Imports¶
In [1]:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from matplotlib.pyplot import subplots
from ISLP import load_data
import sklearn.model_selection as skm
from sklearn.preprocessing import StandardScaler
from sklearn.preprocessing import OneHotEncoder
from sklearn.pipeline import Pipeline
from ISLP.models import \
(ModelSpec as MS,
Stepwise,
sklearn_selected)
from statsmodels.api import OLS
from sklearn.neighbors import RadiusNeighborsRegressor
import sklearn.linear_model as skl
from sklearn.metrics import mean_absolute_error, root_mean_squared_error, r2_score
/usr/local/anaconda/lib/python3.9/site-packages/pandas/core/computation/expressions.py:21: UserWarning: Pandas requires version '2.8.4' or newer of 'numexpr' (version '2.8.1' currently installed). from pandas.core.computation.check import NUMEXPR_INSTALLED /usr/local/anaconda/lib/python3.9/site-packages/pandas/core/arrays/masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.4' currently installed). from pandas.core import (
Q1¶
In [2]:
# Load data
knn_data = pd.read_csv('KNN.csv')
X_knn, Y_knn = knn_data.loc[:, 'X'].values.reshape(-1,1), knn_data.loc[:, ' Y']
In [3]:
# Pre-processing to scale X values
scaler = StandardScaler(with_mean=True, with_std=True)
# 5-fold CV with shuffle
kfold = skm.KFold(n_splits=10,
random_state=0,
shuffle=True)
# Pipeline entails scaling then fitting nearest neighbors averaging
knn_avg = RadiusNeighborsRegressor()
pipe = Pipeline([('scaler', scaler),
('knn_avg', knn_avg)])
# Grid of tau values to check
tau_values = np.linspace(0.1, 10, num=100)
param_grid = {'knn_avg__radius':tau_values}
# Grid search
grid = skm.GridSearchCV(pipe,
param_grid,
cv=kfold,
scoring="neg_mean_squared_error")
grid.fit(X_knn, Y_knn)
/usr/local/anaconda/lib/python3.9/site-packages/sklearn/neighbors/_regression.py:509: UserWarning: One or more samples have no neighbors within specified radius; predicting NaN.
warnings.warn(empty_warning_msg)
/usr/local/anaconda/lib/python3.9/site-packages/sklearn/model_selection/_validation.py:982: UserWarning: Scoring failed. The score on this train-test partition for these parameters will be set to nan. Details:
Traceback (most recent call last):
File "/usr/local/anaconda/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 971, in _score
scores = scorer(estimator, X_test, y_test, **score_params)
File "/usr/local/anaconda/lib/python3.9/site-packages/sklearn/metrics/_scorer.py", line 279, in __call__
return self._score(partial(_cached_call, None), estimator, X, y_true, **_kwargs)
File "/usr/local/anaconda/lib/python3.9/site-packages/sklearn/metrics/_scorer.py", line 376, in _score
return self._sign * self._score_func(y_true, y_pred, **scoring_kwargs)
File "/usr/local/anaconda/lib/python3.9/site-packages/sklearn/utils/_param_validation.py", line 213, in wrapper
return func(*args, **kwargs)
File "/usr/local/anaconda/lib/python3.9/site-packages/sklearn/metrics/_regression.py", line 506, in mean_squared_error
y_type, y_true, y_pred, multioutput = _check_reg_targets(
File "/usr/local/anaconda/lib/python3.9/site-packages/sklearn/metrics/_regression.py", line 113, in _check_reg_targets
y_pred = check_array(y_pred, ensure_2d=False, dtype=dtype)
File "/usr/local/anaconda/lib/python3.9/site-packages/sklearn/utils/validation.py", line 1064, in check_array
_assert_all_finite(
File "/usr/local/anaconda/lib/python3.9/site-packages/sklearn/utils/validation.py", line 123, in _assert_all_finite
_assert_all_finite_element_wise(
File "/usr/local/anaconda/lib/python3.9/site-packages/sklearn/utils/validation.py", line 172, in _assert_all_finite_element_wise
raise ValueError(msg_err)
ValueError: Input contains NaN.
