Примечание
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Разложения набора данных лиц
В этом примере к набору данных Лица Оливетти применяются различные методы обучения без учителя для разложения матриц (снижения размерности) из модуля sklearn.decomposition (см. главу документации Разложение сигналов на компоненты (задачи факторизации матриц)).
# Authors: The scikit-learn developers # SPDX-License-Identifier: BSD-3-Clause
Подготовка набора данных
Загрузка и предварительная обработка набора данных лиц Оливетти.
import logging
import matplotlib.pyplot as plt
from numpy.random import RandomState
from sklearn import cluster, decomposition
from sklearn.datasets import fetch_olivetti_faces
rng = RandomState(0)
# Display progress logs on stdout
logging.basicConfig(level=logging.INFO, format="%(asctime)s %(levelname)s %(message)s")
faces, _ = fetch_olivetti_faces(return_X_y=True, shuffle=True, random_state=rng)
n_samples, n_features = faces.shape
# Global centering (focus on one feature, centering all samples)
faces_centered = faces - faces.mean(axis=0)
# Local centering (focus on one sample, centering all features)
faces_centered -= faces_centered.mean(axis=1).reshape(n_samples, -1)
print("Dataset consists of %d faces" % n_samples)
Dataset consists of 400 faces
Определим базовую функцию для построения галереи лиц.
n_row, n_col = 2, 3
n_components = n_row * n_col
image_shape = (64, 64)
def plot_gallery(title, images, n_col=n_col, n_row=n_row, cmap=plt.cm.gray):
fig, axs = plt.subplots(
nrows=n_row,
ncols=n_col,
figsize=(2.0 * n_col, 2.3 * n_row),
facecolor="white",
constrained_layout=True,
)
fig.get_layout_engine().set(w_pad=0.01, h_pad=0.02, hspace=0, wspace=0)
fig.set_edgecolor("black")
fig.suptitle(title, size=16)
for ax, vec in zip(axs.flat, images):
vmax = max(vec.max(), -vec.min())
im = ax.imshow(
vec.reshape(image_shape),
cmap=cmap,
interpolation="nearest",
vmin=-vmax,
vmax=vmax,
)
ax.axis("off")
fig.colorbar(im, ax=axs, orientation="horizontal", shrink=0.99, aspect=40, pad=0.01)
plt.show()
Посмотрим на наши данные. Серый цвет обозначает отрицательные значения, белый — положительные.
plot_gallery("Faces from dataset", faces_centered[:n_components])
Разложение
Создадим различные оцениватели для разложения, обучим каждый из них на всех изображениях и построим некоторые результаты. Каждый оцениватель извлекает 6 компонент в виде векторов \(h \in \mathbb{R}^{4096}\). Для наглядности мы просто отобразили эти векторы в виде изображений размером 64x64 пикселя.
Подробнее см. в Руководстве пользователя.
Собственные лица — PCA с использованием рандомизированного SVD
Линейное снижение размерности с помощью сингулярного разложения (SVD) данных для их проецирования в пространство меньшей размерности.
Примечание
Оцениватель Eigenfaces через sklearn.decomposition.PCA также предоставляет скалярную величину noise_variance_ (среднее значение дисперсии по пикселям), которую нельзя отобразить в виде изображения.
pca_estimator = decomposition.PCA(
n_components=n_components, svd_solver="randomized", whiten=True
)
pca_estimator.fit(faces_centered)
plot_gallery(
"Eigenfaces - PCA using randomized SVD", pca_estimator.components_[:n_components]
)
Неотрицательные компоненты — NMF
Оценка исходных неотрицательных данных как произведения двух неотрицательных матриц.
nmf_estimator = decomposition.NMF(n_components=n_components, tol=5e-3)
nmf_estimator.fit(faces) # original non- negative dataset
plot_gallery("Non-negative components - NMF", nmf_estimator.components_[:n_components])
Независимые компоненты — FastICA
Анализ независимых компонент разделяет многомерный вектор на аддитивные подкомпоненты, которые максимально независимы.
