60368
glue runtime (ms) 3.045e-06
p-value 1.000e-03
R² 0.4767
CALLDATASIZE · besu
nobs 224477
glue runtime (ms) 3.621e-06
p-value 1.000e-03
R² 0.7918
DUP · besu
nobs 224477
glue runtime (ms) 2.011e-06
p-value 1.000e-03
R² 0.7918
GAS · besu
nobs 224477
glue runtime (ms) 3.162e-06
p-value 1.000e-03
R² 0.7918
MLOAD · besu
nobs 224477
glue runtime (ms) 9.619e-06
p-value 1.000e-03
R² 0.7918
PUSH · besu
nobs 224477
glue runtime (ms) 2.462e-06
p-value 1.000e-03
R² 0.7918
PUSH0 · besu
nobs 224477
glue runtime (ms) 1.916e-06
p-value 1.000e-03
R² 0.7918
STATICCALL · besu
nobs 224477
glue runtime (ms) 7.667e-04
p-value 1.000e-03
R² 0.7918
ADD · besu
nobs 3773
glue runtime (ms) 8.036e-06
p-value 1.000e-03
R² 0.579
AND · besu
nobs 3773
glue runtime (ms) 6.455e-06
p-value 1.000e-03
R² 0.4202
CALLDATACOPY · besu
nobs 90552
glue runtime (ms) 8.644e-06
p-value 1.000e-03
R² 0.3918
CALLDATALOAD · besu
nobs 15092
glue runtime (ms) 0.000e+00
p-value 1.000e+00
R² 0
DIV · besu
nobs 3773
glue runtime (ms) 1.314e-05
p-value 1.000e-03
R² 0.6479
EXP · besu
nobs 3773
glue runtime (ms) 1.092e-03
p-value 1.000e-03
R² 0.7561
GT · besu
nobs 3773
glue runtime (ms) 1.950e-05
p-value 1.000e-03
R² 0.1545
JUMPI · besu
nobs 3773
glue runtime (ms) 3.137e-06
p-value 1.000e-03
R² 0.09332
LT · besu
nobs 3773
glue runtime (ms) 1.960e-05
p-value 1.000e-03
R² 0.1504
MSTORE · besu
nobs 18865
glue runtime (ms) 1.234e-05
p-value 1.000e-03
R² 0.7039
MSTORE8 · besu
nobs 18865
glue runtime (ms) 6.991e-06
p-value 1.000e-03
R² 0.3184
MUL · besu
nobs 3773
glue runtime (ms) 7.870e-06
p-value 1.000e-03
R² 0.4045
PC · besu
nobs 3773
glue runtime (ms) 2.852e-06
p-value 1.000e-03
R² 0.4266
RETURNDATASIZE · besu
nobs 15092
glue runtime (ms) 5.632e-06
p-value 1.000e-03
R² 0.4
SELFBALANCE · besu
nobs 3087
glue runtime (ms) 7.300e-06
p-value 1.000e-03
R² 0.4414
SUB · besu
nobs 3773
glue runtime (ms) 8.616e-06
p-value 1.000e-03
R² 0.5454
JUMP · besu
nobs 3773
glue runtime (ms) 1.738e-05
p-value 1.000e-03
R² 0.2776
KECCAK256 · besu
nobs 60368
glue runtime (ms) 2.770e-05
p-value 1.000e-03
R² 0.1074
ISZERO · erigon
nobs 253
glue runtime (ms) 1.238e-06
p-value 1.000e-03
R² 0.345
JUMPDEST · erigon
nobs 253
glue runtime (ms) 8.482e-07
p-value 1.000e-03
R² 0.7979
SWAP · erigon
nobs 4048
glue runtime (ms) 1.263e-06
p-value 1.000e-03
R² 0.4677
CALLDATASIZE · erigon
nobs 15400
glue runtime (ms) 8.298e-07
p-value 1.000e-03
R² 0.94
DUP · erigon
nobs 15400
glue runtime (ms) 1.051e-06
p-value 1.000e-03
R² 0.94
GAS · erigon
nobs 15400
glue runtime (ms) 8.920e-07
p-value 1.000e-03
R² 0.94
MLOAD · erigon
nobs 15400
glue runtime (ms) 3.435e-06
p-value 1.000e-03
R² 0.94
PUSH · erigon
nobs 15400
glue runtime (ms) 2.804e-06
p-value 1.000e-03
R² 0.94
PUSH0 · erigon
nobs 15400
glue runtime (ms) 8.280e-07
p-value 1.000e-03
R² 0.94
STATICCALL · erigon
nobs 15400
glue runtime (ms) 5.669e-04
p-value 1.000e-03
R² 0.94
ADD · erigon
nobs 253
glue runtime (ms) 1.955e-06
p-value 1.000e-03
R² 0.8601
AND · erigon
nobs 253
glue runtime (ms) 8.592e-07
p-value 4.300e-02
R² 0.01991
CALLDATACOPY · erigon
nobs 6072
glue runtime (ms) 1.056e-06
p-value 1.000e-03
R² 0.07311
CALLDATALOAD · erigon
nobs 1012
glue runtime (ms) 6.859e-05
p-value 1.000e-03
R² 0.0423
DIV · erigon
nobs 253
glue runtime (ms) 9.099e-06
p-value 1.000e-03
R² 0.875
EXP · erigon
nobs 253
glue runtime (ms) 4.809e-04
p-value 1.000e-03
R² 0.18
GT · erigon
nobs 253
glue runtime (ms) 1.880e-06
p-value 1.000e-03
R² 0.4252
JUMPI · erigon
nobs 253
glue runtime (ms) 1.576e-06
p-value 8.000e-03
R² 0.0613
LT · erigon
nobs 253
glue runtime (ms) 1.943e-06
p-value 1.000e-03
R² 0.2726
MSTORE · erigon
nobs 1265
glue runtime (ms) 3.827e-06
p-value 1.000e-03
R² 0.5145
MSTORE8 · erigon
nobs 1265
glue runtime (ms) 2.989e-06
p-value 1.000e-03
R² 0.3167
MUL · erigon
nobs 253
glue runtime (ms) 2.180e-06
p-value 1.000e-03
R² 0.2648
PC · erigon
nobs 253
glue runtime (ms) 9.083e-07
p-value 1.000e-03
R² 0.7505
RETURNDATASIZE · erigon
nobs 1012
glue runtime (ms) 1.757e-06
p-value 1.000e-03
R² 0.4803
SELFBALANCE · erigon
nobs 207
glue runtime (ms) 1.517e-06
p-value 1.000e-03
R² 0.8885
SUB · erigon
nobs 253
glue runtime (ms) 1.976e-06
p-value 1.000e-03
R² 0.8483
JUMP · erigon
nobs 253
glue runtime (ms) 1.077e-06
p-value 1.000e-03
R² 0.2708
KECCAK256 · erigon
nobs 4048
glue runtime (ms) 1.300e-05
p-value 1.000e-03
R² 0.03418
ISZERO · ethrex
nobs 1606
glue runtime (ms) 1.434e-06
p-value 1.000e-03
R² 0.8404
JUMPDEST · ethrex
nobs 1606
glue runtime (ms) 4.570e-07
p-value 1.000e-03
R² 0.8416
SWAP · ethrex
nobs 25696
glue runtime (ms) 7.062e-07
p-value 1.000e-03
R² 0.8021
CALLDATASIZE · ethrex
nobs 96371
glue runtime (ms) 4.478e-07
p-value 1.000e-03
R² 0.8711
DUP · ethrex
nobs 96371
glue runtime (ms) 4.908e-07
p-value 1.000e-03
R² 0.8711
GAS · ethrex
nobs 96371
glue runtime (ms) 4.984e-07
p-value 1.000e-03
R² 0.8711
MLOAD · ethrex
nobs 96371
glue runtime (ms) 1.161e-06
p-value 1.000e-03
R² 0.8711
PUSH · ethrex
nobs 96371
glue runtime (ms) 6.573e-07
p-value 1.000e-03
R² 0.8711
PUSH0 · ethrex
nobs 96371
glue runtime (ms) 4.513e-07
p-value 1.000e-03
R² 0.8711
STATICCALL · ethrex
nobs 96371
glue runtime (ms) 7.489e-05
p-value 1.000e-03
R² 0.8711
ADD · ethrex
nobs 1606
glue runtime (ms) 6.192e-07
p-value 1.000e-03
R² 0.5438
AND · ethrex
nobs 1606
glue runtime (ms) 6.005e-07
p-value 1.000e-03
R² 0.1523
CALLDATACOPY · ethrex
nobs 38544
glue runtime (ms) 9.479e-07
p-value 1.000e-03
R² 0.4956
CALLDATALOAD · ethrex
nobs 6424
glue runtime (ms) 2.200e-05
p-value 1.000e-03
R² 0.267
DIV · ethrex
nobs 1606
glue runtime (ms) 8.843e-06
p-value 1.000e-03
R² 0.8251
EXP · ethrex
nobs 1606
glue runtime (ms) 9.206e-04
p-value 1.000e-03
R² 0.8276
GT · ethrex
nobs 1606
glue runtime (ms) 5.774e-07
p-value 1.000e-03
R² 0.5755
JUMPI · ethrex
nobs 1606
glue runtime (ms) 6.822e-07
p-value 1.000e-03
R² 0.4404
LT · ethrex
nobs 1606
glue runtime (ms) 5.637e-07
p-value 1.000e-03
R² 0.5569
MSTORE · ethrex
nobs 8030
glue runtime (ms) 7.763e-07
p-value 1.000e-03
R² 0.4389
MSTORE8 · ethrex
nobs 8030