warnings.warn(
/usr/local/anaconda/lib/python3.9/site-packages/sklearn/model_selection/_search.py:1103: UserWarning: One or more of the test scores are non-finite: [ nan -0.03235861 -0.03425474 -0.04728019 -0.06683187 -0.09855081
-0.14804797 -0.20410987 -0.28426073 -0.37017297 -0.46518366 -0.56092121
-0.66334084 -0.75235968 -0.82602978 -0.90032126 -0.97652136 -1.02941382
-1.06850554 -1.097539 -1.10820346 -1.12533252 -1.14217651 -1.16864354
-1.19244153 -1.2161569 -1.23875576 -1.25489479 -1.27246369 -1.28982246
-1.30712912 -1.32323849 -1.34841364 -1.37176426 -1.38126513 -1.38638214
-1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214
-1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214
-1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214
-1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214
-1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214
-1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214
-1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214
-1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214
-1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214
-1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214 -1.38638214
-1.38638214 -1.38638214 -1.38638214 -1.38638214]
warnings.warn(
Out[3]:
GridSearchCV(cv=KFold(n_splits=10, random_state=0, shuffle=True),
estimator=Pipeline(steps=[('scaler', StandardScaler()),
('knn_avg',
RadiusNeighborsRegressor())]),
param_grid={'knn_avg__radius': array([ 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1. , 1.1,
1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2. , 2.1, 2.2,
2.3, 2.4, 2.5, 2.6, 2.7, 2.8, 2.9, 3. , 3.1, 3.2, 3.3,
3.4, 3.5, 3.6, 3.7, 3.8, 3.9, 4. , 4.1, 4.2, 4.3, 4.4,
4.5, 4.6, 4.7, 4.8, 4.9, 5. , 5.1, 5.2, 5.3, 5.4, 5.5,
5.6, 5.7, 5.8, 5.9, 6. , 6.1, 6.2, 6.3, 6.4, 6.5, 6.6,
6.7, 6.8, 6.9, 7. , 7.1, 7.2, 7.3, 7.4, 7.5, 7.6, 7.7,
7.8, 7.9, 8. , 8.1, 8.2, 8.3, 8.4, 8.5, 8.6, 8.7, 8.8,
8.9, 9. , 9.1, 9.2, 9.3, 9.4, 9.5, 9.6, 9.7, 9.8, 9.9,
10. ])},
scoring='neg_mean_squared_error')In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
GridSearchCV(cv=KFold(n_splits=10, random_state=0, shuffle=True),
estimator=Pipeline(steps=[('scaler', StandardScaler()),
('knn_avg',
RadiusNeighborsRegressor())]),
param_grid={'knn_avg__radius': array([ 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1. , 1.1,
1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2. , 2.1, 2.2,
2.3, 2.4, 2.5, 2.6, 2.7, 2.8, 2.9, 3. , 3.1, 3.2, 3.3,
3.4, 3.5, 3.6, 3.7, 3.8, 3.9, 4. , 4.1, 4.2, 4.3, 4.4,
4.5, 4.6, 4.7, 4.8, 4.9, 5. , 5.1, 5.2, 5.3, 5.4, 5.5,
5.6, 5.7, 5.8, 5.9, 6. , 6.1, 6.2, 6.3, 6.4, 6.5, 6.6,
6.7, 6.8, 6.9, 7. , 7.1, 7.2, 7.3, 7.4, 7.5, 7.6, 7.7,
7.8, 7.9, 8. , 8.1, 8.2, 8.3, 8.4, 8.5, 8.6, 8.7, 8.8,
8.9, 9. , 9.1, 9.2, 9.3, 9.4, 9.5, 9.6, 9.7, 9.8, 9.9,
10. ])},
scoring='neg_mean_squared_error')Pipeline(steps=[('scaler', StandardScaler()),
('knn_avg', RadiusNeighborsRegressor(radius=0.2))])StandardScaler()
RadiusNeighborsRegressor(radius=0.2)
In [4]:
# Plot results
plt.figure(figsize=(10, 6))
plt.errorbar(tau_values,
-grid.cv_results_['mean_test_score'],
yerr=-grid.cv_results_['std_test_score'],
fmt='o-', ecolor='r', capsize=2)
plt.xlabel(r'Neighborhood radius ($\tau$)')
plt.ylabel('Estimated Test Error (MSE)')
plt.title(r'Test Error of Nearest Neighbors Averaging vs. $\tau$')
plt.grid(True)
plt.show()
Q4¶
(a)¶
In [5]:
college_data = load_data('college')
# One-hot encoding manually for categorical variable
college_data['Private'] = college_data['Private'].apply(lambda x: 1 if x == 'Yes' else 0)
design = MS(college_data.columns.drop('Apps')).fit(college_data)
X_college, y_college = design.transform(college_data), college_data['Apps']
X_train, X_test, y_train, y_test = skm.train_test_split(X_college,
y_college,
test_size=0.30,
random_state=42)
(b)¶
In [6]:
# Function for getting training and test error from fitted model
def fitted_eval(model, X_train, y_train, X_test, y_test):
y_train_pred = model.predict(X_train)
y_test_pred = model.predict(X_test)
rmse_train = root_mean_squared_error(y_train, y_train_pred)
rmse_test = root_mean_squared_error(y_test, y_test_pred)
mae_train = mean_absolute_error(y_train, y_train_pred)
mae_test = mean_absolute_error(y_test, y_test_pred)
r2_train = r2_score(y_train, y_train_pred)
r2_test = r2_score(y_test, y_test_pred)
return {'rmse_train': rmse_train, 'rmse_test': rmse_test,
'mae_train': mae_train, 'mae_test': mae_test,
'r2_train': r2_train, 'r2_test': r2_test}
In [7]:
# Fit linear model using least squares and get test/train error
linreg = OLS(y_train, X_train).fit()
linreg_res = fitted_eval(linreg, X_train, y_train, X_test, y_test)
linreg_res
Out[7]:
{'rmse_train': 897.887835923859,
'rmse_test': 1389.8932312257878,
'mae_train': 508.05307287394805,
'mae_test': 744.877452519234,
'r2_train': 0.9482108809188478,
'r2_test': 0.8573055984601535}
(c)¶
In [8]:
strategy = Stepwise.first_peak(design,
direction='forward',
max_terms=len(design.terms))
In [9]:
forward_mse = sklearn_selected(OLS,
strategy)
forward_mse.fit(X_train, y_train)
forward_mse_res = fitted_eval(forward_mse, X_train, y_train, X_test, y_test)
forward_mse_res
Out[9]:
{'rmse_train': 897.8878359238589,
'rmse_test': 1389.893231225706,
'mae_train': 508.0530728740234,
'mae_test': 744.8774525191867,
'r2_train': 0.9482108809188478,
'r2_test': 0.8573055984601704}
In [10]:
forward_mse.selected_state_
Out[10]:
('Accept',
'Books',
'Enroll',
'Expend',
'F.Undergrad',
'Grad.Rate',
'Outstate',
'P.Undergrad',
'Personal',
'PhD',
'Private',
'Room.Board',
'S.F.Ratio',
'Terminal',
'Top10perc',
'Top25perc',
'perc.alumni')
In [24]:
X_train.columns
Out[24]:
Index(['intercept', 'Private', 'Accept', 'Enroll', 'Top10perc', 'Top25perc',
'F.Undergrad', 'P.Undergrad', 'Outstate', 'Room.Board', 'Books',
'Personal', 'PhD', 'Terminal', 'S.F.Ratio', 'perc.alumni', 'Expend',
'Grad.Rate'],
dtype='object')
In [11]:
# Scoring function for (negative) AIC for linear regression
def negAIC(estimator, X, Y):
"Negative AIC"
n, p = X.shape
Yhat = estimator.predict(X)
MSE = np.mean((Y - Yhat)**2)
return n + n * np.log(MSE) + 2 * (p + 1)
In [12]:
forward_aic = sklearn_selected(OLS,
strategy,
scoring=negAIC)
forward_aic.fit(X_train, y_train)
forward_aic_res = fitted_eval(forward_aic, X_train, y_train, X_test, y_test)
forward_aic_res
Out[12]:
{'rmse_train': 3942.263290826188,
'rmse_test': 3673.1163770741723,
'mae_train': 2518.501142157583,
'mae_test': 2569.0256584258063,
'r2_train': 0.0016436149605201233,
'r2_test': 0.003417098659288076}
In [13]:
forward_aic.selected_state_
Out[13]:
('Outstate',)
In [14]:
# Scoring function for (negative) BIC for linear regression
def negBIC(estimator, X, Y):
"Negative AIC"
n, p = X.shape
Yhat = estimator.predict(X)
MSE = np.mean((Y - Yhat)**2)
return - (p + 1) * np.log(n) - n * np.log(MSE / n)
In [25]:
forward_bic = sklearn_selected(OLS,
strategy,
scoring=negBIC)
forward_bic.fit(X_train, y_train)
forward_bic_res = fitted_eval(forward_bic, X_train, y_train, X_test, y_test)
forward_bic_res
Out[25]:
{'rmse_train': 908.342428316711,
'rmse_test': 1406.8152034323937,
'mae_train': 513.3017855832746,
'mae_test': 744.8054270765265,
'r2_train': 0.9469978424670409,
'r2_test': 0.8538098335058457}
In [16]:
forward_bic.selected_state_
Out[16]:
('Accept',
'Enroll',
'Expend',
'Outstate',
'PhD',
'Private',
'Room.Board',
'Top10perc')
(d)¶
In [17]:
lambdas = 10**np.linspace(8, -2, 100) / y_train.std()
ridgeCV = skl.ElasticNetCV(alphas=lambdas,
l1_ratio=0,
cv=kfold)
piperidgeCV = Pipeline(steps=[('scaler', scaler),
('ridge', ridgeCV)])
piperidgeCV.fit(X_train, y_train)
fitted_eval(piperidgeCV, X_train, y_train, X_test, y_test)
/usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4005773879.8295517, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4005634857.586047, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4005459449.249754, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4005238137.4322352, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4004958918.801021, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4004606656.814439, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4004162267.1497273, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4003601693.302382, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4002894619.4578056, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4002002855.0857797, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4000878310.445947, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3999460464.0392, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3997673201.872015, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3995420884.416958, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3992583471.1464586, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3989010506.314819, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3984513746.8021793, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3978858199.5848565, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3971751343.2493634, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3962830351.6910796, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3951647244.4355884, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3937652094.56679, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3920174784.3461514, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3898406377.6202374, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3871382053.896094, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3837968789.7203283, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3796862597.505054, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3746602034.233045, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3685606525.0257907, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3612249077.0760837, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3524971968.3696327, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3422449367.1068354, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3303791078.516719, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3168766493.8434258, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3018009950.110016, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2853154667.7454205, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2676841643.45171, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2492570030.8658323, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2304395814.170608, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2116532645.3513267, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1932941175.0668042, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1756994139.0668287, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1591273344.6439776, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1437508346.3398535, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1296627752.7899904, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1168877171.4853625, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1053962535.8129253, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 951193401.0705316, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 859615974.2271774, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 778133755.2172999, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 705614669.1512356, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 640980983.7648437, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 583276013.7980586, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 531702039.5858068, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 485627514.2502858, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 444567283.80612504, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 