Example: Conditional Parameter Grids

This example shows the usage of PyExperimenter with a conditional parameter grid. We will programmatically define the parameter combinations of a support vector machine, instead of generating the entire cartesian product from the parameters defined in the config file.

To execute this notebook you need to install:

pip install py_experimenter
pip install scikit-learn

Experiment Configuration File

This notebook shows an example execution of PyExperimenter based on an experiment configuration file. Further explanation about the usage of PyExperimenter can be found in the documentation. Here, we only define keyfields and resultfields and do not set the parameter values in the experiment configuration file as we will create the parameter grid programmatically.

[1]:
import os

content = """
PY_EXPERIMENTER:
  n_jobs: 1

  Database:
    provider: sqlite
    database: py_experimenter
    table:
      name: example_conditional_grid
      keyfields:
        dataset:
          type: VARCHAR(50)
        cross_validation_splits:
          type: int
        seed:
          type: int
        kernel:
          type: VARCHAR(50)
        gamma:
          type: VARCHAR(50)
        degree:
          type: VARCHAR(50)
        coef0:
          type: VARCHAR(50)
      result_timestamps: false
      resultfields:
        train_f1: DECIMAL
        train_accuracy: DECIMAL
        test_f1: DECIMAL
        test_accuracy: DECIMAL

  CUSTOM:
    path: sample_data
"""

# Create config directory if it does not exist
if not os.path.exists('config'):
    os.mkdir('config')

# Create config file
experiment_configuration_file_path = os.path.join('config', 'example_conditional_grid.yml')
with open(experiment_configuration_file_path, "w") as f:
  f.write(content)

Defining the execution function

Next, the execution of a single experiment has to be defined. Note that this is a dummy example, which contains limited reasonable code. It is meant to show the core functionality of the PyExperimenter.

The method is called with the parameters, i.e. keyfields, of a database entry. The results are meant to be processed to be written into the database, i.e. as resultfields.

[2]:
import random

import numpy as np
from sklearn.datasets import load_iris
from sklearn.model_selection import cross_validate
from sklearn.pipeline import make_pipeline
from sklearn.preprocessing import StandardScaler
from sklearn.svm import SVC

from py_experimenter.experimenter import PyExperimenter
from py_experimenter.result_processor import ResultProcessor

from time import sleep
from random import randint

def run_svm(parameters: dict, result_processor: ResultProcessor, custom_config: dict):
    sleep(randint(0,5))
    seed = parameters['seed']
    random.seed(seed)
    np.random.seed(seed)

    data = load_iris()

    X = data.data
    y = data.target

    # Create Support Vector Machine with parameters dependent on the kernel
    kernel = parameters['kernel']
    if kernel == 'linear':
        svc = SVC(kernel=parameters['kernel'])
    elif kernel == 'poly':
        svc = SVC(kernel=parameters['kernel'], gamma=parameters['gamma'], coef0=parameters['coef0'], degree=parameters['degree'])
    elif kernel == 'rbf':
        svc = SVC(kernel=parameters['kernel'], gamma=parameters['gamma'])

    svc = SVC()

    model = make_pipeline(StandardScaler(), svc)

    if parameters['dataset'] != 'iris':
        raise ValueError("Example error")

    scores = cross_validate(model, X, y,
        cv=parameters['cross_validation_splits'],
        scoring=('accuracy', 'f1_micro'),
        return_train_score=True
    )

    result_processor.process_results({
        'train_f1': np.mean(scores['train_f1_micro']),
        'train_accuracy': np.mean(scores['train_accuracy'])
    })

    result_processor.process_results({
        'test_f1': np.mean(scores['test_f1_micro']),
        'test_accuracy': np.mean(scores['test_accuracy'])})

Executing PyExperimenter

The actual execution of the PyExperimenter is done in multiple steps.

Initialize PyExperimenter

The PyExperimenter is initialized with the previously created configuration file. Additionally, PyExperimenter is given a name, i.e. job id, which is especially useful for parallel executions of multiple experiments on HPC.

[3]:
from py_experimenter.experimenter import PyExperimenter

experimenter = PyExperimenter(experiment_configuration_file_path=experiment_configuration_file_path, name="SVM_experimenter_01")
2024-03-11 08:04:22,464  | py-experimenter - WARNING  | No values given for keyfield dataset
2024-03-11 08:04:22,465  | py-experimenter - WARNING  | No values given for keyfield cross_validation_splits
2024-03-11 08:04:22,466  | py-experimenter - WARNING  | No values given for keyfield seed
2024-03-11 08:04:22,466  | py-experimenter - WARNING  | No values given for keyfield kernel
2024-03-11 08:04:22,467  | py-experimenter - WARNING  | No values given for keyfield gamma
2024-03-11 08:04:22,468  | py-experimenter - WARNING  | No values given for keyfield degree
2024-03-11 08:04:22,468  | py-experimenter - WARNING  | No values given for keyfield coef0
2024-03-11 08:04:22,469  | py-experimenter - INFO     | Found 7 keyfields
2024-03-11 08:04:22,470  | py-experimenter - INFO     | Found 4 resultfields
2024-03-11 08:04:22,470  | py-experimenter - WARNING  | No logtables given
2024-03-11 08:04:22,471  | py-experimenter - WARNING  | No custom section defined in config
2024-03-11 08:04:22,471  | py-experimenter - WARNING  | No codecarbon section defined in config
2024-03-11 08:04:22,473  | py-experimenter - INFO     | Initialized and connected to database

Fill Table

The table is filled programmatically using the fill_table_from_combination() method. We first generate the fixed parameter combinations for each kernel of the SVM in the first three lines. * For the rbf kernel, we need to set values for the gamma parameter. The degree and coef0 parameter are not present in this kernel, so we set these to 'nan'. * For the poly kernel, we need to set the gamma, the degree as well as the coef0 parameter. * For the linear kernel, we do not need to set any parameters, so all of them are set to 'nan'.

Afterwards, we combine these with the seed, the dataset and the cross_validation_splits parameters, which are present for all experiment runs. Thus, these are not set unconditionally.

Note that the table can easily be obtained as pandas.Dataframe via experimenter.get_table().