glue runtime (ms) 6.725e-07
p-value 1.000e-03
R² 0.363
MUL · ethrex
nobs 1606
glue runtime (ms) 1.127e-06
p-value 1.000e-03
R² 0.6818
PC · ethrex
nobs 1606
glue runtime (ms) 4.852e-07
p-value 1.000e-03
R² 0.781
RETURNDATASIZE · ethrex
nobs 6424
glue runtime (ms) 9.415e-07
p-value 1.000e-03
R² 0.7944
SELFBALANCE · ethrex
nobs 1314
glue runtime (ms) 4.755e-06
p-value 1.000e-03
R² 0.8119
SUB · ethrex
nobs 1606
glue runtime (ms) 6.203e-07
p-value 1.000e-03
R² 0.5558
JUMP · ethrex
nobs 1606
glue runtime (ms) 2.101e-06
p-value 1.000e-03
R² 0.5136
KECCAK256 · ethrex
nobs 25696
glue runtime (ms) 0.000e+00
p-value 1.000e+00
R² 0
ISZERO · geth
nobs 4224
glue runtime (ms) 1.489e-06
p-value 1.000e-03
R² 0.7685
JUMPDEST · geth
nobs 4224
glue runtime (ms) 1.183e-06
p-value 1.000e-03
R² 0.7201
SWAP · geth
nobs 67584
glue runtime (ms) 1.552e-06
p-value 1.000e-03
R² 0.7139
CALLDATASIZE · geth
nobs 250514
glue runtime (ms) 1.465e-06
p-value 1.000e-03
R² 0.8182
DUP · geth
nobs 250514
glue runtime (ms) 1.554e-06
p-value 1.000e-03
R² 0.8182
GAS · geth
nobs 250514
glue runtime (ms) 1.490e-06
p-value 1.000e-03
R² 0.8182
MLOAD · geth
nobs 250514
glue runtime (ms) 5.268e-06
p-value 1.000e-03
R² 0.8182
PUSH · geth
nobs 250514
glue runtime (ms) 2.300e-06
p-value 1.000e-03
R² 0.8182
PUSH0 · geth
nobs 250514
glue runtime (ms) 1.449e-06
p-value 1.000e-03
R² 0.8182
STATICCALL · geth
nobs 250514
glue runtime (ms) 1.653e-04
p-value 1.000e-03
R² 0.8182
ADD · geth
nobs 4224
glue runtime (ms) 2.608e-06
p-value 1.000e-03
R² 0.5217
AND · geth
nobs 4224
glue runtime (ms) 2.292e-06
p-value 1.000e-03
R² 0.4725
CALLDATACOPY · geth
nobs 101376
glue runtime (ms) 6.965e-06
p-value 1.000e-03
R² 0.8402
CALLDATALOAD · geth
nobs 16896
glue runtime (ms) 4.932e-05
p-value 1.000e-03
R² 0.02203
DIV · geth
nobs 4224
glue runtime (ms) 7.946e-06
p-value 1.000e-03
R² 0.735
EXP · geth
nobs 4224
glue runtime (ms) 3.473e-04
p-value 1.000e-03
R² 0.6913
GT · geth
nobs 4224
glue runtime (ms) 2.018e-06
p-value 1.000e-03
R² 0.4444
JUMPI · geth
nobs 4224
glue runtime (ms) 2.891e-06
p-value 1.000e-03
R² 0.4243
LT · geth
nobs 4224
glue runtime (ms) 2.911e-06
p-value 1.000e-03
R² 0.5866
MSTORE · geth
nobs 21120
glue runtime (ms) 4.677e-06
p-value 1.000e-03
R² 0.5758
MSTORE8 · geth
nobs 21120
glue runtime (ms) 4.082e-06
p-value 1.000e-03
R² 0.5178
MUL · geth
nobs 4224
glue runtime (ms) 3.169e-06
p-value 1.000e-03
R² 0.6443
PC · geth
nobs 4224
glue runtime (ms) 1.477e-06
p-value 1.000e-03
R² 0.7733
RETURNDATASIZE · geth
nobs 16896
glue runtime (ms) 3.208e-06
p-value 1.000e-03
R² 0.6336
SELFBALANCE · geth
nobs 3456
glue runtime (ms) 7.511e-06
p-value 1.000e-03
R² 0.7969
SUB · geth
nobs 4224
glue runtime (ms) 2.427e-06
p-value 1.000e-03
R² 0.4983
JUMP · geth
nobs 4224
glue runtime (ms) 1.626e-06
p-value 1.000e-03
R² 0.1005
KECCAK256 · geth
nobs 67584
glue runtime (ms) 2.931e-05
p-value 1.000e-03
R² 0.2066
ISZERO · nethermind
nobs 1177
glue runtime (ms) 8.088e-07
p-value 1.000e-03
R² 0.8037
JUMPDEST · nethermind
nobs 1177
glue runtime (ms) 4.207e-07
p-value 1.000e-03
R² 0.7224
SWAP · nethermind
nobs 18832
glue runtime (ms) 5.220e-07
p-value 1.000e-03
R² 0.5312
CALLDATASIZE · nethermind
nobs 70059
glue runtime (ms) 3.766e-07
p-value 1.000e-03
R² 0.9541
DUP · nethermind
nobs 70059
glue runtime (ms) 3.421e-07
p-value 1.000e-03
R² 0.9541
GAS · nethermind
nobs 70059
glue runtime (ms) 3.615e-07
p-value 1.000e-03
R² 0.9541
MLOAD · nethermind
nobs 70059
glue runtime (ms) 1.238e-06
p-value 1.000e-03
R² 0.9541
PUSH · nethermind
nobs 70059
glue runtime (ms) 4.052e-07
p-value 1.000e-03
R² 0.9541
PUSH0 · nethermind
nobs 70059
glue runtime (ms) 2.990e-07
p-value 1.000e-03
R² 0.9541
STATICCALL · nethermind
nobs 70059
glue runtime (ms) 4.068e-04
p-value 1.000e-03
R² 0.9541
ADD · nethermind
nobs 1177
glue runtime (ms) 2.123e-06
p-value 1.000e-03
R² 0.7972
AND · nethermind
nobs 1177
glue runtime (ms) 8.556e-07
p-value 1.000e-03
R² 0.5038
CALLDATACOPY · nethermind
nobs 28248
glue runtime (ms) 2.722e-06
p-value 1.000e-03
R² 0.5447
CALLDATALOAD · nethermind
nobs 4708
glue runtime (ms) 2.890e-05
p-value 1.000e-03
R² 0.0007697
DIV · nethermind
nobs 1177
glue runtime (ms) 7.412e-06
p-value 1.000e-03
R² 0.6203
EXP · nethermind
nobs 1177
glue runtime (ms) 0.000e+00
p-value 1.000e+00
R² -2.22e-16
GT · nethermind
nobs 1177
glue runtime (ms) 1.114e-06
p-value 1.000e-03
R² 0.6159
JUMPI · nethermind
nobs 1177
glue runtime (ms) 1.176e-06
p-value 1.000e-03
R² 0.4098
LT · nethermind
nobs 1177
glue runtime (ms) 9.987e-07
p-value 1.000e-03
R² 0.6249
MSTORE · nethermind
nobs 5885
glue runtime (ms) 1.358e-06
p-value 1.000e-03
R² 0.5218
MSTORE8 · nethermind
nobs 5885
glue runtime (ms) 1.281e-06
p-value 1.000e-03
R² 0.5035
MUL · nethermind
nobs 1177
glue runtime (ms) 5.193e-06
p-value 1.000e-03
R² 0.8343
PC · nethermind
nobs 1177
glue runtime (ms) 3.763e-07
p-value 1.000e-03
R² 0.6383
RETURNDATASIZE · nethermind
nobs 4708
glue runtime (ms) 7.591e-07
p-value 1.000e-03
R² 0.6556
SELFBALANCE · nethermind
nobs 963
glue runtime (ms) 5.010e-06
p-value 1.000e-03
R² 0.2859
SUB · nethermind
nobs 1177
glue runtime (ms) 2.135e-06
p-value 1.000e-03
R² 0.7831
JUMP · nethermind
nobs 1177
glue runtime (ms) 1.938e-06
p-value 1.000e-03
R² 0.4754
KECCAK256 · nethermind
nobs 18832
glue runtime (ms) 0.000e+00
p-value 1.000e+00
R² 0
ISZERO · reth
nobs 99
glue runtime (ms) 3.910e-07
p-value 1.000e-03
R² 0.8047
JUMPDEST · reth
nobs 99
glue runtime (ms) 2.849e-07
p-value 1.000e-03
R² 0.8688
SWAP · reth
nobs 1760
glue runtime (ms) 4.776e-07
p-value 1.000e-03
R² 0.7873
CALLDATASIZE · reth
nobs 6338
glue runtime (ms) 4.976e-07
p-value 1.000e-03
R² 0.8433
DUP · reth
nobs 6338
glue runtime (ms) 4.175e-07
p-value 1.000e-03
R² 0.8433
GAS · reth
nobs 6338
glue runtime (ms) 4.494e-07
p-value 1.000e-03
R² 0.8433
MLOAD · reth
nobs 6338
glue runtime (ms) 1.626e-06
p-value 1.000e-03
R² 0.8433
PUSH · reth
nobs 6338
glue runtime (ms) 4.459e-07
p-value 1.000e-03
R² 0.8433
PUSH0 · reth
nobs 6338
glue runtime (ms) 3.457e-07
p-value 1.000e-03
R² 0.8433
STATICCALL · reth