408144886.22329676, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 376048723.5734248, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 347992943.2940655, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 323689954.62004066, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 302836621.9499432, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 285112273.11551327, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 270184686.27526593, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 257720010.06844866, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 247393393.74698335, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 238898244.39617103, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 231953063.75453553, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 226305589.8221222, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 221734465.17275414, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 218048916.4121053, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 215087015.37233877, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 212713062.20822263, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 210814537.19395614, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 209298953.12977183, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 208090830.6344539, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207128927.85106534, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206363788.2940622, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205755624.19679278, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205272523.7545327, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 204888954.55043015, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 204584528.14182422, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 204342989.07522058, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 204151393.1711152, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203999443.19857714, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203878954.04288703, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203783423.54425108, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203707689.02661067, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203647652.97153422, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203600064.27225813, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203562344.03447056, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203532446.98809558, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203508751.3240753, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203489971.1781206, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203475087.14182305, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203463291.1120439, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203453942.52964422, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203446533.6673574, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203440662.10082322, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203436008.8782696, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203432321.2117272, tolerance: 801260.9808276638 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3780840249.4333134, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3780720228.248696, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3780568792.819152, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3780377725.4727316, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3780136661.6338334, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3779832530.5699463, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3779448851.4246287, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3778964847.66361, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3778354334.0064, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3777584318.8424025, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3776613251.7143073, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3775388829.400943, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3773845255.262143, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3771899824.8701043, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3769448687.045889, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3766361604.5434575, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3762475515.414983, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3757586679.3584943, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3751441191.293388, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3743723670.351969, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3734044007.1530094, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3721922206.5603085, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3706771641.0006847, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3687881489.118599, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3664399846.220485, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3635320026.8598957, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3599473977.2591615, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3555538430.8195176, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3502061246.838584, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3437516733.038171, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3360398695.93563, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3269357080.9708166, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3163376818.9395857, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3041985060.4138174, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2905456627.0247707, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2754971967.6889033, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2592675325.40132, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2421591744.276195, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2245392987.2520328, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2068046435.747558, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1893419398.7800426, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1724924896.6392841, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1565276610.157981, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1416380385.9715815, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1279348131.714198, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1154594774.0632372, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1041975357.2017674, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 940930593.8004745, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 850624153.1665984, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 770065626.8356645, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 698217176.9624758, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 634081349.8781705, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 576765843.0527723, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 525520910.3432086, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 479747765.8473195, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 438981214.08937657, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 402854801.82218075, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 371059695.2458827, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 343307880.5294559, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 319306627.91307175, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 298746331.99403673, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 281299871.2841377, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 266629591.60631344, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 254397813.92527777, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 244277652.72137842, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 235962143.4364498, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 229170753.3381348, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 223653121.5344604, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 219190340.6930663, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 215594316.69786695, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 212705795.22560114, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 210391591.7836841, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 208541457.40808877, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207064894.25406495, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205888127.07442576, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 204951349.09313622, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 204206296.5458915, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203614162.90043384, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203143837.20453712, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202770436.61409196, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202474096.98600644, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202238984.42758268, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202052492.6870257, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201904594.7726005, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201787321.27019233, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201694341.9320997, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201620630.9330868, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201562199.59302968, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201515883.30174786, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201479171.86440277, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201450074.5511268, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201427012.83521372, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201408735.19101653, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201394249.4474523, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201382769.10074985, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201373670.71868065, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201366460.15293396, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201360745.7436549, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201356217.07203123, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 201352628.11440128, tolerance: 756259.7374096314 