[4]:
# Create parameter configurations for each kernel
combinations = [{'kernel': 'rbf', 'gamma': gamma, 'degree':None, 'coef0':None} for gamma in ['0.1','0.3']]
combinations += [{'kernel': 'poly', 'gamma': gamma, 'degree': degree, 'coef0': coef0} for gamma in ['0.1','0.3'] for degree in ['3','4'] for coef0 in ['0.0', '0.1']]
combinations += [{'kernel': 'linear','gamma': None, 'degree':None, 'coef0':None}]

# Fill experimenter
experimenter.fill_table_from_combination(parameters={'seed': ['1', '2', '3', '4', '5'],
'dataset': ['iris'],
'cross_validation_splits': ['5'] },
fixed_parameter_combinations=combinations)

# showing database table
experimenter.get_table()
2024-03-11 08:04:22,555  | py-experimenter - INFO     | 55 rows successfully added to database. 0 rows were skipped.
[4]:
ID dataset cross_validation_splits seed kernel gamma degree coef0 creation_date status start_date name machine train_f1 train_accuracy test_f1 test_accuracy end_date error
0 1 iris 5 1 rbf 0.1 None None 2024-03-11 08:04:22 created None None None None None None None None None
1 2 iris 5 1 rbf 0.3 None None 2024-03-11 08:04:22 created None None None None None None None None None
2 3 iris 5 1 poly 0.1 3 0.0 2024-03-11 08:04:22 created None None None None None None None None None
3 4 iris 5 1 poly 0.1 3 0.1 2024-03-11 08:04:22 created None None None None None None None None None
4 5 iris 5 1 poly 0.1 4 0.0 2024-03-11 08:04:22 created None None None None None None None None None
5 6 iris 5 1 poly 0.1 4 0.1 2024-03-11 08:04:22 created None None None None None None None None None
6 7 iris 5 1 poly 0.3 3 0.0 2024-03-11 08:04:22 created None None None None None None None None None
7 8 iris 5 1 poly 0.3 3 0.1 2024-03-11 08:04:22 created None None None None None None None None None
8 9 iris 5 1 poly 0.3 4 0.0 2024-03-11 08:04:22 created None None None None None None None None None
9 10 iris 5 1 poly 0.3 4 0.1 2024-03-11 08:04:22 created None None None None None None None None None
10 11 iris 5 1 linear None None None 2024-03-11 08:04:22 created None None None None None None None None None
11 12 iris 5 2 rbf 0.1 None None 2024-03-11 08:04:22 created None None None None None None None None None
12 13 iris 5 2 rbf 0.3 None None 2024-03-11 08:04:22 created None None None None None None None None None
13 14 iris 5 2 poly 0.1 3 0.0 2024-03-11 08:04:22 created None None None None None None None None None
14 15 iris 5 2 poly 0.1 3 0.1 2024-03-11 08:04:22 created None None None None None None None None None
15 16 iris 5 2 poly 0.1 4 0.0 2024-03-11 08:04:22 created None None None None None None None None None
16 17 iris 5 2 poly 0.1 4 0.1 2024-03-11 08:04:22 created None None None None None None None None None
17 18 iris 5 2 poly 0.3 3 0.0 2024-03-11 08:04:22 created None None None None None None None None None
18 19 iris 5 2 poly 0.3 3 0.1 2024-03-11 08:04:22 created None None None None None None None None None
19 20 iris 5 2 poly 0.3 4 0.0 2024-03-11 08:04:22 created None None None None None None None None None
20 21 iris 5 2 poly 0.3 4 0.1 2024-03-11 08:04:22 created None None None None None None None None None
21 22 iris 5 2 linear None None None 2024-03-11 08:04:22 created None None None None None None None None None
22 23 iris 5 3 rbf 0.1 None None 2024-03-11 08:04:22 created None None None None None None None None None
23 24 iris 5 3 rbf 0.3 None None 2024-03-11 08:04:22 created None None None None None None None None None
24 25 iris 5 3 poly 0.1 3 0.0 2024-03-11 08:04:22 created None None None None None None None None None
25 26 iris 5 3 poly 0.1 3 0.1 2024-03-11 08:04:22 created None None None None None None None None None
26 27 iris 5 3 poly 0.1 4 0.0 2024-03-11 08:04:22 created None None None None None None None None None
27 28 iris 5 3 poly 0.1 4 0.1 2024-03-11 08:04:22 created None None None None None None None None None
28 29 iris 5 3 poly 0.3 3 0.0 2024-03-11 08:04:22 created None None None None None None None None None
29 30 iris 5 3 poly 0.3 3 0.1 2024-03-11 08:04:22 created None None None None None None None None None
30 31 iris 5 3 poly 0.3 4 0.0 2024-03-11 08:04:22 created None None None None None None None None None
31 32 iris 5 3 poly 0.3 4 0.1 2024-03-11 08:04:22 created None None None None None None None None None
32 33 iris 5 3 linear None None None 2024-03-11 08:04:22 created None None None None None None None None None
33 34 iris 5 4 rbf 0.1 None None 2024-03-11 08:04:22 created None None None None None None None None None
34 35 iris 5 4 rbf 0.3 None None 2024-03-11 08:04:22 created None None None None None None None None None
35 36 iris 5 4 poly 0.1 3 0.0 2024-03-11 08:04:22 created None None None None None None None None None
36 37 iris 5 4 poly 0.1 3 0.1 2024-03-11 08:04:22 created None None None None None None None None None
37 38 iris 5 4 poly 0.1 4 0.0 2024-03-11 08:04:22 created None None None None None None None None None
38 39 iris 5 4 poly 0.1 4 0.1 2024-03-11 08:04:22 created None None None None None None None None None
39 40 iris 5 4 poly 0.3 3 0.0 2024-03-11 08:04:22 created None None None None None None None None None
40 41 iris 5 4 poly 0.3 3 0.1 2024-03-11 08:04:22 created None None None None None None None None None
41 42 iris 5 4 poly 0.3 4 0.0 2024-03-11 08:04:22 created None None None None None None None None None
42 43 iris 5 4 poly 0.3 4 0.1 2024-03-11 08:04:22 created None None None None None None None None None
43 44 iris 5 4 linear None None None 2024-03-11 08:04:22 created None None None None None None None None None
44 45 iris 5 5 rbf 0.1 None None 2024-03-11 08:04:22 created None None None None None None None None None
45 46 iris 5 5 rbf 0.3 None None 2024-03-11 08:04:22 created None None None None None None None None None
46 47 iris 5 5 poly 0.1 3 0.0 2024-03-11 08:04:22 created None None None None None None None None None
47 48 iris 5 5 poly 0.1 3 0.1 2024-03-11 08:04:22 created None None None None None None None None None
48 49 iris 5 5 poly 0.1 4 0.0 2024-03-11 08:04:22 created None None None None None None None None None
49 50 iris 5 5 poly 0.1 4 0.1 2024-03-11 08:04:22 created None None None None None None None None None
50 51 iris 5 5 poly 0.3 3 0.0 2024-03-11 08:04:22 created None None None None None None None None None
51 52 iris 5 5 poly 0.3 3 0.1 2024-03-11 08:04:22 created None None None None None None None None None
52 53 iris 5 5 poly 0.3 4 0.0 2024-03-11 08:04:22 created None None None None None None None None None
53 54 iris 5 5 poly 0.3 4 0.1 2024-03-11 08:04:22 created None None None None None None None None None
54 55 iris 5 5 linear None None None 2024-03-11 08:04:22 created None None None None None None None None None

Execute PyExperimenter

All experiments are executed one after the other by the same PyExperimenter due to max_experiments=-1. If just a single one or a predifined number of experiments should be executed, the -1 has to be replaced by the according amount. The first parameter, i.e. run_svm, relates to the actual method that should be executed with the given keyfields of the table.