nobs 6338
glue runtime (ms) 4.590e-05
p-value 1.000e-03
R² 0.8433
ADD · reth
nobs 99
glue runtime (ms) 5.511e-07
p-value 1.000e-03
R² 0.5385
AND · reth
nobs 99
glue runtime (ms) 4.818e-07
p-value 1.000e-03
R² 0.5149
CALLDATACOPY · reth
nobs 2376
glue runtime (ms) 8.486e-07
p-value 1.000e-03
R² 0.3661
CALLDATALOAD · reth
nobs 396
glue runtime (ms) 4.219e-05
p-value 1.000e-03
R² 0.4552
DIV · reth
nobs 99
glue runtime (ms) 6.593e-06
p-value 1.000e-03
R² 0.8125
EXP · reth
nobs 99
glue runtime (ms) 3.360e-04
p-value 1.000e-03
R² 0.8142
GT · reth
nobs 99
glue runtime (ms) 5.473e-07
p-value 1.000e-03
R² 0.5688
JUMPI · reth
nobs 99
glue runtime (ms) 6.080e-07
p-value 1.000e-03
R² 0.2965
LT · reth
nobs 99
glue runtime (ms) 5.048e-07
p-value 1.000e-03
R² 0.5257
MSTORE · reth
nobs 495
glue runtime (ms) 1.883e-06
p-value 1.000e-03
R² 0.1527
MSTORE8 · reth
nobs 495
glue runtime (ms) 4.232e-07
p-value 1.000e-03
R² 0.1335
MUL · reth
nobs 99
glue runtime (ms) 6.950e-07
p-value 1.000e-03
R² 0.6244
PC · reth
nobs 99
glue runtime (ms) 5.606e-07
p-value 1.000e-03
R² 0.9071
RETURNDATASIZE · reth
nobs 396
glue runtime (ms) 9.056e-07
p-value 1.000e-03
R² 0.8551
SELFBALANCE · reth
nobs 81
glue runtime (ms) 3.844e-06
p-value 1.000e-03
R² 0.8252
SUB · reth
nobs 99
glue runtime (ms) 5.337e-07
p-value 1.000e-03
R² 0.527
JUMP · reth
nobs 99
glue runtime (ms) 1.859e-07
p-value 6.600e-02
R² 0.0268
KECCAK256 · reth
nobs 1584
glue runtime (ms) 0.000e+00
p-value 1.000e+00
R² 0
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: 0.792
Model: NNLS Adj. R-squared: 0.792
No. Observations: 224477 RMSE: 72.82
Df Residuals: 224469 MAE: 61.99
Df Model: 7
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 68.2579 0.4805 0.001 67.3189 69.2561
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 0.0008 0.0000 0.001 0.0008 0.0008
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.613
Model: NNLS Adj. R-squared: 0.613
No. Observations: 3773 RMSE: 67.84
Df Residuals: 3771 MAE: 59.20
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 76.6323 3.4905 0.001 70.1612 83.1594
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: 0.236
Model: NNLS Adj. R-squared: 0.236
No. Observations: 3773 RMSE: 215.58
Df Residuals: 3771 MAE: 196.16
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 66.7720 10.5972 0.001 46.4668 87.1674
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: 0.477
Model: NNLS Adj. R-squared: 0.477
No. Observations: 60368 RMSE: 67.18
Df Residuals: 60366 MAE: 59.55
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 61.5412 0.7966 0.001 59.9765 63.1069
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: 0.579
Model: NNLS Adj. R-squared: 0.579
No. Observations: 3773 RMSE: 72.12
Df Residuals: 3771 MAE: 57.44
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 116.9171 3.6765 0.001 109.6892 123.6816
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: 0.420
Model: NNLS Adj. R-squared: 0.420
No. Observations: 3773 RMSE: 79.80
Df Residuals: 3771 MAE: 64.49
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 84.2969 3.9843 0.001 76.6640 92.1031
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: 0.392
Model: NNLS Adj. R-squared: 0.392
No. Observations: 90552 RMSE: 81.00
Df Residuals: 90550 MAE: 59.58
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 119.5759 0.3283 0.001 118.9560 120.1999
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: 15092 RMSE: 0.82
Df Residuals: 15090 MAE: 0.57
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 3.7557 0.0074 0.001 3.7401 3.7693
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: 0.648
Model: NNLS Adj. R-squared: 0.648
No. Observations: 3773 RMSE: 76.49
Df Residuals: 3771 MAE: 62.38
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 141.6081 3.4866 0.001 134.5772 148.2109
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: 0.756
Model: NNLS Adj. R-squared: 0.756
No. Observations: 3773 RMSE: 24.28
Df Residuals: 3771 MAE: 18.45
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 95.6895 1.5837 0.001 92.6378 98.6249
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) · besu
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.155
Model: NNLS Adj. R-squared: 0.154
No. Observations: 3773 RMSE: 479.96
Df Residuals: 3771 MAE: 444.19
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 140.0736 22.5585 0.001 97.8061 186.0613
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: 0.093
Model: NNLS Adj. R-squared: 0.093
No. Observations: 3773 RMSE: 44.12
Df Residuals: 3771 MAE: 40.02
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 31.9697 2.0168 0.001 27.9813 35.9037
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: 0.150
Model: NNLS Adj. R-squared: 0.150
No. Observations: 3773 RMSE: 490.18
Df Residuals: 3771 MAE: 454.72
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 170.0391 23.2138 0.001 127.0284 215.0015
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: 0.704
Model: NNLS Adj. R-squared: 0.704
No. Observations: 18865 RMSE: 56.15
Df Residuals: 18863 MAE: 45.92
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 106.3334 1.4446 0.001 103.3241 109.0378
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: 0.318
Model: NNLS Adj. R-squared: 0.318
No. Observations: 18865 RMSE: 71.78
Df Residuals: 18863 MAE: 63.58
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 73.1732 1.5560 0.001 70.1786 76.2017
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: 0.405
Model: NNLS Adj. R-squared: 0.404
No. Observations: 3773 RMSE: 75.38
Df Residuals: 3771 MAE: 57.19
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 111.4368 3.5971 0.001 104.4123 118.1713
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: 0.427
Model: NNLS Adj. R-squared: 0.426
No. Observations: 3773 RMSE: 98.86
Df Residuals: 3771 MAE: 88.50
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 97.5942 4.7223 0.001 87.9668 106.8493
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: 0.400
Model: NNLS Adj. R-squared: 0.400
No. Observations: 15092 RMSE: 108.91
Df Residuals: 15090 MAE: 97.77