ica_estimator = decomposition.FastICA(
n_components=n_components, max_iter=400, whiten="arbitrary-variance", tol=15e-5
)
ica_estimator.fit(faces_centered)
plot_gallery(
"Independent components - FastICA", ica_estimator.components_[:n_components]
)
Разреженные компоненты — MiniBatchSparsePCA
MiniBatchSparsePCA (MiniBatchSparsePCA) извлекает набор разреженных компонент, которые наилучшим образом восстанавливают данные. Этот вариант работает быстрее, но менее точен, чем аналогичный SparsePCA.
batch_pca_estimator = decomposition.MiniBatchSparsePCA(
n_components=n_components, alpha=0.1, max_iter=100, batch_size=3, random_state=rng
)
batch_pca_estimator.fit(faces_centered)
plot_gallery(
"Sparse components - MiniBatchSparsePCA",
batch_pca_estimator.components_[:n_components],
)
Обучение словаря
По умолчанию MiniBatchDictionaryLearning делит данные на мини-пакеты и выполняет оптимизацию в онлайн-режиме, перебирая мини-пакеты заданное число итераций.
batch_dict_estimator = decomposition.MiniBatchDictionaryLearning(
n_components=n_components, alpha=0.1, max_iter=50, batch_size=3, random_state=rng
)
batch_dict_estimator.fit(faces_centered)
plot_gallery("Dictionary learning", batch_dict_estimator.components_[:n_components])
Центры кластеров — MiniBatchKMeans
sklearn.cluster.MiniBatchKMeans вычислительно эффективен и реализует онлайн-обучение с помощью метода partial_fit. Поэтому может быть полезно дополнять им некоторые ресурсоёмкие алгоритмы: MiniBatchKMeans.
kmeans_estimator = cluster.MiniBatchKMeans(
n_clusters=n_components,
tol=1e-3,
batch_size=20,
max_iter=50,
random_state=rng,
)
kmeans_estimator.fit(faces_centered)
plot_gallery(
"Cluster centers - MiniBatchKMeans",
kmeans_estimator.cluster_centers_[:n_components],
)
Компоненты факторного анализа — FA
FactorAnalysis похож на PCA, но имеет преимущество: моделирует дисперсию независимо в каждом направлении входного пространства (гетероскедастичный шум). Подробнее см. в Руководстве пользователя.
fa_estimator = decomposition.FactorAnalysis(n_components=n_components, max_iter=20)
fa_estimator.fit(faces_centered)
plot_gallery("Factor Analysis (FA)", fa_estimator.components_[:n_components])
# --- Pixelwise variance
plt.figure(figsize=(3.2, 3.6), facecolor="white", tight_layout=True)
vec = fa_estimator.noise_variance_
vmax = max(vec.max(), -vec.min())
plt.imshow(
vec.reshape(image_shape),
cmap=plt.cm.gray,
interpolation="nearest",
vmin=-vmax,
vmax=vmax,
)
plt.axis("off")
plt.title("Pixelwise variance from \n Factor Analysis (FA)", size=16, wrap=True)
plt.colorbar(orientation="horizontal", shrink=0.8, pad=0.03)
plt.show()
Разложение: обучение словаря
В следующем разделе рассмотрим подробнее обучение словаря. Обучение словаря — это задача поиска разреженного представления входных данных в виде комбинации простых элементов. Эти простые элементы образуют словарь. Чтобы учесть ограничения, которые могут присутствовать в данных, можно задать неотрицательные значения словаря и/или коэффициентов кодирования.
MiniBatchDictionaryLearning реализует более быструю, но менее точную версию алгоритма обучения словаря, которая лучше подходит для больших наборов данных. Подробнее см. в Руководстве пользователя.
Построим графики тех же примеров из нашего набора данных, используя другую цветовую карту. Красный цвет обозначает отрицательные значения, синий — положительные, а белый — нули.
plot_gallery("Faces from dataset", faces_centered[:n_components], cmap=plt.cm.RdBu)
Как и в предыдущих примерах, изменим параметры и обучим оцениватель MiniBatchDictionaryLearning на всех изображениях. Обычно обучение словаря и разреженное кодирование разлагают входные данные на матрицы словаря и коэффициентов кодирования. \(X \approx UV\), где \(X = [x_1, . . . , x_n]\), \(X \in \mathbb{R}^{m×n}\), словарь \(U \in \mathbb{R}^{m×k}\), коэффициенты кодирования \(V \in \mathbb{R}^{k×n}\).
