(.venv) impactlab@en4230651l:/drive2$ cd /drive2/Kuntal/Pysindy-experiment/RHO_exp/messidor2.py
bash: cd: /drive2/Kuntal/Pysindy-experiment/RHO_exp/messidor2.py: Not a directory
(.venv) impactlab@en4230651l:/drive2$ cd /drive2/Kuntal/Pysindy-experiment/RHO_exp/messidor2.py
bash: cd: /drive2/Kuntal/Pysindy-experiment/RHO_exp/messidor2.py: Not a directory
(.venv) impactlab@en4230651l:/drive2$ python /drive2/Kuntal/Pysindy-experiment/RHO_exp/messidor2.py
CuPy not available. Using NumPy for array operations.
Using GPU: NVIDIA RTX 6000 Ada Generation
Loading theta data from /drive2/Kuntal/Pysindy-experiment/M2-output/messidor2_all_thetas.npy
Loading theta IDs from /drive2/Kuntal/Pysindy-experiment/M2-output/messidor2_theta_ids.npy
Loaded 1057 theta vectors with shape (1057, 3, 20)
Training set: 634 samples
Validation set: 423 samples
Running experiment with CPU...
Will process 634 training samples as Q vectors
Each Q will be evaluated against 423 validation samples
Processing theta 1/634...
  - Processed 423 validation samples for this theta
Processing theta 101/634...
  - Processed 423 validation samples for this theta
Processing theta 201/634...
  - Processed 423 validation samples for this theta
Processing theta 301/634...
  - Processed 423 validation samples for this theta
Processing theta 401/634...
  - Processed 423 validation samples for this theta
Processing theta 501/634...
  - Processed 423 validation samples for this theta
Processing theta 601/634...
  - Processed 423 validation samples for this theta
Total number of subtracted sigma_j_m values for confidence interval: 401956
Selected index using formula: 190930 (of 401956 values)
Selected σ_m value: -0.043998791641485506
Confidence interval: [-0.043998791641485506, 0.043998791641485506]

Experiment Settings:
- Using CPU acceleration
- Theta vectors normalized to unit length

Results (averaged over 634 theta vectors):
- Average ρ_avg (training): 0.041717564380119414
- Overall confidence interval: [-0.043998791641485506, 0.043998791641485506]

Experiment Results Summary:
Total runtime: 0.83 seconds
Average ρ_avg (training): 0.041717564380119414
Overall confidence interval: [-0.043998791641485506, 0.043998791641485506]

Conclusion: No significant difference between training and validation performance.
(.venv) impactlab@en4230651l:/drive2$ 