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 80.6664 2.6260 0.001 75.3320 85.7596
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: 0.441
Model: NNLS Adj. R-squared: 0.441
No. Observations: 3087 RMSE: 82.83
Df Residuals: 3085 MAE: 64.63
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 402.6847 5.9299 0.001 391.2973 414.7039
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: 0.545
Model: NNLS Adj. R-squared: 0.545
No. Observations: 3773 RMSE: 82.79
Df Residuals: 3771 MAE: 68.02
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 110.4450 3.9912 0.001 102.5301 117.7584
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: 0.278
Model: NNLS Adj. R-squared: 0.277
No. Observations: 3773 RMSE: 104.19
Df Residuals: 3771 MAE: 79.80
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 111.3901 5.1371 0.001 102.0526 122.0065
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: 0.107
Model: NNLS Adj. R-squared: 0.107
No. Observations: 60368 RMSE: 158.65
Df Residuals: 60366 MAE: 125.40
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 500.7203 1.4119 0.001 497.9483 503.5503
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: 0.940
Model: NNLS Adj. R-squared: 0.940
No. Observations: 15400 RMSE: 41.56
Df Residuals: 15392 MAE: 18.16
Df Model: 7
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 33.3161 1.1027 0.001 31.2884 35.5569
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 · erigon
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.345
Model: NNLS Adj. R-squared: 0.342
No. Observations: 253 RMSE: 35.91
Df Residuals: 251 MAE: 9.79
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 8.8268 5.8848 0.113 0.0000 19.6146
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: 0.798
Model: NNLS Adj. R-squared: 0.797
No. Observations: 253 RMSE: 26.96
Df Residuals: 251 MAE: 13.75
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 17.9060 6.4014 0.009 4.2491 28.8172
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: 0.468
Model: NNLS Adj. R-squared: 0.468
No. Observations: 4048 RMSE: 28.37
Df Residuals: 4046 MAE: 7.62
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 27.3299 1.8702 0.001 23.9465 31.2130
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: 0.860
Model: NNLS Adj. R-squared: 0.860
No. Observations: 253 RMSE: 8.30
Df Residuals: 251 MAE: 6.65
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 15.0197 1.7344 0.001 11.8601 18.5638
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: 0.020
Model: NNLS Adj. R-squared: 0.016
No. Observations: 253 RMSE: 63.45
Df Residuals: 251 MAE: 22.65
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 59.3106 17.6734 0.001 27.5187 96.8069
AND 0.0000 0.0000 0.043 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: 0.073
Model: NNLS Adj. R-squared: 0.073
No. Observations: 6072 RMSE: 28.29
Df Residuals: 6070 MAE: 8.47
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 18.8258 0.3408 0.001 18.2046 19.5583
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: 0.042
Model: NNLS Adj. R-squared: 0.041
No. Observations: 1012 RMSE: 1.25
Df Residuals: 1010 MAE: 0.42
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 5.7818 0.0948 0.001 5.5934 5.9464
CALLDATALOAD 0.0001 0.0000 0.001 0.0001 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: 0.875
Model: NNLS Adj. R-squared: 0.875
No. Observations: 253 RMSE: 27.15
Df Residuals: 251 MAE: 23.23
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 23.4342 5.3505 0.001 13.5381 34.0476
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: 0.180
Model: NNLS Adj. R-squared: 0.177
No. Observations: 253 RMSE: 40.20
Df Residuals: 251 MAE: 9.19
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 0.9512 4.1307 0.391 0.0000 12.3446
EXP 0.0005 0.0001 0.001 0.0004 0.0005
==============================================================================
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: 0.425
Model: NNLS Adj. R-squared: 0.423
No. Observations: 253 RMSE: 23.01
Df Residuals: 251 MAE: 7.54
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 23.3530 3.2590 0.001 18.3262 31.0144
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: 0.061
Model: NNLS Adj. R-squared: 0.058
No. Observations: 253 RMSE: 27.83
Df Residuals: 251 MAE: 6.68
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 27.2627 8.4784 0.001 16.8744 47.4142
JUMPI 0.0000 0.0000 0.008 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: 0.273
Model: NNLS Adj. R-squared: 0.270
No. Observations: 253 RMSE: 33.40
Df Residuals: 251 MAE: 9.69
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 22.4331 3.4981 0.001 17.1208 30.0652
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: 0.514
Model: NNLS Adj. R-squared: 0.514
No. Observations: 1265 RMSE: 26.09
Df Residuals: 1263 MAE: 10.03
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 26.7486 2.2197 0.001 22.5456 31.6693
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: 0.317
Model: NNLS Adj. R-squared: 0.316
No. Observations: 1265 RMSE: 30.80
Df Residuals: 1263 MAE: 9.85
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 31.2876 3.7407 0.001 24.4768 39.2370
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: 0.265
Model: NNLS Adj. R-squared: 0.262
No. Observations: 253 RMSE: 28.68
Df Residuals: 251 MAE: 8.46
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 26.6544 10.7991 0.001 14.0009 52.1421
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: 0.750
Model: NNLS Adj. R-squared: 0.749
No. Observations: 253 RMSE: 15.66
Df Residuals: 251 MAE: 9.52
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 26.6924 3.2988 0.001 20.6898 33.4642
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: 0.480
Model: NNLS Adj. R-squared: 0.480
No. Observations: 1012 RMSE: 28.86
Df Residuals: 1010 MAE: 9.41
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 27.2442 4.0525 0.001 20.2510 36.0439
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: 0.889
Model: NNLS Adj. R-squared: 0.888
No. Observations: 207 RMSE: 5.42