Ниже также представлены результаты при ограничении неотрицательности словаря и коэффициентов кодирования.
Обучение словаря — неотрицательный словарь
В следующем разделе мы задаём ограничение неотрицательности при поиске словаря.
dict_pos_dict_estimator = decomposition.MiniBatchDictionaryLearning(
n_components=n_components,
alpha=0.1,
max_iter=50,
batch_size=3,
random_state=rng,
positive_dict=True,
)
dict_pos_dict_estimator.fit(faces_centered)
plot_gallery(
"Dictionary learning - positive dictionary",
dict_pos_dict_estimator.components_[:n_components],
cmap=plt.cm.RdBu,
)
Обучение словаря — неотрицательный код
Ниже мы задаём ограничение неотрицательности для матрицы коэффициентов кодирования.
dict_pos_code_estimator = decomposition.MiniBatchDictionaryLearning(
n_components=n_components,
alpha=0.1,
max_iter=50,
batch_size=3,
fit_algorithm="cd",
random_state=rng,
positive_code=True,
)
dict_pos_code_estimator.fit(faces_centered)
plot_gallery(
"Dictionary learning - positive code",
dict_pos_code_estimator.components_[:n_components],
cmap=plt.cm.RdBu,
)
/home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.737e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 8.344e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 4.820e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.218e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.449e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.049e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.144409e-05, tolerance: 8.649e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 5.296e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.128e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.210e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 1.127e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.651e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.710e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.861023e-06, tolerance: 6.737e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 8.669e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 8.331e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 3.817e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-06, tolerance: 1.173e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 2.379e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.859e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 2.167e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.649e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 9.119e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 5.653e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 6.697e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 3.944e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.156e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 2.532e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 1.198e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.525879e-05, tolerance: 1.527e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 1.163e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 4.891e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 4.796e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.107e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.861023e-06, tolerance: 4.261e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 8.734e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.358e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.932e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 8.329e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 7.010e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 6.543e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 5.837e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.335144e-05, tolerance: 8.823e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.943e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 9.927e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 3.557e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.508e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.346e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.055e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 6.538e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.195e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 3.550e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.657e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-06, tolerance: 6.572e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 3.733e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 3.357e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 8.905e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 1.078e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 7.206e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.665e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.052e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 3.306e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 3.298e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.547e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-06, tolerance: 7.358e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 5.996e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 1.003e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.633e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.861023e-06, tolerance: 6.241e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.548e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 9.138e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 4.778e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 9.415e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.350e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.220e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.627e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.595e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 5.686e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.861023e-06, tolerance: 3.477e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.102e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 2.994e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-06, tolerance: 7.140e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.144409e-05, tolerance: 6.874e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 5.098e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.144409e-05, tolerance: 9.072e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-06, tolerance: 5.396e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.861023e-06, tolerance: 3.727e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 6.277e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.390e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.477e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 8.004e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 5.641e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.400e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 8.267e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 2.861e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 8.803e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 8.233e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.335144e-05, tolerance: 1.334e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 8.026e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 8.758e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 5.891e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.025e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 8.016e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 4.768372e-07, tolerance: 2.093e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 7.162e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.811981e-05, tolerance: 1.654e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.861023e-06, tolerance: 5.890e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 7.094e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 7.474e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 9.135e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 4.033e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 2.625e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 4.869e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 4.564e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 2.753e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.201e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 3.638e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 6.345e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.679e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-06, tolerance: 9.421e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.874e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.861023e-06, tolerance: 4.340e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 7.491e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 5.871e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 8.032e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 4.768372e-06, tolerance: 4.417e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 7.624e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 6.041e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 4.249e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.028e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 7.663e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 6.518e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 2.634e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 7.257e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 3.450e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 3.795e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.822e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 7.027e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 8.388e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 6.361e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.033e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 1.593e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-06, tolerance: 6.844e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 5.881e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.861023e-06, tolerance: 3.354e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 6.841e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.288818e-05, tolerance: 1.918e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.313e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.861023e-06, tolerance: 5.981e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 7.690e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 6.907e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.342e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 4.631e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 4.768372e-06, tolerance: 4.176e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 4.084e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.226e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 5.621e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 3.914e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 4.768372e-06, tolerance: 3.489e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 2.830e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 4.066e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.335144e-05, tolerance: 8.025e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.049042e-05, tolerance: 1.298e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.566e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.335144e-05, tolerance: 5.862e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 8.615e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.716614e-05, tolerance: 9.957e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 3.901e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.144409e-05, tolerance: 9.125e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.387e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.538e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 6.393e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-05, tolerance: 8.307e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 8.355e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 6.286e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.144409e-05, tolerance: 7.904e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.861023e-06, tolerance: 2.806e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.320e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 2.428e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.369e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.602e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.861023e-06, tolerance: 4.192e-07 model = cd_fast.enet_coordinate_descent_gram(
Обучение словаря — неотрицательные словарь и код
Ниже также представлены результаты при ограничении неотрицательности значений словаря и коэффициентов кодирования.