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3957277391.3126287, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3957143069.1698613, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3956973590.7562513, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3956759760.1691823, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3956489979.418977, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3956149622.9293613, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3955720250.316797, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3955178616.322173, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3954495426.7175627, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3953633776.7486324, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3952547193.8651204, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3951177188.854571, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3949450198.8889794, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3947273782.5807557, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3944531901.6432066, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3941079097.8542986, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3936733351.04232, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3931267389.6529326, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3924398230.038554, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3915774759.844504, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3904963279.226464, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3891431107.137044, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3874528698.820643, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3853471270.1543994, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3827321759.926573, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3794978151.542517, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3755169745.7380357, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3706468835.1975355, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3647326063.108273, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3576138865.8864484, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3491361645.088853, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3391662114.9219394, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3276119117.857012, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3144442707.568318, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2997179758.729935, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2835853921.6928897, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2662986553.3998547, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2481963250.592614, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2296748849.8478603, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2111500099.4768229, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1930158922.2908592, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1756112894.3132906, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1591981359.0353315, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1439540921.476871, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1299765147.0149984, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1172934963.8353162, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1058779179.9862359, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 956618889.0375593, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 865503980.6450789, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 784338087.4181805, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 711989754.7077744, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 647385564.7994274, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 589578990.6798463, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 537789272.0794431, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 491408248.6567135, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 449978836.844159, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 413154470.06193155, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 380651912.5205292, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 352209102.23448986, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 327555662.17947406, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 306398462.13809705, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 288420265.1003588, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 273287197.0591626, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 260660465.79488868, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 250208662.51965845, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 241618304.10636908, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 234601494.06490964, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 228900481.50968775, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 224289452.38989544, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 220574154.15038848, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 217590017.03980786, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 215199373.2346754, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 213288254.21249402, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 211763112.81295493, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 210547695.50377554, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 209580194.0200428, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 208810735.66788736, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 208199224.98483014, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207713521.0807701, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207327919.70155317, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207021902.54969594, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206779115.35068905, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206586538.2359184, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206433815.67025137, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206312717.40258616, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206216706.1819519, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206140591.95317128, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206080255.77197278, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206032429.7243434, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205994521.7039764, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205964476.0393953, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205940662.72141185, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205921789.41407967, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205906831.59794986, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205894977.1294101, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205885582.2544357, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205878136.7183189, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205872236.09589607, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205867559.85162857, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205863853.94393384, tolerance: 791558.092098156 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3622042799.423157, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3621929863.3586907, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3621787367.6209636, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3621607579.7465672, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3621380747.1727815, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3621094571.0404725, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3620733543.8514695, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3620278116.2991257, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3619703650.0797048, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3618979103.0866394, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3618065380.787743, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3616913272.517562, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3615460873.71655, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3613630374.8746204, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3611324075.5770035, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3608419458.8518686, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3604763139.5025845, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3600163484.8531466, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3594381705.138785, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3587121236.27493, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3578015309.579584, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3566612750.4430537, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3552362312.3142834, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3534596288.491653, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3512514817.5961795, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3485173274.055423, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3451476448.376487, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3410184825.5498385, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3359939941.4629664, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3299317019.05732, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3226912933.3988414, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3141474701.1990905, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3042066715.836406, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2928263154.7252254, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2800336707.6183596, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2659400621.170286, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2507455747.713763, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2347305652.652859, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2182333155.5947924, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2016172802.2275648, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1852348269.2078366, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1693954129.1832728, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1543441991.6710858, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1402532332.8905144, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1272235148.444034, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1152941074.095117, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1044543779.3984232, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 946566953.5885079, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 858283943.8785596, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 778827299.1243227, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 707287394.0105267, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 642796718.859642, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 584593445.831855, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 532057633.08703935, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 484716932.6890212, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 442224801.14445704, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 404320365.0218227, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 370782501.6054373, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 341389939.17684793, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 315894950.376117, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 294012712.1521723, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 275423918.59126174, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 259785942.75085583, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 246747646.10594937, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 235964008.32841963, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 227108232.05712843, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 219880309.87906173, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 214011995.24655712, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 209268677.4167172, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205448900.05509514, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202382286.6366203, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 199926537.2544267, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 197964012.5070446, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 196398267.18844086, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 195150764.30917913, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 194157897.72020188, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 193368379.1370911, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 192740998.02183574, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 192242734.5580953, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 