Df Residuals: 205 MAE: 4.12
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 18.1910 1.3370 0.001 15.4436 20.7093
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: 0.848
Model: NNLS Adj. R-squared: 0.848
No. Observations: 253 RMSE: 8.79
Df Residuals: 251 MAE: 7.16
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 15.1957 1.7507 0.001 12.0585 18.9444
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: 0.271
Model: NNLS Adj. R-squared: 0.268
No. Observations: 253 RMSE: 6.57
Df Residuals: 251 MAE: 5.52
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 18.7949 1.4044 0.001 16.2064 21.8018
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: 0.034
Model: NNLS Adj. R-squared: 0.034
No. Observations: 4048 RMSE: 137.33
Df Residuals: 4046 MAE: 110.44
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 379.5671 4.7375 0.001 370.4205 388.5968
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: 0.871
Model: NNLS Adj. R-squared: 0.871
No. Observations: 96371 RMSE: 7.41
Df Residuals: 96363 MAE: 5.78
Df Model: 7
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 13.6971 0.0771 0.001 13.5423 13.8521
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: 0.840
Model: NNLS Adj. R-squared: 0.840
No. Observations: 1606 RMSE: 13.16
Df Residuals: 1604 MAE: 11.04
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 24.5738 1.1774 0.001 22.4010 26.8618
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: 0.842
Model: NNLS Adj. R-squared: 0.842
No. Observations: 1606 RMSE: 12.52
Df Residuals: 1604 MAE: 9.70
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 12.0949 0.9094 0.001 10.2835 13.8034
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: 0.802
Model: NNLS Adj. R-squared: 0.802
No. Observations: 25696 RMSE: 7.38
Df Residuals: 25694 MAE: 5.84
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 15.7970 0.1577 0.001 15.4910 16.1158
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: 0.544
Model: NNLS Adj. R-squared: 0.544
No. Observations: 1606 RMSE: 5.97
Df Residuals: 1604 MAE: 4.67
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 10.1721 0.4778 0.001 9.2614 11.1320
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: 0.152
Model: NNLS Adj. R-squared: 0.152
No. Observations: 1606 RMSE: 14.91
Df Residuals: 1604 MAE: 11.65
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 15.7473 1.2226 0.001 13.4486 18.1093
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: 0.496
Model: NNLS Adj. R-squared: 0.496
No. Observations: 38544 RMSE: 7.19
Df Residuals: 38542 MAE: 5.23
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 12.0748 0.0435 0.001 11.9877 12.1575
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: 0.267
Model: NNLS Adj. R-squared: 0.267
No. Observations: 6424 RMSE: 0.14
Df Residuals: 6422 MAE: 0.11
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 2.4388 0.0057 0.001 2.4272 2.4500
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: 0.825
Model: NNLS Adj. R-squared: 0.825
No. Observations: 1606 RMSE: 32.14
Df Residuals: 1604 MAE: 27.06
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 72.4363 3.1408 0.001 65.8982 78.6629
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: 0.828
Model: NNLS Adj. R-squared: 0.828
No. Observations: 1606 RMSE: 16.45
Df Residuals: 1604 MAE: 13.90
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 35.4770 1.4875 0.001 32.8038 38.4641
EXP 0.0009 0.0000 0.001 0.0009 0.0009
==============================================================================
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: 0.575
Model: NNLS Adj. R-squared: 0.575
No. Observations: 1606 RMSE: 5.22
Df Residuals: 1604 MAE: 4.01
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 10.3776 0.4164 0.001 9.5579 11.2097
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: 0.440
Model: NNLS Adj. R-squared: 0.440
No. Observations: 1606 RMSE: 3.47
Df Residuals: 1604 MAE: 2.65
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 6.5848 0.2732 0.001 6.0486 7.1280
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: 0.557
Model: NNLS Adj. R-squared: 0.557
No. Observations: 1606 RMSE: 5.29
Df Residuals: 1604 MAE: 3.95
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 9.9240 0.4355 0.001 9.0401 10.7425
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: 0.439
Model: NNLS Adj. R-squared: 0.439
No. Observations: 8030 RMSE: 6.16
Df Residuals: 8028 MAE: 4.62
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 12.1857 0.2317 0.001 11.7097 12.6420
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: 0.363
Model: NNLS Adj. R-squared: 0.363
No. Observations: 8030 RMSE: 6.25
Df Residuals: 8028 MAE: 4.66
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 11.7992 0.2325 0.001 11.3630 12.2757
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: 0.682
Model: NNLS Adj. R-squared: 0.682
No. Observations: 1606 RMSE: 6.08
Df Residuals: 1604 MAE: 4.90
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 12.6672 0.5044 0.001 11.6249 13.6880
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: 0.781
Model: NNLS Adj. R-squared: 0.781
No. Observations: 1606 RMSE: 7.68
Df Residuals: 1604 MAE: 6.16
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 15.0074 0.6692 0.001 13.6959 16.2859
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: 0.794
Model: NNLS Adj. R-squared: 0.794
No. Observations: 6424 RMSE: 7.56
Df Residuals: 6422 MAE: 5.74
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 12.8096 0.3158 0.001 12.1827 13.4164
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: 0.812
Model: NNLS Adj. R-squared: 0.812
No. Observations: 1314 RMSE: 23.09
Df Residuals: 1312 MAE: 19.01
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 77.1235 2.1010 0.001 73.0981 81.2249
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: 0.556
Model: NNLS Adj. R-squared: 0.556
No. Observations: 1606 RMSE: 5.84
Df Residuals: 1604 MAE: 4.64
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 10.8848 0.4762 0.001 9.9924 11.8342
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: 0.514
