(lsvi) onyxia@jupyter-python-gpu-609227-0:~/work//LSVI/LSVI/experiments/logisticRegression/sonar_logistic_regression$ command time --verbose python time.py
WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.
INFO:root:Function       <function time_gaussian_seq2 at 0x7fe3d61c1080>
Args           ()
Kwargs         {}
Runs           5
Workers        1
Average Time   5.11367883682251s
Median Time    4.57716965675354s
Min Time       4.415876865386963s
Max Time       7.395578861236572s
Std Deviation  1.2781661016051107s
Total Time     25.56839418411255s

INFO:root:Function       <function time_heuristic_gaussian_Anon_u10 at 0x7fe200404d60>
Args           ()
Kwargs         {}
Runs           5
Workers        1
Average Time   5.111789608001709s
Median Time    4.986610651016235s
Min Time       4.9647815227508545s
Max Time       5.639005422592163s
Std Deviation  0.29500918263368636s
Total Time     25.558948040008545s

INFO:root:Function       <function time_heuristic_gaussian_Anon_u1 at 0x7fe200404ea0>
Args           ()
Kwargs         {}
Runs           5
Workers        1
Average Time   5.185959959030152s
Median Time    5.196758270263672s
Min Time       4.963298797607422s
Max Time       5.371952056884766s
Std Deviation  0.1566466909609494s
Total Time     25.929799795150757s

        Command being timed: "python time.py"
        User time (seconds): 94.70
        System time (seconds): 11.20
        Percent of CPU this job got: 127%
        Elapsed (wall clock) time (h:mm:ss or m:ss): 1:23.19
        Average shared text size (kbytes): 0
        Average unshared data size (kbytes): 0
        Average stack size (kbytes): 0
        Average total size (kbytes): 0
        Maximum resident set size (kbytes): 3224152
        Average resident set size (kbytes): 0
        Major (requiring I/O) page faults: 0
        Minor (reclaiming a frame) page faults: 1255523
        Voluntary context switches: 254043
        Involuntary context switches: 1339
        Swaps: 0
        File system inputs: 0
        File system outputs: 92584
        Socket messages sent: 0
        Socket messages received: 0
        Signals delivered: 0
        Page size (bytes): 4096
        Exit status: 0



bose python time.py
WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.
INFO:root:Function       <function time_heuristic_gaussian_Anon_u1 at 0x7f7d5c7f4fe0>
Args           ()
Kwargs         {}
Runs           5
Workers        1
Average Time   5.6066834926605225s
Median Time    4.955901145935059s
Min Time       4.936912298202515s
Max Time       7.9324867725372314s
Std Deviation  1.3070523296764098s
Total Time     28.033417463302612s

        Command being timed: "python time.py"
        User time (seconds): 39.61
        System time (seconds): 8.85
        Percent of CPU this job got: 143%
        Elapsed (wall clock) time (h:mm:ss or m:ss): 0:33.73
        Average shared text size (kbytes): 0
        Average unshared data size (kbytes): 0
        Average stack size (kbytes): 0
        Average total size (kbytes): 0
        Maximum resident set size (kbytes): 3107636
        Average resident set size (kbytes): 0
        Major (requiring I/O) page faults: 0
        Minor (reclaiming a frame) page faults: 1033573
        Voluntary context switches: 122119
        Involuntary context switches: 550
        Swaps: 0
        File system inputs: 0
        File system outputs: 31864
        Socket messages sent: 0
        Socket messages received: 0
        Signals delivered: 0
        Page size (bytes): 4096
        Exit status: 0

ssion/sonar_logistic_regression$ command time --verbose python time.py
WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.
INFO:root:Function       <function time_gaussian_Anon_seq2 at 0x7f83fd1fd120>
Args           ()
Kwargs         {}
Runs           5
Workers        1
Average Time   5.142098617553711s
Median Time    4.494343996047974s
Min Time       4.446056365966797s
Max Time       7.575185298919678s
Std Deviation  1.3647812905161216s
Total Time     25.710493087768555s

        Command being timed: "python time.py"
        User time (seconds): 37.17
        System time (seconds): 10.09
        Percent of CPU this job got: 149%
        Elapsed (wall clock) time (h:mm:ss or m:ss): 0:31.63
        Average shared text size (kbytes): 0
        Average unshared data size (kbytes): 0
        Average stack size (kbytes): 0
        Average total size (kbytes): 0
        Maximum resident set size (kbytes): 3109512
        Average resident set size (kbytes): 0
        Major (requiring I/O) page faults: 1
        Minor (reclaiming a frame) page faults: 1005737
        Voluntary context switches: 120287
        Involuntary context switches: 2763
        Swaps: 0
        File system inputs: 0
        File system outputs: 31888
        Socket messages sent: 0
        Socket messages received: 0
        Signals delivered: 0
        Page size (bytes): 4096
        Exit status: 0

(lsvi) onyxia@jupyter-python-gpu-609227-0:~/work/Anon/LSVI/LSVI/experiments/logisticRegression/sonar_logistic_regression$ command time --verbose python time.py
WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.
INFO:root:Function       <function time_heuristic_gaussian_Anon_u10 at 0x7f1be8204d60>
Args           ()
Kwargs         {}
Runs           5
Workers        1
Average Time   5.606770849227905s
Median Time    4.959347724914551s
Min Time       4.943475961685181s
Max Time       7.999654531478882s
Std Deviation  1.3410737726704969s
Total Time     28.033854246139526s

        Command being timed: "python time.py"
        User time (seconds): 40.42
        System time (seconds): 9.27
        Percent of CPU this job got: 145%
        Elapsed (wall clock) time (h:mm:ss or m:ss): 0:34.24
        Average shared text size (kbytes): 0
        Average unshared data size (kbytes): 0
        Average stack size (kbytes): 0
        Average total size (kbytes): 0
        Maximum resident set size (kbytes): 3105320
        Average resident set size (kbytes): 0
        Major (requiring I/O) page faults: 0
        Minor (reclaiming a frame) page faults: 1024159
        Voluntary context switches: 124575
        Involuntary context switches: 675
        Swaps: 0
        File system inputs: 0
        File system outputs: 31864
        Socket messages sent: 0
        Socket messages received: 0
        Signals delivered: 0
        Page size (bytes): 4096
        Exit status: 0


INFO:pymc.variational.inference:Finished [100%]: Average Loss = 163.87
INFO:root:Function       <function time_gaussian_ADVI at 0x7efdc8621800>
Args           ()
Kwargs         {}
Runs           5
Workers        1
Average Time   11.346071910858154s
Median Time    10.653538703918457s
Min Time       10.545533418655396s
Max Time       13.589414834976196s
Std Deviation  1.2943071588333754s
Total Time     56.73035955429077s

        Command being timed: "python time.py"
        User time (seconds): 56.92
        System time (seconds): 68.17
        Percent of CPU this job got: 199%
        Elapsed (wall clock) time (h:mm:ss or m:ss): 1:02.64
        Average shared text size (kbytes): 0
        Average unshared data size (kbytes): 0
        Average stack size (kbytes): 0
        Average total size (kbytes): 0
        Maximum resident set size (kbytes): 3208784
        Average resident set size (kbytes): 0
        Major (requiring I/O) page faults: 1
        Minor (reclaiming a frame) page faults: 1340307
        Voluntary context switches: 65584
        Involuntary context switches: 400096
        Swaps: 0
        File system inputs: 0
        File system outputs: 2956048
        Socket messages sent: 0
        Socket messages received: 0
        Signals delivered: 0
        Page size (bytes): 4096
        Exit status: 0