191847191.20589748, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 191533302.4260997, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 191284281.69956356, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 191086767.54740727, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190930134.31996515, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190805938.0942155, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190707472.53695703, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190629413.7566923, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190567536.84694487, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190518489.98422414, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190479614.60586044, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190448802.4003873, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190424381.65809435, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190405027.00644293, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190389687.7515527, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190377531.01087385, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190367896.59758207, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190360261.23596653, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190354210.18300632, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190349414.7268782, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190345614.34702337, tolerance: 724494.835039673 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3987983448.6746244, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3987850185.584669, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3987682043.0674796, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3987469897.4317493, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3987202241.641291, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3986864564.624668, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3986438570.064852, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3985901193.8226986, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3985223369.150619, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3984368476.646437, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3983290401.14123, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3981931100.1147327, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3980217567.6282635, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3978058054.285124, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3975337378.036063, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3971911134.3472133, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3967598590.5132294, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3962174033.4249177, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3955356342.5000353, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3946796595.2353578, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3936063605.83208, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3922627482.8953757, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3905841619.8442345, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3884924066.1472626, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3858940044.669838, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3826788551.891312, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3787197534.9843526, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3738734005.6901903, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3679837330.636301, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3608885177.503205, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3524301066.7403927, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3424708616.706711, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3309128805.8731937, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3177202353.9714727, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3029401647.7243533, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2867181348.5897117, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2693013018.9456882, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2510265193.299714, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2322927392.9380045, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2135223542.2855113, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1951196556.81849, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1774353034.757503, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1607431260.610362, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1452311307.5829923, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1310045308.888781, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1180965069.2677293, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1064825077.6075937, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 960952456.6040158, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 868389897.4292679, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 786026299.4912908, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 712711978.7800093, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 647353918.8557602, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 588985157.2051923, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 536803313.92764974, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 490177025.92977154, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 448624590.97439957, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 411774320.2777742, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 379318744.9344709, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 350973843.7605816, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 326450517.829267, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 305440538.8213427, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 287615097.0983893, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 272631891.3007893, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 260146364.524941, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 249823520.52327898, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 241348011.7193033, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 234431383.6863245, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 228816259.98350972, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 224277810.49750343, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 220623113.066533, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 217689074.85291386, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 215339511.03897122, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 213461852.50331527, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 211963817.74583805, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 210770263.46249294, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 209820333.35739753, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 209064957.01848447, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 208464706.18658373, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207987989.1455397, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207609550.043175, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207309234.4024698, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207070981.68398908, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206882008.24654287, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206732147.95089525, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206613322.02555358, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206519114.14224946, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206444430.62875897, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206385229.27212363, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206338303.18687597, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206301108.76937407, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206271628.8731716, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206248264.0741588, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206229746.30916977, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206215070.31630492, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206203439.22701204, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206194221.40064424, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206186916.18786442, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206181126.77909893, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206176538.67574638, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206172902.62218207, tolerance: 797698.4940764825 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3924999680.441137, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3924867485.8877068, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3924700691.6389484, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3924490247.2108006, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3924224737.918983, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3923889769.1869082, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3923467191.6336246, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3922934126.430814, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3922261740.5051064, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3921413709.060691, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3920344288.2706385, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3918995903.544258, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3917296138.367646, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3915153985.4671884, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3912455196.628916, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3909056541.525319, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3904778762.524065, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3899397997.3603115, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3892635444.324516, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3884145080.665659, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3873499338.02197, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3860172824.000219, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3843524505.7855425, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3822779304.227731, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3797010860.5088735, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3765128403.195492, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3725872192.040098, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3677823869.05595, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3619439913.1383677, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3549117621.2498155, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3465302503.5951014, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3366642128.0275254, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3252182715.2337675, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3121590606.843107, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2975363069.7983475, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2814977543.6776624, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2642924444.2613406, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2462584487.5854, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2277948538.6990757, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2093225449.6123998, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1912420773.476595, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1738977655.0563083, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1575545942.180985, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1423900074.1820555, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1284983106.9576986, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1159030600.3450687, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1045727518.7082407, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 