Model: NNLS Adj. R-squared: 0.513
No. Observations: 1606 RMSE: 7.60
Df Residuals: 1604 MAE: 6.11
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 18.1279 0.6217 0.001 16.9020 19.3567
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: 25696 RMSE: 158.08
Df Residuals: 25694 MAE: 130.61
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 245.9525 1.0156 0.001 243.7871 247.7481
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: 0.818
Model: NNLS Adj. R-squared: 0.818
No. Observations: 250514 RMSE: 25.03
Df Residuals: 250506 MAE: 19.28
Df Model: 7
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 39.4723 0.1746 0.001 39.1134 39.8075
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: 0.769
Model: NNLS Adj. R-squared: 0.768
No. Observations: 4224 RMSE: 17.20
Df Residuals: 4222 MAE: 12.58
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 25.2281 0.9354 0.001 23.3919 27.0371
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: 0.720
Model: NNLS Adj. R-squared: 0.720
No. Observations: 4224 RMSE: 46.59
Df Residuals: 4222 MAE: 29.31
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 70.8015 2.6855 0.001 65.8528 76.2675
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: 0.714
Model: NNLS Adj. R-squared: 0.714
No. Observations: 67584 RMSE: 20.68
Df Residuals: 67582 MAE: 14.34
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 32.6922 0.2670 0.001 32.1626 33.1908
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: 0.522
Model: NNLS Adj. R-squared: 0.522
No. Observations: 4224 RMSE: 26.28
Df Residuals: 4222 MAE: 19.08
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 45.1248 1.3052 0.001 42.5938 47.6455
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: 0.473
Model: NNLS Adj. R-squared: 0.472
No. Observations: 4224 RMSE: 25.49
Df Residuals: 4222 MAE: 18.76
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 45.3079 1.2368 0.001 42.9690 47.8165
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: 0.840
Model: NNLS Adj. R-squared: 0.840
No. Observations: 101376 RMSE: 22.85
Df Residuals: 101374 MAE: 16.51
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 20.7709 0.0916 0.001 20.5954 20.9499
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: 0.022
Model: NNLS Adj. R-squared: 0.022
No. Observations: 16896 RMSE: 1.26
Df Residuals: 16894 MAE: 0.63
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 2.6966 0.0306 0.001 2.6389 2.7563
CALLDATALOAD 0.0000 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: 0.735
Model: NNLS Adj. R-squared: 0.735
No. Observations: 4224 RMSE: 37.66
Df Residuals: 4222 MAE: 30.78
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 75.5336 2.0125 0.001 71.7994 79.5681
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: 0.691
Model: NNLS Adj. R-squared: 0.691
No. Observations: 4224 RMSE: 9.09
Df Residuals: 4222 MAE: 6.95
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 13.6155 0.4782 0.001 12.6608 14.5849
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: 0.444
Model: NNLS Adj. R-squared: 0.444
No. Observations: 4224 RMSE: 23.75
Df Residuals: 4222 MAE: 16.39
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 36.5966 1.1729 0.001 34.3072 38.7061
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: 0.424
Model: NNLS Adj. R-squared: 0.424
No. Observations: 4224 RMSE: 15.19
Df Residuals: 4222 MAE: 10.88
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 21.1569 0.7467 0.001 19.7921 22.6362
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: 0.587
Model: NNLS Adj. R-squared: 0.587
No. Observations: 4224 RMSE: 25.72
Df Residuals: 4222 MAE: 18.85
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 42.4911 1.3079 0.001 39.9934 44.8491
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: 0.576
Model: NNLS Adj. R-squared: 0.576
No. Observations: 21120 RMSE: 28.17
Df Residuals: 21118 MAE: 21.71
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 53.8759 0.7149 0.001 52.4948 55.2474
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: 0.518
Model: NNLS Adj. R-squared: 0.518
No. Observations: 21120 RMSE: 27.65
Df Residuals: 21118 MAE: 20.56
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 50.0595 0.6853 0.001 48.7894 51.3870
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: 0.644
Model: NNLS Adj. R-squared: 0.644
No. Observations: 4224 RMSE: 18.59
Df Residuals: 4222 MAE: 13.86
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 38.2333 0.9605 0.001 36.3002 40.2982
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: 0.773
Model: NNLS Adj. R-squared: 0.773
No. Observations: 4224 RMSE: 23.91
Df Residuals: 4222 MAE: 18.79
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 40.7178 1.3436 0.001 37.9955 43.2195
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: 0.634
Model: NNLS Adj. R-squared: 0.634
No. Observations: 16896 RMSE: 38.52
Df Residuals: 16894 MAE: 27.26
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 51.7612 0.9571 0.001 49.9061 53.5755
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: 0.797
Model: NNLS Adj. R-squared: 0.797
No. Observations: 3456 RMSE: 38.24
Df Residuals: 3454 MAE: 31.64
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 116.3618 2.4341 0.001 111.2944 120.9854
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: 0.498
Model: NNLS Adj. R-squared: 0.498
No. Observations: 4224 RMSE: 25.63
Df Residuals: 4222 MAE: 18.93
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 47.6906 1.3099 0.001 45.1166 50.1886
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: 0.100
Model: NNLS Adj. R-squared: 0.100
No. Observations: 4224 RMSE: 18.08
Df Residuals: 4222 MAE: 13.77
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 35.4190 1.0166 0.001 33.4742 37.3847
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: 0.207
Model: NNLS Adj. R-squared: 0.207
No. Observations: 67584 RMSE: 114.15
Df Residuals: 67582 MAE: 89.75
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 360.7277 0.9569 0.001 358.8285 362.6499
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: 0.954