[5]:
experimenter.execute(run_svm, max_experiments=-1)

# showing database table
experimenter.get_table()
[codecarbon INFO @ 08:04:22] [setup] RAM Tracking...
[codecarbon INFO @ 08:04:22] [setup] GPU Tracking...
[codecarbon INFO @ 08:04:22] No GPU found.
[codecarbon INFO @ 08:04:22] [setup] CPU Tracking...
[codecarbon WARNING @ 08:04:22] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:04:23] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
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[codecarbon INFO @ 08:04:27] [setup] RAM Tracking...
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[codecarbon INFO @ 08:04:27] [setup] CPU Tracking...
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[codecarbon WARNING @ 08:04:28] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
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[codecarbon INFO @ 08:04:32] [setup] RAM Tracking...
[codecarbon INFO @ 08:04:32] [setup] GPU Tracking...
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[codecarbon INFO @ 08:04:32] [setup] CPU Tracking...
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[codecarbon WARNING @ 08:04:33] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
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[codecarbon WARNING @ 08:04:39] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
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[codecarbon INFO @ 08:04:43] [setup] CPU Tracking...
[codecarbon WARNING @ 08:04:43] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:04:44] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
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[codecarbon WARNING @ 08:04:48] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:04:49] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
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[codecarbon INFO @ 08:04:54] [setup] GPU Tracking...
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[codecarbon INFO @ 08:04:54] [setup] CPU Tracking...
[codecarbon WARNING @ 08:04:54] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:04:55] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:04:55] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:04:59] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:04:59] [setup] RAM Tracking...
[codecarbon INFO @ 08:04:59] [setup] GPU Tracking...
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[codecarbon INFO @ 08:04:59] [setup] CPU Tracking...
[codecarbon WARNING @ 08:04:59] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:05:00] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:05:00] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:00] >>> Tracker's metadata:
[codecarbon INFO @ 08:05:00]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:05:00]   Python version: 3.9.0
[codecarbon INFO @ 08:05:00]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:05:00]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:05:00]   CPU count: 16
[codecarbon INFO @ 08:05:00]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:00]   GPU count: None
[codecarbon INFO @ 08:05:00]   GPU model: None
[codecarbon INFO @ 08:05:04] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:05:04] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:05:04] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:05:04] [setup] RAM Tracking...
[codecarbon INFO @ 08:05:04] [setup] GPU Tracking...
[codecarbon INFO @ 08:05:04] No GPU found.
[codecarbon INFO @ 08:05:04] [setup] CPU Tracking...
[codecarbon WARNING @ 08:05:04] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:05:06] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:05:06] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:06] >>> Tracker's metadata:
[codecarbon INFO @ 08:05:06]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:05:06]   Python version: 3.9.0
[codecarbon INFO @ 08:05:06]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:05:06]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:05:06]   CPU count: 16
[codecarbon INFO @ 08:05:06]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:06]   GPU count: None
[codecarbon INFO @ 08:05:06]   GPU model: None
[codecarbon INFO @ 08:05:10] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:05:10] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:05:10] 0.000015 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:05:10] [setup] RAM Tracking...
[codecarbon INFO @ 08:05:10] [setup] GPU Tracking...
[codecarbon INFO @ 08:05:10] No GPU found.
[codecarbon INFO @ 08:05:10] [setup] CPU Tracking...
[codecarbon WARNING @ 08:05:10] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:05:11] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:05:11] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:11] >>> Tracker's metadata:
[codecarbon INFO @ 08:05:11]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:05:11]   Python version: 3.9.0
[codecarbon INFO @ 08:05:11]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:05:11]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:05:11]   CPU count: 16
[codecarbon INFO @ 08:05:11]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:11]   GPU count: None
[codecarbon INFO @ 08:05:11]   GPU model: None
[codecarbon INFO @ 08:05:15] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:05:15] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:05:15] 0.000015 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:05:15] [setup] RAM Tracking...
[codecarbon INFO @ 08:05:15] [setup] GPU Tracking...
[codecarbon INFO @ 08:05:15] No GPU found.
[codecarbon INFO @ 08:05:15] [setup] CPU Tracking...
[codecarbon WARNING @ 08:05:15] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:05:17] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:05:17] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:17] >>> Tracker's metadata:
[codecarbon INFO @ 08:05:17]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:05:17]   Python version: 3.9.0
[codecarbon INFO @ 08:05:17]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:05:17]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:05:17]   CPU count: 16
[codecarbon INFO @ 08:05:17]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:17]   GPU count: None
[codecarbon INFO @ 08:05:17]   GPU model: None
[codecarbon INFO @ 08:05:21] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:05:21] Energy consumed for all CPUs : 0.000012 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:05:21] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:05:21] [setup] RAM Tracking...
[codecarbon INFO @ 08:05:21] [setup] GPU Tracking...
[codecarbon INFO @ 08:05:21] No GPU found.
[codecarbon INFO @ 08:05:21] [setup] CPU Tracking...
[codecarbon WARNING @ 08:05:21] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:05:22] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:05:22] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:22] >>> Tracker's metadata:
[codecarbon INFO @ 08:05:22]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:05:22]   Python version: 3.9.0
[codecarbon INFO @ 08:05:22]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:05:22]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:05:22]   CPU count: 16
[codecarbon INFO @ 08:05:22]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:22]   GPU count: None
[codecarbon INFO @ 08:05:22]   GPU model: None
[codecarbon INFO @ 08:05:26] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:05:26] Energy consumed for all CPUs : 0.000012 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:05:26] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:05:26] [setup] RAM Tracking...
[codecarbon INFO @ 08:05:26] [setup] GPU Tracking...
[codecarbon INFO @ 08:05:26] No GPU found.
[codecarbon INFO @ 08:05:26] [setup] CPU Tracking...
[codecarbon WARNING @ 08:05:26] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:05:27] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:05:27] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:27] >>> Tracker's metadata:
[codecarbon INFO @ 08:05:27]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:05:27]   Python version: 3.9.0
[codecarbon INFO @ 08:05:27]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:05:27]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:05:27]   CPU count: 16
[codecarbon INFO @ 08:05:27]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:27]   GPU count: None
[codecarbon INFO @ 08:05:27]   GPU model: None