dict_pos_estimator = decomposition.MiniBatchDictionaryLearning(
n_components=n_components,
alpha=0.1,
max_iter=50,
batch_size=3,
fit_algorithm="cd",
random_state=rng,
positive_dict=True,
positive_code=True,
)
dict_pos_estimator.fit(faces_centered)
plot_gallery(
"Dictionary learning - positive dictionary & code",
dict_pos_estimator.components_[:n_components],
cmap=plt.cm.RdBu,
)
/home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 4.768372e-06, tolerance: 5.226e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 8.048e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 4.417e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.318e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.365e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.049e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 8.307e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.041e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 1.163e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 9.421e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.033e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.795e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.180e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 6.907e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 7.474e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.948e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 5.981e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.631e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.320e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 5.125e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.737e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 8.388e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.763e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.547e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.956e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 9.119e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 5.047e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.681e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.841e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 2.732e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.357e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.374e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 7.240e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.870e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 4.510e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 8.743e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 8.788e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 3.096e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.725e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.625e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 3.092e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.140e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 3.956e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 7.643e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.651e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 4.669e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 9.390e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.861023e-06, tolerance: 2.994e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.572e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 1.035e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.379e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 1.841e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.932e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 9.130e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 8.545e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.543e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 8.678e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.980e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 9.927e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.747e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 2.861e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.069e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.199e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.710e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 1.654e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.176e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 5.575e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.308e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 7.094e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.350e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.340e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 2.944e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 4.926e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 7.919e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 4.869e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.134e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 2.367e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.128e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.557e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.564e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.746e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.491e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.478e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 7.690e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 8.224e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 8.168e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.028e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.287e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 4.778e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 9.354e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.349e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.518e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.309e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 2.861023e-06, tolerance: 3.306e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 7.107e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.201e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.383e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 4.301e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 4.828e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 8.233e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 8.004e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.891e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.633e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 5.658e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 3.449e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.624e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.098e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 7.025e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.901e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 7.027e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 4.249e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.335144e-05, tolerance: 9.957e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.199e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.859e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 8.329e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 4.796e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 5.079e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 1.918e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-06, tolerance: 1.014e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 1.078e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.657e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 7.629395e-06, tolerance: 1.527e-06 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 9.536743e-07, tolerance: 2.331e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.793e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 7.015e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.210e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 5.070e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 3.944e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 4.177e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.055e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 5.985e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 3.814697e-06, tolerance: 6.284e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 1.907349e-06, tolerance: 6.342e-07 model = cd_fast.enet_coordinate_descent_gram( /home/circleci/project/sklearn/linear_model/_coordinate_descent.py:825: 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: 5.722046e-06, tolerance: 5.925e-07 model = cd_fast.enet_coordinate_descent_gram(
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Связанные примеры
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Licensed under the 3-clause BSD License.
https://scikit-learn.org/1.9/auto_examples/decomposition/plot_faces_decomposition.html