Model: NNLS Adj. R-squared: 0.954
No. Observations: 70059 RMSE: 14.00
Df Residuals: 70051 MAE: 6.19
Df Model: 7
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 17.3393 0.1695 0.001 17.0148 17.6786
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: 0.804
Model: NNLS Adj. R-squared: 0.804
No. Observations: 1177 RMSE: 8.41
Df Residuals: 1175 MAE: 5.69
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 16.3803 0.8266 0.001 14.7604 17.9369
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: 0.722
Model: NNLS Adj. R-squared: 0.722
No. Observations: 1177 RMSE: 16.47
Df Residuals: 1175 MAE: 12.57
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 19.1114 1.4366 0.001 15.9491 21.8202
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: 0.531
Model: NNLS Adj. R-squared: 0.531
No. Observations: 18832 RMSE: 10.32
Df Residuals: 18830 MAE: 4.65
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 15.8349 0.2245 0.001 15.3828 16.2598
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: 0.797
Model: NNLS Adj. R-squared: 0.797
No. Observations: 1177 RMSE: 11.27
Df Residuals: 1175 MAE: 7.44
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 17.5486 1.2977 0.001 15.2980 20.3335
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: 0.504
Model: NNLS Adj. R-squared: 0.503
No. Observations: 1177 RMSE: 8.94
Df Residuals: 1175 MAE: 4.74
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 15.3385 0.9995 0.001 13.5733 17.4323
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: 0.545
Model: NNLS Adj. R-squared: 0.545
No. Observations: 28248 RMSE: 18.71
Df Residuals: 28246 MAE: 14.64
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 23.3045 0.1397 0.001 23.0276 23.5869
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: 4708 RMSE: 4.00
Df Residuals: 4706 MAE: 0.27
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 2.1395 0.1240 0.001 1.8861 2.3977
CALLDATALOAD 0.0000 0.0000 0.001 0.0000 0.0001
==============================================================================
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: 1177 RMSE: 45.78
Df Residuals: 1175 MAE: 36.39
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 129.0331 6.2919 0.001 116.3457 140.4218
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: -0.001
No. Observations: 1177 RMSE: 47.90
Df Residuals: 1175 MAE: 32.98
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 108.5101 1.9669 0.001 102.7796 111.1978
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: 0.616
Model: NNLS Adj. R-squared: 0.616
No. Observations: 1177 RMSE: 9.26
Df Residuals: 1175 MAE: 5.32
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 13.5524 0.6808 0.001 12.3225 14.8717
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: 0.410
Model: NNLS Adj. R-squared: 0.409
No. Observations: 1177 RMSE: 6.37
Df Residuals: 1175 MAE: 3.18
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 8.8386 0.4439 0.001 8.0014 9.7065
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: 0.625
Model: NNLS Adj. R-squared: 0.625
No. Observations: 1177 RMSE: 8.14
Df Residuals: 1175 MAE: 5.18
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 18.7244 0.8604 0.001 17.0236 20.2922
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: 0.522
Model: NNLS Adj. R-squared: 0.522
No. Observations: 5885 RMSE: 9.13
Df Residuals: 5883 MAE: 4.95
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 14.5490 0.3665 0.001 13.8288 15.3067
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: 0.503
Model: NNLS Adj. R-squared: 0.503
No. Observations: 5885 RMSE: 8.93
Df Residuals: 5883 MAE: 4.86
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 14.3064 0.3866 0.001 13.5925 15.0976
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: 0.834
Model: NNLS Adj. R-squared: 0.834
No. Observations: 1177 RMSE: 18.27
Df Residuals: 1175 MAE: 14.50
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 26.5303 1.5134 0.001 23.4971 29.4930
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: 0.638
Model: NNLS Adj. R-squared: 0.638
No. Observations: 1177 RMSE: 8.47
Df Residuals: 1175 MAE: 6.54
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 16.8922 0.8633 0.001 15.2302 18.5873
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: 0.656
Model: NNLS Adj. R-squared: 0.655
No. Observations: 4708 RMSE: 8.69
Df Residuals: 4706 MAE: 4.58
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 11.1691 0.4265 0.001 10.3095 11.9993
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: 0.286
Model: NNLS Adj. R-squared: 0.285
No. Observations: 963 RMSE: 79.87
Df Residuals: 961 MAE: 52.30
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 112.7550 10.9029 0.001 90.9700 134.1302
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: 0.783
Model: NNLS Adj. R-squared: 0.783
No. Observations: 1177 RMSE: 11.83
Df Residuals: 1175 MAE: 8.73
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 16.8080 1.0092 0.001 14.8187 18.8073
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: 0.475
Model: NNLS Adj. R-squared: 0.475
No. Observations: 1177 RMSE: 7.56
Df Residuals: 1175 MAE: 6.04
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 15.7407 0.8045 0.001 14.2159 17.3484
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: 18832 RMSE: 291.41
Df Residuals: 18830 MAE: 239.16
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 435.3843 2.0676 0.001 431.2972 439.2797
KECCAK256 0.0000 0.0000 1.000 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================reth — 22 regression summaries
Cycle glue — joint fit · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.843
Model: NNLS Adj. R-squared: 0.843
No. Observations: 6338 RMSE: 7.16
Df Residuals: 6330 MAE: 4.95
Df Model: 7
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 11.6529 0.2849 0.001 11.0607 12.1878
CALLDATASIZE 0.0000 0.0000 0.001 0.0000 0.0000
DUP 0.0000 0.0000 0.001 0.0000 0.0000
GAS 0.0000 0.0000 0.001 0.0000 0.0000
MLOAD 0.0000 0.0000 0.001 0.0000 0.0000
PUSH 0.0000 0.0000 0.001 0.0000 0.0000