[codecarbon INFO @ 08:05:31] Energy consumed for RAM : 0.000000 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:05:31] Energy consumed for all CPUs : 0.000001 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:05:31] 0.000001 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:05:31] [setup] RAM Tracking...
[codecarbon INFO @ 08:05:31] [setup] GPU Tracking...
[codecarbon INFO @ 08:05:31] No GPU found.
[codecarbon INFO @ 08:05:31] [setup] CPU Tracking...
[codecarbon WARNING @ 08:05:31] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:05:32] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:05:32] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:32] >>> Tracker's metadata:
[codecarbon INFO @ 08:05:32]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:05:32]   Python version: 3.9.0
[codecarbon INFO @ 08:05:32]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:05:32]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:05:32]   CPU count: 16
[codecarbon INFO @ 08:05:32]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:32]   GPU count: None
[codecarbon INFO @ 08:05:32]   GPU model: None
[codecarbon INFO @ 08:05:35] Energy consumed for RAM : 0.000000 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:05:35] Energy consumed for all CPUs : 0.000001 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:05:35] 0.000001 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:05:35] [setup] RAM Tracking...
[codecarbon INFO @ 08:05:35] [setup] GPU Tracking...
[codecarbon INFO @ 08:05:35] No GPU found.
[codecarbon INFO @ 08:05:35] [setup] CPU Tracking...
[codecarbon WARNING @ 08:05:35] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:05:36] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:05:36] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:36] >>> Tracker's metadata:
[codecarbon INFO @ 08:05:36]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:05:36]   Python version: 3.9.0
[codecarbon INFO @ 08:05:36]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:05:36]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:05:36]   CPU count: 16
[codecarbon INFO @ 08:05:36]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:36]   GPU count: None
[codecarbon INFO @ 08:05:36]   GPU model: None
[codecarbon INFO @ 08:05:39] Energy consumed for RAM : 0.000000 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:05:39] Energy consumed for all CPUs : 0.000001 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:05:39] 0.000001 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:05:39] [setup] RAM Tracking...
[codecarbon INFO @ 08:05:39] [setup] GPU Tracking...
[codecarbon INFO @ 08:05:39] No GPU found.
[codecarbon INFO @ 08:05:39] [setup] CPU Tracking...
[codecarbon WARNING @ 08:05:39] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:05:41] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:05:41] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:41] >>> Tracker's metadata:
[codecarbon INFO @ 08:05:41]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:05:41]   Python version: 3.9.0
[codecarbon INFO @ 08:05:41]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:05:41]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:05:41]   CPU count: 16
[codecarbon INFO @ 08:05:41]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:41]   GPU count: None
[codecarbon INFO @ 08:05:41]   GPU model: None
[codecarbon INFO @ 08:05:44] Energy consumed for RAM : 0.000000 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:05:44] Energy consumed for all CPUs : 0.000001 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:05:44] 0.000001 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:05:44] [setup] RAM Tracking...
[codecarbon INFO @ 08:05:44] [setup] GPU Tracking...
[codecarbon INFO @ 08:05:44] No GPU found.
[codecarbon INFO @ 08:05:44] [setup] CPU Tracking...
[codecarbon WARNING @ 08:05:44] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:05:45] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:05:45] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:45] >>> Tracker's metadata:
[codecarbon INFO @ 08:05:45]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:05:45]   Python version: 3.9.0
[codecarbon INFO @ 08:05:45]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:05:45]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:05:45]   CPU count: 16
[codecarbon INFO @ 08:05:45]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:45]   GPU count: None
[codecarbon INFO @ 08:05:45]   GPU model: None
[codecarbon INFO @ 08:05:48] Energy consumed for RAM : 0.000000 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:05:48] Energy consumed for all CPUs : 0.000001 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:05:48] 0.000001 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:05:48] [setup] RAM Tracking...
[codecarbon INFO @ 08:05:48] [setup] GPU Tracking...
[codecarbon INFO @ 08:05:48] No GPU found.
[codecarbon INFO @ 08:05:48] [setup] CPU Tracking...
[codecarbon WARNING @ 08:05:48] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:05:49] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:05:49] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:49] >>> Tracker's metadata:
[codecarbon INFO @ 08:05:49]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:05:49]   Python version: 3.9.0
[codecarbon INFO @ 08:05:49]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:05:49]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:05:49]   CPU count: 16
[codecarbon INFO @ 08:05:49]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:49]   GPU count: None
[codecarbon INFO @ 08:05:49]   GPU model: None
[codecarbon INFO @ 08:05:53] Energy consumed for RAM : 0.000000 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:05:53] Energy consumed for all CPUs : 0.000001 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:05:53] 0.000001 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:05:53] [setup] RAM Tracking...
[codecarbon INFO @ 08:05:53] [setup] GPU Tracking...
[codecarbon INFO @ 08:05:53] No GPU found.
[codecarbon INFO @ 08:05:53] [setup] CPU Tracking...
[codecarbon WARNING @ 08:05:53] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:05:54] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:05:54] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:54] >>> Tracker's metadata:
[codecarbon INFO @ 08:05:54]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:05:54]   Python version: 3.9.0
[codecarbon INFO @ 08:05:54]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:05:54]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:05:54]   CPU count: 16
[codecarbon INFO @ 08:05:54]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:54]   GPU count: None
[codecarbon INFO @ 08:05:54]   GPU model: None
[codecarbon INFO @ 08:05:57] Energy consumed for RAM : 0.000000 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:05:57] Energy consumed for all CPUs : 0.000001 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:05:57] 0.000001 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:05:57] [setup] RAM Tracking...
[codecarbon INFO @ 08:05:57] [setup] GPU Tracking...
[codecarbon INFO @ 08:05:57] No GPU found.
[codecarbon INFO @ 08:05:57] [setup] CPU Tracking...
[codecarbon WARNING @ 08:05:57] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:05:58] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:05:58] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:58] >>> Tracker's metadata:
[codecarbon INFO @ 08:05:58]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:05:58]   Python version: 3.9.0
[codecarbon INFO @ 08:05:58]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:05:58]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:05:58]   CPU count: 16
[codecarbon INFO @ 08:05:58]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:05:58]   GPU count: None
[codecarbon INFO @ 08:05:58]   GPU model: None
[codecarbon INFO @ 08:06:01] Energy consumed for RAM : 0.000000 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:06:01] Energy consumed for all CPUs : 0.000001 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:06:01] 0.000001 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:06:01] [setup] RAM Tracking...
[codecarbon INFO @ 08:06:01] [setup] GPU Tracking...
[codecarbon INFO @ 08:06:01] No GPU found.
[codecarbon INFO @ 08:06:01] [setup] CPU Tracking...
[codecarbon WARNING @ 08:06:01] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:06:03] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:06:03] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:03] >>> Tracker's metadata:
[codecarbon INFO @ 08:06:03]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:06:03]   Python version: 3.9.0