944365455.9925195, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 853984498.3431625, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 773495729.2312045, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 701784712.9883237, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 637795509.1172847, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 580592453.621634, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 529395989.8969033, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 483590622.06207794, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 442707292.4433705, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 406387424.8057765, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 374339227.9317341, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 346297021.55696416, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 321991360.2948429, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 301133126.6401215, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 283410516.3327174, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 268495246.6610687, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 256053599.0920947, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 245758524.75922364, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 237300257.99819338, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 230394131.78701526, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 224785269.98543274, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 220250457.62977552, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 216597797.90699238, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 213664839.54111695, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 211315793.98857078, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 209438333.79923624, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207940322.80219606, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206746703.59131342, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205796669.4761576, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205041177.73853093, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 204440814.7689173, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203963995.88186222, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203585467.9241684, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203285076.7563349, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203046760.97613415, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202857735.54990435, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202707832.7899028, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202588972.41880715, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202494736.7396532, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202420030.8855525, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202360811.62796012, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202313871.23316565, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202276665.39812306, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202247176.40506583, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202223804.36633778, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202205280.84487182, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202190600.2781537, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202178965.55646613, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202169744.84676147, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202162437.34606442, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202156646.12228528, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202152056.57936895, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202148419.3841736, tolerance: 785100.9242147242 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4013566125.494248, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4013429743.8584433, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4013257666.8446918, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4013040557.4912057, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4012766639.876796, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4012421064.0045047, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4011985106.4686356, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4011435165.138648, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4010741495.882946, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4009866626.8967175, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4008763371.148861, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4007372339.533627, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4005618836.3568473, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4003408994.9610047, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4000624985.318024, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3997119098.9969482, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3992706493.3849454, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3987156362.3672566, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3980181304.8817906, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3971424701.955854, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3960446011.7908845, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3946704087.6992636, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3929538966.2367373, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3908153129.050215, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3881594088.735301, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3848741357.4671984, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3808302454.527576, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3758824506.8169646, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3698729878.0043864, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3626385437.9505396, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3540214379.5709634, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3438855304.2989564, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3321364064.809272, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3187439120.9758763, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3037633169.476682, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2873498718.7497687, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2697612447.654749, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2513440923.3062797, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2325049072.0335827, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2136700730.262267, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1952436486.6873655, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1775719463.649651, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1609211718.7137613, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1454697678.008347, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1313129360.823399, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1184747288.4701378, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1069232684.7713506, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 965861417.4544288, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 873646188.8376495, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 791463399.4224539, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 718163751.3096, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 652663870.0280337, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 594013781.1164453, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 541434797.8254887, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 494325380.8646405, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 452238109.4078654, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 414836849.8895931, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 381846852.2369991, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 353010167.6779739, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 328054784.1496096, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 306680237.0967967, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 288557565.230395, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 273338787.2527752, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 260670666.2290797, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 250208606.67764232, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 241628135.46287036, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 234632882.65358555, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 228959013.89148292, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 224376648.51146495, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 220689027.3945458, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 217730197.84286004, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 215361867.7147371, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 213469923.61399427, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 211960953.45432198, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 210758984.19378844, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 209802547.649751, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 209042119.30694434, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 208437931.48430553, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207958136.88546067, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207577285.8215305, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207275075.8171846, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207035332.6458151, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206845184.86876428, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206694398.22994825, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206574840.90401223, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206480055.10510045, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206404914.67772055, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206345351.90043324, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206298139.82055083, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206260719.02442056, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206231059.89498442, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206207553.16218442, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206188922.9834234, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206174157.94637784, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206162456.3171525, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206153182.60562924, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206145833.11507472, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206140008.62345627, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206135392.72159404, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206131734.6407284, tolerance: 802817.4121648263 