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Dataset:
libsvm[dataset=rcv1.binary]
libsvm[dataset=news20.binary]
MEG
simulated[n_features=10,n_samples=1000]
Objective:
Lasso-FISTA[fit_intercept=False,reg=0.1]
Lasso-FISTA[fit_intercept=False,reg=0.001]
Objective column
objective_value
objective_support_size
objective_duality_gap
Chart type
objective_curve
suboptimality_curve
relative_suboptimality_curve
bar_chart
Scale
semilog-y
semilog-x
loglog
linear
X-axis
Time
Iteration
Quantiles
Benchopt
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Dataset:
libsvm[dataset=rcv1.binary]
libsvm[dataset=news20.binary]
MEG
simulated[n_features=10,n_samples=1000]
Objective:
Lasso-FISTA[fit_intercept=False,reg=0.1]
Lasso-FISTA[fit_intercept=False,reg=0.001]
Objective column
objective_value
objective_support_size
objective_duality_gap
Chart type
objective_curve
suboptimality_curve
relative_suboptimality_curve
bar_chart
Scale
semilog-y
semilog-x
loglog
linear
X-axis
Time
Iteration
Quantiles
Result on Lasso benchmark
CPU : 20
RAM (GB) : 31
CUDA : NVIDIA T600 Laptop GPU: cuda_11.7
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0.0e+0
5.0e−1
1.0e+0
1.5e+0
2.0e+0
2.5e+0
3.0e+0
3.5e+0
4.0e+0
7.0e+3
7.5e+3
8.0e+3
8.5e+3
9.0e+3
9.5e+3
1.0e+4
Lasso-FISTA[fit_intercept=False,reg=0.1]
Data: libsvm[dataset=rcv1.binary]
Time [sec]
F(x)
plotly-logomark
Solvers
(Click on a solver to hide it or double click to hide all the others)
CPU
CuPy
Numba
FyTorch[use_auto_diff=True]
Jax[use_auto_diff=True]
skglm
System information
CPU
: 20
RAM (GB)
: 31
CUDA
: NVIDIA T600 Laptop GPU: cuda_11.7
platform
: Linux5.14.0-1059-oem-x86_64
processor
: 12th Gen Intel(R) Core(TM) i7-12700H
nb threads
: 2
numpy
: 1.21.5 blas=mkl_rt lapack=mkl_rt
scipy
: 1.7.3
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