[codecarbon INFO @ 08:06:03]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:06:03]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:06:03]   CPU count: 16
[codecarbon INFO @ 08:06:03]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:03]   GPU count: None
[codecarbon INFO @ 08:06:03]   GPU model: None
[codecarbon INFO @ 08:06:06] Energy consumed for RAM : 0.000000 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:06:06] Energy consumed for all CPUs : 0.000001 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:06:06] 0.000001 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:06:06] [setup] RAM Tracking...
[codecarbon INFO @ 08:06:06] [setup] GPU Tracking...
[codecarbon INFO @ 08:06:06] No GPU found.
[codecarbon INFO @ 08:06:06] [setup] CPU Tracking...
[codecarbon WARNING @ 08:06:06] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:06:07] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:06:07] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:07] >>> Tracker's metadata:
[codecarbon INFO @ 08:06:07]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:06:07]   Python version: 3.9.0
[codecarbon INFO @ 08:06:07]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:06:07]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:06:07]   CPU count: 16
[codecarbon INFO @ 08:06:07]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:07]   GPU count: None
[codecarbon INFO @ 08:06:07]   GPU model: None
[codecarbon INFO @ 08:06:10] Energy consumed for RAM : 0.000000 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:06:10] Energy consumed for all CPUs : 0.000001 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:06:10] 0.000001 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:06:10] [setup] RAM Tracking...
[codecarbon INFO @ 08:06:10] [setup] GPU Tracking...
[codecarbon INFO @ 08:06:10] No GPU found.
[codecarbon INFO @ 08:06:10] [setup] CPU Tracking...
[codecarbon WARNING @ 08:06:10] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:06:11] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:06:11] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:11] >>> Tracker's metadata:
[codecarbon INFO @ 08:06:11]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:06:11]   Python version: 3.9.0
[codecarbon INFO @ 08:06:11]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:06:11]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:06:11]   CPU count: 16
[codecarbon INFO @ 08:06:11]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:11]   GPU count: None
[codecarbon INFO @ 08:06:11]   GPU model: None
[codecarbon INFO @ 08:06:14] Energy consumed for RAM : 0.000000 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:06:14] Energy consumed for all CPUs : 0.000001 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:06:14] 0.000001 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:06:15] [setup] RAM Tracking...
[codecarbon INFO @ 08:06:15] [setup] GPU Tracking...
[codecarbon INFO @ 08:06:15] No GPU found.
[codecarbon INFO @ 08:06:15] [setup] CPU Tracking...
[codecarbon WARNING @ 08:06:15] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:06:16] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:06:16] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:16] >>> Tracker's metadata:
[codecarbon INFO @ 08:06:16]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:06:16]   Python version: 3.9.0
[codecarbon INFO @ 08:06:16]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:06:16]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:06:16]   CPU count: 16
[codecarbon INFO @ 08:06:16]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:16]   GPU count: None
[codecarbon INFO @ 08:06:16]   GPU model: None
[codecarbon INFO @ 08:06:20] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:06:20] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:06:20] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:06:20] [setup] RAM Tracking...
[codecarbon INFO @ 08:06:20] [setup] GPU Tracking...
[codecarbon INFO @ 08:06:20] No GPU found.
[codecarbon INFO @ 08:06:20] [setup] CPU Tracking...
[codecarbon WARNING @ 08:06:20] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:06:21] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:06:21] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:21] >>> Tracker's metadata:
[codecarbon INFO @ 08:06:21]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:06:21]   Python version: 3.9.0
[codecarbon INFO @ 08:06:21]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:06:21]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:06:21]   CPU count: 16
[codecarbon INFO @ 08:06:21]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:21]   GPU count: None
[codecarbon INFO @ 08:06:21]   GPU model: None
[codecarbon INFO @ 08:06:25] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:06:25] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:06:25] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:06:25] [setup] RAM Tracking...
[codecarbon INFO @ 08:06:25] [setup] GPU Tracking...
[codecarbon INFO @ 08:06:25] No GPU found.
[codecarbon INFO @ 08:06:25] [setup] CPU Tracking...
[codecarbon WARNING @ 08:06:25] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:06:26] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:06:26] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:26] >>> Tracker's metadata:
[codecarbon INFO @ 08:06:26]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:06:26]   Python version: 3.9.0
[codecarbon INFO @ 08:06:26]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:06:26]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:06:26]   CPU count: 16
[codecarbon INFO @ 08:06:26]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:26]   GPU count: None
[codecarbon INFO @ 08:06:26]   GPU model: None
[codecarbon INFO @ 08:06:31] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:06:31] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:06:31] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:06:31] [setup] RAM Tracking...
[codecarbon INFO @ 08:06:31] [setup] GPU Tracking...
[codecarbon INFO @ 08:06:31] No GPU found.
[codecarbon INFO @ 08:06:31] [setup] CPU Tracking...
[codecarbon WARNING @ 08:06:31] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:06:32] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:06:32] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:32] >>> Tracker's metadata:
[codecarbon INFO @ 08:06:32]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:06:32]   Python version: 3.9.0
[codecarbon INFO @ 08:06:32]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:06:32]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:06:32]   CPU count: 16
[codecarbon INFO @ 08:06:32]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:32]   GPU count: None
[codecarbon INFO @ 08:06:32]   GPU model: None
[codecarbon INFO @ 08:06:36] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:06:36] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:06:36] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:06:36] [setup] RAM Tracking...
[codecarbon INFO @ 08:06:36] [setup] GPU Tracking...
[codecarbon INFO @ 08:06:36] No GPU found.
[codecarbon INFO @ 08:06:36] [setup] CPU Tracking...
[codecarbon WARNING @ 08:06:36] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:06:37] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:06:37] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:37] >>> Tracker's metadata:
[codecarbon INFO @ 08:06:37]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:06:37]   Python version: 3.9.0
[codecarbon INFO @ 08:06:37]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:06:37]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:06:37]   CPU count: 16
[codecarbon INFO @ 08:06:37]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:37]   GPU count: None
[codecarbon INFO @ 08:06:37]   GPU model: None
[codecarbon INFO @ 08:06:41] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:06:41] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:06:41] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:06:41] [setup] RAM Tracking...
[codecarbon INFO @ 08:06:41] [setup] GPU Tracking...
[codecarbon INFO @ 08:06:41] No GPU found.
[codecarbon INFO @ 08:06:41] [setup] CPU Tracking...
[codecarbon WARNING @ 08:06:41] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:06:43] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:06:43] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:43] >>> Tracker's metadata:
[codecarbon INFO @ 08:06:43]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:06:43]   Python version: 3.9.0
[codecarbon INFO @ 08:06:43]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:06:43]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:06:43]   CPU count: 16
[codecarbon INFO @ 08:06:43]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:43]   GPU count: None
[codecarbon INFO @ 08:06:43]   GPU model: None
[codecarbon INFO @ 08:06:47] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:06:47] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:06:47] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:06:47] [setup] RAM Tracking...
[codecarbon INFO @ 08:06:47] [setup] GPU Tracking...
[codecarbon INFO @ 08:06:47] No GPU found.
[codecarbon INFO @ 08:06:47] [setup] CPU Tracking...
[codecarbon WARNING @ 08:06:47] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:06:48] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:06:48] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:48] >>> Tracker's metadata:
[codecarbon INFO @ 08:06:48]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:06:48]   Python version: 3.9.0
[codecarbon INFO @ 08:06:48]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:06:48]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:06:48]   CPU count: 16
[codecarbon INFO @ 08:06:48]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:48]   GPU count: None
[codecarbon INFO @ 08:06:48]   GPU model: None
[codecarbon INFO @ 08:06:52] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:06:52] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:06:52] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:06:52] [setup] RAM Tracking...
[codecarbon INFO @ 08:06:52] [setup] GPU Tracking...
[codecarbon INFO @ 08:06:52] No GPU found.
[codecarbon INFO @ 08:06:52] [setup] CPU Tracking...
[codecarbon WARNING @ 08:06:52] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:06:53] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:06:53] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:53] >>> Tracker's metadata:
[codecarbon INFO @ 08:06:53]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:06:53]   Python version: 3.9.0
[codecarbon INFO @ 08:06:53]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:06:53]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:06:53]   CPU count: 16
[codecarbon INFO @ 08:06:53]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:53]   GPU count: None
[codecarbon INFO @ 08:06:53]   GPU model: None
[codecarbon INFO @ 08:06:57] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:06:57] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:06:57] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:06:58] [setup] RAM Tracking...
[codecarbon INFO @ 08:06:58] [setup] GPU Tracking...
[codecarbon INFO @ 08:06:58] No GPU found.
[codecarbon INFO @ 08:06:58] [setup] CPU Tracking...
[codecarbon WARNING @ 08:06:58] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:06:59] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:06:59] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:59] >>> Tracker's metadata:
[codecarbon INFO @ 08:06:59]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:06:59]   Python version: 3.9.0
[codecarbon INFO @ 08:06:59]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:06:59]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:06:59]   CPU count: 16
[codecarbon INFO @ 08:06:59]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:06:59]   GPU count: None
[codecarbon INFO @ 08:06:59]   GPU model: None
[codecarbon INFO @ 08:07:03] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:07:03] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:07:03] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:07:03] [setup] RAM Tracking...
[codecarbon INFO @ 08:07:03] [setup] GPU Tracking...
[codecarbon INFO @ 08:07:03] No GPU found.
[codecarbon INFO @ 08:07:03] [setup] CPU Tracking...
[codecarbon WARNING @ 08:07:03] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:07:04] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:07:04] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:04] >>> Tracker's metadata:
[codecarbon INFO @ 08:07:04]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:07:04]   Python version: 3.9.0
[codecarbon INFO @ 08:07:04]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:07:04]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:07:04]   CPU count: 16
[codecarbon INFO @ 08:07:04]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:04]   GPU count: None
[codecarbon INFO @ 08:07:04]   GPU model: None
[codecarbon INFO @ 08:07:08] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:07:08] Energy consumed for all CPUs : 0.000012 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:07:08] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:07:08] [setup] RAM Tracking...
[codecarbon INFO @ 08:07:08] [setup] GPU Tracking...
[codecarbon INFO @ 08:07:08] No GPU found.
[codecarbon INFO @ 08:07:08] [setup] CPU Tracking...
[codecarbon WARNING @ 08:07:08] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:07:10] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:07:10] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:10] >>> Tracker's metadata:
[codecarbon INFO @ 08:07:10]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:07:10]   Python version: 3.9.0
[codecarbon INFO @ 08:07:10]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:07:10]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:07:10]   CPU count: 16
[codecarbon INFO @ 08:07:10]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:10]   GPU count: None
[codecarbon INFO @ 08:07:10]   GPU model: None
[codecarbon INFO @ 08:07:14] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:07:14] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:07:14] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:07:14] [setup] RAM Tracking...
[codecarbon INFO @ 08:07:14] [setup] GPU Tracking...
[codecarbon INFO @ 08:07:14] No GPU found.
[codecarbon INFO @ 08:07:14] [setup] CPU Tracking...
[codecarbon WARNING @ 08:07:14] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:07:15] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:07:15] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:15] >>> Tracker's metadata:
[codecarbon INFO @ 08:07:15]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:07:15]   Python version: 3.9.0
[codecarbon INFO @ 08:07:15]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:07:15]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:07:15]   CPU count: 16
[codecarbon INFO @ 08:07:15]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:15]   GPU count: None
[codecarbon INFO @ 08:07:15]   GPU model: None
[codecarbon INFO @ 08:07:19] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:07:19] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:07:19] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:07:19] [setup] RAM Tracking...
[codecarbon INFO @ 08:07:19] [setup] GPU Tracking...
[codecarbon INFO @ 08:07:19] No GPU found.
[codecarbon INFO @ 08:07:19] [setup] CPU Tracking...
[codecarbon WARNING @ 08:07:19] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:07:20] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:07:20] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:20] >>> Tracker's metadata:
[codecarbon INFO @ 08:07:20]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:07:20]   Python version: 3.9.0
[codecarbon INFO @ 08:07:20]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:07:20]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:07:20]   CPU count: 16
[codecarbon INFO @ 08:07:20]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:20]   GPU count: None
[codecarbon INFO @ 08:07:20]   GPU model: None
[codecarbon INFO @ 08:07:24] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:07:24] Energy consumed for all CPUs : 0.000012 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:07:24] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:07:25] [setup] RAM Tracking...
[codecarbon INFO @ 08:07:25] [setup] GPU Tracking...
[codecarbon INFO @ 08:07:25] No GPU found.
[codecarbon INFO @ 08:07:25] [setup] CPU Tracking...
[codecarbon WARNING @ 08:07:25] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:07:26] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:07:26] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:26] >>> Tracker's metadata:
[codecarbon INFO @ 08:07:26]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:07:26]   Python version: 3.9.0