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3941777832.506278, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3941645200.5243793, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3941477854.420832, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3941266713.817699, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3941000326.349997, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3940664249.958847, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3940240275.4514313, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3939705448.690791, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3939030841.8377705, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3938180010.9335675, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3937107062.448394, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3935754233.9417167, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3934048873.5314617, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3931899679.5916853, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3929192036.669608, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3925782257.658018, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3921490518.9775066, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3916092260.6440706, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3909307826.273967, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3900790154.8319697, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3890110430.1962476, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3876741781.7143435, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3860041458.3223033, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3839232434.9995832, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3813386228.5673184, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3781409870.444644, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3742041536.0494056, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3693861183.080127, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3635324403.275279, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3564828883.922377, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3480822272.169724, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3381956278.868921, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3267283003.907403, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3136475213.2644596, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2990034738.025195, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2829438218.1891437, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2657166171.486965, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2476578059.7382574, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2291633411.390456, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2106505731.0600457, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1925171320.2219734, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1751061121.1288953, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1586837107.1189723, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1434310130.2366385, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1294475855.3456697, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1167625255.8546972, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1053487781.7978892, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 951379363.2252207, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 860342252.0050584, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 779272412.2475569, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 707032072.8701797, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 642543261.9887223, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 584856354.7791888, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 533188303.48577386, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 486928882.88625133, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 445618908.06072193, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 408909775.64086986, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 376516556.7006015, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 348176054.9226708, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 323617331.9495532, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 302547108.17197764, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 284648196.3068009, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 269586820.6628259, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 257024289.06802312, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 246629324.86344782, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 238088663.93275788, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 231114753.2239945, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 225450313.67924017, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 220870106.20047212, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 217180515.36544853, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 214217627.50681973, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 211844413.1825253, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 209947498.31202367, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 208433870.6119567, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207227745.08904463, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 206267715.35071048, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205504247.7247974, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 204897529.03505322, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 204415651.0229355, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 204033099.5884092, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203729510.86790177, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203488655.37239194, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203297613.65583318, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203146110.74146688, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 203025980.83838603, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202930738.1713311, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202855233.72650295, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202795381.24050033, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202747938.79731306, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202710334.95556983, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202680530.459855, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202656908.3345988, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202638186.58850238, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202623348.90998098, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202611589.66599423, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202602270.26585642, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202594884.5491187, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202589031.33693293, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202584392.66712904, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202580716.53841707, tolerance: 788456.8888764828 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2970384924.5380898, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2970285343.3105006, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2970159697.873074, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2970001170.1307654, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2969801160.7649045, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2969548825.2573094, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2969230489.8669147, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2968828916.977928, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2968322381.733496, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2967683512.69304, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2966877838.1386333, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2965861966.3681445, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2964581312.7032156, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2962967268.060263, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2960933684.212792, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2958372530.4127984, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2955148557.0614057, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2951092788.6658225, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2945994667.2721987, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2939592690.084047, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2931563448.419826, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2921509105.384639, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2908943583.2635684, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2893278117.27821, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2873807428.281088, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2849698631.2296257, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2819986162.065664, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2783577432.9540114, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2739275421.760302, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2685825512.513615, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2621993814.2263446, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2546681718.6450667, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2459075338.642463, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2358818036.7802014, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2246180622.258091, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2122190976.0476024, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1988679689.3943825, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1848207839.2303839, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1703869593.489458, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1558999047.8324218, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1416842215.263575, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1280265632.042532, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1151556868.3915963, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1032338099.2024834, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 923579190.8603891, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 825676168.5987107, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 738558629.8980604, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 661799925.6576607, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 594717383.8789495, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 536459683.5570732, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 486082706.03961444, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 442615292.6028238, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 405114804.2758479, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 372711027.79377663, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 344636581.24570715, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 320242633.2381636, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 299000225.0247844, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 280489352.0168738, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 264379638.99973407, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 250407341.60718635, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 238353194.9887478, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 228024425.3837475, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 219242529.53653347, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 211836795.56109637, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205642405.0948359, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 