PUSH0 0.0000 0.0000 0.001 0.0000 0.0000
STATICCALL 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.805
Model: NNLS Adj. R-squared: 0.803
No. Observations: 99 RMSE: 4.06
Df Residuals: 97 MAE: 3.03
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 8.6134 1.2767 0.001 6.2558 11.1102
ISZERO 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.869
Model: NNLS Adj. R-squared: 0.867
No. Observations: 99 RMSE: 6.99
Df Residuals: 97 MAE: 5.32
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 12.3229 2.3814 0.001 7.4238 16.9563
JUMPDEST 0.0000 0.0000 0.001 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Pure glue · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.787
Model: NNLS Adj. R-squared: 0.787
No. Observations: 1760 RMSE: 5.23
Df Residuals: 1758 MAE: 4.07
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 11.0908 0.4065 0.001 10.2392 11.8584
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.538
Model: NNLS Adj. R-squared: 0.534
No. Observations: 99 RMSE: 5.37
Df Residuals: 97 MAE: 3.94
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 7.6759 1.3720 0.001 5.0522 10.3686
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.515
Model: NNLS Adj. R-squared: 0.510
No. Observations: 99 RMSE: 4.92
Df Residuals: 97 MAE: 3.45
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 9.2346 1.5900 0.001 6.0725 12.4320
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.366
Model: NNLS Adj. R-squared: 0.366
No. Observations: 2376 RMSE: 8.40
Df Residuals: 2374 MAE: 6.40
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 12.4734 0.2129 0.001 12.0629 12.8966
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.455
Model: NNLS Adj. R-squared: 0.454
No. Observations: 396 RMSE: 0.18
Df Residuals: 394 MAE: 0.13
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 1.1973 0.0274 0.001 1.1421 1.2509
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.812
Model: NNLS Adj. R-squared: 0.811
No. Observations: 99 RMSE: 25.00
Df Residuals: 97 MAE: 21.02
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 55.0211 9.3538 0.001 36.6781 74.0580
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.814
Model: NNLS Adj. R-squared: 0.812
No. Observations: 99 RMSE: 6.28
Df Residuals: 97 MAE: 4.85
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 21.4310 2.0224 0.001 17.3797 25.4185
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.569
Model: NNLS Adj. R-squared: 0.564
No. Observations: 99 RMSE: 5.02
Df Residuals: 97 MAE: 3.80
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 11.1700 1.3798 0.001 8.5178 13.8672
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.296
Model: NNLS Adj. R-squared: 0.289
No. Observations: 99 RMSE: 4.23
Df Residuals: 97 MAE: 2.54
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 5.6254 1.5526 0.005 2.1968 8.0696
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.526
Model: NNLS Adj. R-squared: 0.521
No. Observations: 99 RMSE: 5.05
Df Residuals: 97 MAE: 3.55
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 9.9322 1.5258 0.001 7.0382 12.9171
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.153
Model: NNLS Adj. R-squared: 0.151
No. Observations: 495 RMSE: 31.13
Df Residuals: 493 MAE: 28.31
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 20.4485 4.0682 0.001 12.5974 28.4746
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.133
Model: NNLS Adj. R-squared: 0.132
No. Observations: 495 RMSE: 7.57
Df Residuals: 493 MAE: 4.66
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 13.0196 1.3337 0.001 10.7597 15.7752
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.624
Model: NNLS Adj. R-squared: 0.621
No. Observations: 99 RMSE: 4.26
Df Residuals: 97 MAE: 3.30
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 10.4012 1.2830 0.001 7.6552 12.8283
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.907
Model: NNLS Adj. R-squared: 0.906
No. Observations: 99 RMSE: 5.36
Df Residuals: 97 MAE: 3.98
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 12.9515 1.9104 0.001 9.4289 16.8012
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.855
Model: NNLS Adj. R-squared: 0.855
No. Observations: 396 RMSE: 5.89
Df Residuals: 394 MAE: 4.61
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 11.6661 0.9771 0.001 9.7777 13.5606
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.825
Model: NNLS Adj. R-squared: 0.823
No. Observations: 81 RMSE: 17.85
Df Residuals: 79 MAE: 14.78
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 54.2400 6.6605 0.001 40.5920 66.8323
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.527
Model: NNLS Adj. R-squared: 0.522
No. Observations: 99 RMSE: 5.32
Df Residuals: 97 MAE: 3.99
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 10.1394 1.5645 0.001 6.9463 13.1352
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) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.027
Model: NNLS Adj. R-squared: 0.017
No. Observations: 99 RMSE: 4.16
Df Residuals: 97 MAE: 3.26
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 10.7673 1.4712 0.001 7.6693 13.2927
JUMP 0.0000 0.0000 0.066 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================Mixed glue (tier B) · reth
==============================================================================
NNLS Regression Results
==============================================================================
Dep. Variable: test_runtime_ms R-squared: 0.000
Model: NNLS Adj. R-squared: -0.001
No. Observations: 1584 RMSE: 162.01
Df Residuals: 1582 MAE: 136.74
Df Model: 1
==============================================================================
coef std err P-value [0.025 0.975]
------------------------------------------------------------------------------
const 249.7528 4.0703 0.001 241.9457 257.7491
KECCAK256 0.0000 0.0000 1.000 0.0000 0.0000
==============================================================================
Notes: Non-negative least squares with bootstrap inference (1000 iterations)
==============================================================================