[codecarbon INFO @ 08:07:26]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:07:26]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:07:26]   CPU count: 16
[codecarbon INFO @ 08:07:26]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:26]   GPU count: None
[codecarbon INFO @ 08:07:26]   GPU model: None
[codecarbon INFO @ 08:07:30] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:07:30] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:07:30] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:07:30] [setup] RAM Tracking...
[codecarbon INFO @ 08:07:30] [setup] GPU Tracking...
[codecarbon INFO @ 08:07:30] No GPU found.
[codecarbon INFO @ 08:07:30] [setup] CPU Tracking...
[codecarbon WARNING @ 08:07:30] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:07:31] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:07:31] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:31] >>> Tracker's metadata:
[codecarbon INFO @ 08:07:31]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:07:31]   Python version: 3.9.0
[codecarbon INFO @ 08:07:31]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:07:31]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:07:31]   CPU count: 16
[codecarbon INFO @ 08:07:31]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:31]   GPU count: None
[codecarbon INFO @ 08:07:31]   GPU model: None
[codecarbon INFO @ 08:07:35] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:07:35] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:07:35] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:07:35] [setup] RAM Tracking...
[codecarbon INFO @ 08:07:35] [setup] GPU Tracking...
[codecarbon INFO @ 08:07:35] No GPU found.
[codecarbon INFO @ 08:07:35] [setup] CPU Tracking...
[codecarbon WARNING @ 08:07:35] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:07:36] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:07:36] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:36] >>> Tracker's metadata:
[codecarbon INFO @ 08:07:36]   Platform system: Linux-5.15.146.1-microsoft-standard-WSL2-x86_64-with-glibc2.35
[codecarbon INFO @ 08:07:36]   Python version: 3.9.0
[codecarbon INFO @ 08:07:36]   CodeCarbon version: 2.3.4
[codecarbon INFO @ 08:07:36]   Available RAM : 15.475 GB
[codecarbon INFO @ 08:07:36]   CPU count: 16
[codecarbon INFO @ 08:07:36]   CPU model: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:36]   GPU count: None
[codecarbon INFO @ 08:07:36]   GPU model: None
[codecarbon INFO @ 08:07:41] Energy consumed for RAM : 0.000002 kWh. RAM Power : 5.803128719329834 W
[codecarbon INFO @ 08:07:41] Energy consumed for all CPUs : 0.000013 kWh. Total CPU Power : 42.5 W
[codecarbon INFO @ 08:07:41] 0.000014 kWh of electricity used since the beginning.
[codecarbon INFO @ 08:07:41] [setup] RAM Tracking...
[codecarbon INFO @ 08:07:41] [setup] GPU Tracking...
[codecarbon INFO @ 08:07:41] No GPU found.
[codecarbon INFO @ 08:07:41] [setup] CPU Tracking...
[codecarbon WARNING @ 08:07:41] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:07:42] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:07:42] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
[codecarbon INFO @ 08:07:42] >>> Tracker's metadata:
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[codecarbon INFO @ 08:07:46] [setup] RAM Tracking...
[codecarbon INFO @ 08:07:46] [setup] GPU Tracking...
[codecarbon INFO @ 08:07:46] No GPU found.
[codecarbon INFO @ 08:07:46] [setup] CPU Tracking...
[codecarbon WARNING @ 08:07:46] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:07:47] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:07:47] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:07:51] [setup] RAM Tracking...
[codecarbon INFO @ 08:07:51] [setup] GPU Tracking...
[codecarbon INFO @ 08:07:51] No GPU found.
[codecarbon INFO @ 08:07:51] [setup] CPU Tracking...
[codecarbon WARNING @ 08:07:51] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:07:53] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:07:53] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:07:57] [setup] RAM Tracking...
[codecarbon INFO @ 08:07:57] [setup] GPU Tracking...
[codecarbon INFO @ 08:07:57] No GPU found.
[codecarbon INFO @ 08:07:57] [setup] CPU Tracking...
[codecarbon WARNING @ 08:07:57] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:07:58] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:07:58] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:08:02] [setup] GPU Tracking...
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[codecarbon INFO @ 08:08:02] [setup] CPU Tracking...
[codecarbon WARNING @ 08:08:02] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:08:03] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:08:03] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:08:08] [setup] GPU Tracking...
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[codecarbon INFO @ 08:08:08] [setup] CPU Tracking...
[codecarbon WARNING @ 08:08:08] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:08:09] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:08:09] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:08:13] [setup] GPU Tracking...
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[codecarbon INFO @ 08:08:13] [setup] CPU Tracking...
[codecarbon WARNING @ 08:08:13] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:08:14] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:08:14] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:08:21] [setup] GPU Tracking...
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[codecarbon INFO @ 08:08:21] [setup] CPU Tracking...
[codecarbon WARNING @ 08:08:21] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:08:23] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:08:23] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:08:30] [setup] GPU Tracking...
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[codecarbon INFO @ 08:08:30] [setup] CPU Tracking...
[codecarbon WARNING @ 08:08:30] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:08:31] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:08:31] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:08:38] [setup] GPU Tracking...
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[codecarbon INFO @ 08:08:38] [setup] CPU Tracking...
[codecarbon WARNING @ 08:08:38] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:08:39] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:08:39] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:08:47] [setup] GPU Tracking...
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[codecarbon INFO @ 08:08:47] [setup] CPU Tracking...
[codecarbon WARNING @ 08:08:47] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:08:48] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:08:48] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:08:55] [setup] RAM Tracking...
[codecarbon INFO @ 08:08:55] [setup] GPU Tracking...
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[codecarbon INFO @ 08:08:55] [setup] CPU Tracking...
[codecarbon WARNING @ 08:08:55] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:08:56] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:08:56] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:09:03] [setup] RAM Tracking...
[codecarbon INFO @ 08:09:03] [setup] GPU Tracking...
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[codecarbon INFO @ 08:09:03] [setup] CPU Tracking...
[codecarbon WARNING @ 08:09:03] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:09:05] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:09:05] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:09:12] [setup] RAM Tracking...
[codecarbon INFO @ 08:09:12] [setup] GPU Tracking...
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[codecarbon INFO @ 08:09:12] [setup] CPU Tracking...
[codecarbon WARNING @ 08:09:12] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:09:13] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:09:13] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:09:20] [setup] RAM Tracking...
[codecarbon INFO @ 08:09:20] [setup] GPU Tracking...
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[codecarbon INFO @ 08:09:20] [setup] CPU Tracking...
[codecarbon WARNING @ 08:09:20] No CPU tracking mode found. Falling back on CPU constant mode.
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[codecarbon INFO @ 08:09:21] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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[codecarbon INFO @ 08:09:29] [setup] RAM Tracking...
[codecarbon INFO @ 08:09:29] [setup] GPU Tracking...