200501462.4928324, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 196265349.7056164, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 192797190.30372164, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 189973697.79676178, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 187686119.493648, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 185840290.42271018, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 184355974.81483102, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 183165726.56907615, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 182213486.8391508, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 181453092.24727815, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 180846815.223386, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 180364011.42040455, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 179979913.0276984, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 179674581.51446447, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 179432017.21743688, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 179239413.97756356, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 179086542.60151693, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178965245.56849182, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178869025.87209567, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178792714.3317874, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178732201.5785196, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178684222.88683158, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178646185.9022477, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178616033.00794992, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178592131.55158448, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178573186.40964776, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178558170.41760966, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178546269.06140193, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178536836.53598034, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178529360.852935, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178523436.14522228, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178518740.69161552, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178515019.48418194, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178512070.4025242, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178509733.25023526, tolerance: 594153.0579047037 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3824104168.5889378, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3823975426.9251056, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3823812989.3861427, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3823608041.9566073, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3823349468.221652, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3823023249.786813, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3822611711.6548057, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3822092573.117266, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3821437755.0719075, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3820611882.900345, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3819570409.8131905, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3818257268.608313, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3816601939.9501033, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3814515802.6982837, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3811887607.156186, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3808577886.9511576, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3804412102.714913, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3799172296.3668528, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3792587037.994892, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3784319483.147413, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3773953450.02338, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3760977607.8290997, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3744768187.3827744, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3724571145.3056393, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3699485506.457204, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3668450743.1698375, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3630242551.2785797, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3583483171.414549, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3526674185.3558235, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3458260848.544618, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3376736401.6490083, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3280790933.074903, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3169500763.876259, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3042540552.7110577, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2900383445.183323, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2744440384.418947, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2577086917.538432, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2401542275.975819, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2221601649.9281178, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2041267179.663497, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1864356427.5934863, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1694171875.192824, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1533288839.1882606, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1383476568.2541447, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1245729634.4732885, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1120368733.6312869, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1007172546.6989433, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 905515932.5187818, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 814503277.2985754, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 733093071.9891362, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 660210540.8905727, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 594842684.8802712, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 536108114.3193466, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 483294916.02011096, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 435864123.519053, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 393422973.2888479, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 355678529.0769249, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 322385699.1218547, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 293302666.1295129, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 268161966.14646664, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 246659250.20003003, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 228456695.15669388, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 213195498.4190923, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 200511817.49875543, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190051928.73945203, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 181484211.5075431, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174507121.38518006, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 168853341.47816494, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 164290822.74570048, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 160621583.91539636, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 157679088.37297025, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 155324863.8764592, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 153444854.29747853, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 151945830.57168967, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 150752057.47442827, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 149802316.8458752, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 149047322.66257355, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 148447522.45159334, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 147971256.36322907, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 147593234.0914415, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 147293286.3849438, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 147055348.99472412, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146866640.42857355, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146716999.4786606, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146598353.32596415, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146504291.65110913, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146429726.35918766, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146370620.17146263, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146323770.4366935, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146286637.1107281, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146257205.99601045, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146233880.08660126, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146215393.28611386, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146200741.92321262, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146189130.4100497, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146179928.13347778, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146172635.26621205, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146166855.65526542, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146162275.3253786, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: UserWarning: Coordinate descent without L1 regularization may lead to unexpected results and is discouraged. Set l1_ratio > 0 to add L1 regularization. model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:683: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146158645.43781626, tolerance: 764919.1841680979 model = cd_fast.enet_coordinate_descent_gram( /usr/local/anaconda/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:697: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.189e+08, tolerance: 8.453e+05 Linear regression models with null weight for the l1 regularization term are more efficiently fitted using one of the solvers implemented in sklearn.linear_model.Ridge/RidgeCV instead. model = cd_fast.enet_coordinate_descent(
Out[17]:
{'rmse_train': 897.8878368249141,
'rmse_test': 1389.8766215297796,
'mae_train': 508.05019333957256,
'mae_test': 744.8696425993186,
'r2_train': 0.9482108808149041,
'r2_test': 0.857309008932867}
In [18]:
X_train.columns[piperidgeCV.named_steps['ridge'].coef_ != 0]
Out[18]:
Index(['Private', 'Accept', 'Enroll', 'Top10perc', 'Top25perc', 'F.Undergrad',
'P.Undergrad', 'Outstate', 'Room.Board', 'Books', 'Personal', 'PhD',
'Terminal', 'S.F.Ratio', 'perc.alumni', 'Expend', 'Grad.Rate'],
dtype='object')
(e)¶
In [19]:
lassoCV = skl.ElasticNetCV(alphas=lambdas,
l1_ratio=1,
cv=kfold)
pipelassoCV = Pipeline(steps=[('scaler', scaler),
('lasso', lassoCV)])
pipelassoCV.fit(X_train, y_train)
fitted_eval(pipelassoCV, X_train, y_train, X_test, y_test)
Out[19]:
{'rmse_train': 897.8878359238597,
'rmse_test': 1389.893229800611,
'mae_train': 508.05306984123973,
'mae_test': 744.8774496512257,
'r2_train': 0.9482108809188476,
'r2_test': 0.8573055987527872}
In [20]:
X_train.columns[pipelassoCV.named_steps['lasso'].coef_ != 0]
Out[20]:
Index(['Private', 'Accept', 'Enroll', 'Top10perc', 'Top25perc', 'F.Undergrad',
'P.Undergrad', 'Outstate', 'Room.Board', 'Books', 'Personal', 'PhD',
'Terminal', 'S.F.Ratio', 'perc.alumni', 'Expend', 'Grad.Rate'],
dtype='object')