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[codecarbon INFO @ 08:09:29] [setup] CPU Tracking...
[codecarbon WARNING @ 08:09:29] No CPU tracking mode found. Falling back on CPU constant mode.
[codecarbon WARNING @ 08:09:30] We saw that you have a 12th Gen Intel(R) Core(TM) i7-1260P but we don't know it. Please contact us.
[codecarbon INFO @ 08:09:30] CPU Model on constant consumption mode: 12th Gen Intel(R) Core(TM) i7-1260P
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2024-03-11 08:09:37,575  | py-experimenter - INFO     | All configured executions finished.
[5]:
ID dataset cross_validation_splits seed kernel gamma degree coef0 creation_date status start_date name machine train_f1 train_accuracy test_f1 test_accuracy end_date error
0 1 iris 5 1 rbf 0.1 None None 2024-03-11 08:04:22 done 2024-03-11 08:04:22 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:04:26 None
1 2 iris 5 1 rbf 0.3 None None 2024-03-11 08:04:22 done 2024-03-11 08:04:27 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:04:32 None
2 3 iris 5 1 poly 0.1 3 0.0 2024-03-11 08:04:22 done 2024-03-11 08:04:32 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:04:37 None
3 4 iris 5 1 poly 0.1 3 0.1 2024-03-11 08:04:22 done 2024-03-11 08:04:37 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:04:43 None
4 5 iris 5 1 poly 0.1 4 0.0 2024-03-11 08:04:22 done 2024-03-11 08:04:43 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:04:48 None
5 6 iris 5 1 poly 0.1 4 0.1 2024-03-11 08:04:22 done 2024-03-11 08:04:48 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:04:53 None
6 7 iris 5 1 poly 0.3 3 0.0 2024-03-11 08:04:22 done 2024-03-11 08:04:54 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:04:59 None
7 8 iris 5 1 poly 0.3 3 0.1 2024-03-11 08:04:22 done 2024-03-11 08:04:59 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:05:04 None
8 9 iris 5 1 poly 0.3 4 0.0 2024-03-11 08:04:22 done 2024-03-11 08:05:04 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:05:10 None
9 10 iris 5 1 poly 0.3 4 0.1 2024-03-11 08:04:22 done 2024-03-11 08:05:10 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:05:15 None
10 11 iris 5 1 linear None None None 2024-03-11 08:04:22 done 2024-03-11 08:05:15 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:05:21 None
11 12 iris 5 2 rbf 0.1 None None 2024-03-11 08:04:22 done 2024-03-11 08:05:21 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:05:26 None
12 13 iris 5 2 rbf 0.3 None None 2024-03-11 08:04:22 done 2024-03-11 08:05:26 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:05:30 None
13 14 iris 5 2 poly 0.1 3 0.0 2024-03-11 08:04:22 done 2024-03-11 08:05:31 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:05:35 None
14 15 iris 5 2 poly 0.1 3 0.1 2024-03-11 08:04:22 done 2024-03-11 08:05:35 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:05:39 None
15 16 iris 5 2 poly 0.1 4 0.0 2024-03-11 08:04:22 done 2024-03-11 08:05:39 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:05:44 None
16 17 iris 5 2 poly 0.1 4 0.1 2024-03-11 08:04:22 done 2024-03-11 08:05:44 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:05:48 None
17 18 iris 5 2 poly 0.3 3 0.0 2024-03-11 08:04:22 done 2024-03-11 08:05:48 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:05:53 None
18 19 iris 5 2 poly 0.3 3 0.1 2024-03-11 08:04:22 done 2024-03-11 08:05:53 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:05:57 None
19 20 iris 5 2 poly 0.3 4 0.0 2024-03-11 08:04:22 done 2024-03-11 08:05:57 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:06:01 None
20 21 iris 5 2 poly 0.3 4 0.1 2024-03-11 08:04:22 done 2024-03-11 08:06:01 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:06:06 None
21 22 iris 5 2 linear None None None 2024-03-11 08:04:22 done 2024-03-11 08:06:06 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:06:10 None
22 23 iris 5 3 rbf 0.1 None None 2024-03-11 08:04:22 done 2024-03-11 08:06:10 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:06:14 None
23 24 iris 5 3 rbf 0.3 None None 2024-03-11 08:04:22 done 2024-03-11 08:06:15 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:06:20 None
24 25 iris 5 3 poly 0.1 3 0.0 2024-03-11 08:04:22 done 2024-03-11 08:06:20 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:06:25 None
25 26 iris 5 3 poly 0.1 3 0.1 2024-03-11 08:04:22 done 2024-03-11 08:06:25 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:06:31 None
26 27 iris 5 3 poly 0.1 4 0.0 2024-03-11 08:04:22 done 2024-03-11 08:06:31 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:06:36 None
27 28 iris 5 3 poly 0.1 4 0.1 2024-03-11 08:04:22 done 2024-03-11 08:06:36 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:06:41 None
28 29 iris 5 3 poly 0.3 3 0.0 2024-03-11 08:04:22 done 2024-03-11 08:06:41 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:06:47 None
29 30 iris 5 3 poly 0.3 3 0.1 2024-03-11 08:04:22 done 2024-03-11 08:06:47 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:06:52 None
30 31 iris 5 3 poly 0.3 4 0.0 2024-03-11 08:04:22 done 2024-03-11 08:06:52 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:06:57 None
31 32 iris 5 3 poly 0.3 4 0.1 2024-03-11 08:04:22 done 2024-03-11 08:06:58 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:07:03 None
32 33 iris 5 3 linear None None None 2024-03-11 08:04:22 done 2024-03-11 08:07:03 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:07:08 None
33 34 iris 5 4 rbf 0.1 None None 2024-03-11 08:04:22 done 2024-03-11 08:07:08 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:07:14 None
34 35 iris 5 4 rbf 0.3 None None 2024-03-11 08:04:22 done 2024-03-11 08:07:14 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:07:19 None
35 36 iris 5 4 poly 0.1 3 0.0 2024-03-11 08:04:22 done 2024-03-11 08:07:19 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:07:24 None
36 37 iris 5 4 poly 0.1 3 0.1 2024-03-11 08:04:22 done 2024-03-11 08:07:24 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:07:30 None
37 38 iris 5 4 poly 0.1 4 0.0 2024-03-11 08:04:22 done 2024-03-11 08:07:30 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:07:35 None
38 39 iris 5 4 poly 0.1 4 0.1 2024-03-11 08:04:22 done 2024-03-11 08:07:35 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:07:41 None
39 40 iris 5 4 poly 0.3 3 0.0 2024-03-11 08:04:22 done 2024-03-11 08:07:41 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:07:46 None
40 41 iris 5 4 poly 0.3 3 0.1 2024-03-11 08:04:22 done 2024-03-11 08:07:46 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:07:51 None
41 42 iris 5 4 poly 0.3 4 0.0 2024-03-11 08:04:22 done 2024-03-11 08:07:51 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:07:57 None
42 43 iris 5 4 poly 0.3 4 0.1 2024-03-11 08:04:22 done 2024-03-11 08:07:57 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:08:02 None
43 44 iris 5 4 linear None None None 2024-03-11 08:04:22 done 2024-03-11 08:08:02 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:08:08 None
44 45 iris 5 5 rbf 0.1 None None 2024-03-11 08:04:22 done 2024-03-11 08:08:08 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:08:13 None
45 46 iris 5 5 rbf 0.3 None None 2024-03-11 08:04:22 done 2024-03-11 08:08:13 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:08:21 None
46 47 iris 5 5 poly 0.1 3 0.0 2024-03-11 08:04:22 done 2024-03-11 08:08:21 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:08:30 None
47 48 iris 5 5 poly 0.1 3 0.1 2024-03-11 08:04:22 done 2024-03-11 08:08:30 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:08:38 None
48 49 iris 5 5 poly 0.1 4 0.0 2024-03-11 08:04:22 done 2024-03-11 08:08:38 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:08:46 None
49 50 iris 5 5 poly 0.1 4 0.1 2024-03-11 08:04:22 done 2024-03-11 08:08:47 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:08:55 None
50 51 iris 5 5 poly 0.3 3 0.0 2024-03-11 08:04:22 done 2024-03-11 08:08:55 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:09:03 None
51 52 iris 5 5 poly 0.3 3 0.1 2024-03-11 08:04:22 done 2024-03-11 08:09:03 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:09:12 None
52 53 iris 5 5 poly 0.3 4 0.0 2024-03-11 08:04:22 done 2024-03-11 08:09:12 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:09:20 None
53 54 iris 5 5 poly 0.3 4 0.1 2024-03-11 08:04:22 done 2024-03-11 08:09:20 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:09:29 None
54 55 iris 5 5 linear None None None 2024-03-11 08:04:22 done 2024-03-11 08:09:29 SVM_experimenter_01 Worklaptop 0.975 0.975 0.966667 0.966667 2024-03-11 08:09:37 None

CodeCarbon

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