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config_medium.yml
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objective:
- TV1D[data_fit=quad,delta=0,reg=[0.5, 0.1]]
- TV1D[data_fit=huber,delta=0.9,reg=[0.5, 0.1]]
dataset:
- Simulated[n_samples=400,n_features=250,type_A=conv,type_x=sin, type_n=[gaussian, laplace]]
- Simulated[n_samples=400,n_features=250,type_A=conv,type_x=block, type_n=[gaussian, laplace]]
- Simulated[n_samples=400,n_features=400,type_A=random,type_x=sin, type_n=[gaussian, laplace]]
- Simulated[n_samples=400,n_features=400,type_A=random,type_x=block, type_n=[gaussian, laplace]]
solver:
- ADMM analysis[gamma=25.0,update_pen=False]
- Celer synthesis
- Chambolle-Pock PD-split analysis[ratio=1.0,theta=1.0]
- CondatVu analysis[eta=1.0,ratio=1.0]
- Dual PGD analysis[alpha=1.0,use_acceleration=False]
- Dual PGD analysis[alpha=1.0,use_acceleration=True]
- FP synthesis[alpha=1.9,use_acceleration=False]
- FP synthesis[alpha=1.9,use_acceleration=True]
- Primal PGD analysis[alpha=1.0,use_acceleration=False]
- Primal PGD analysis[alpha=1.0,use_acceleration=True]
- Primal PGD synthesis*[alpha=1.0,use_acceleration=True]
- Primal PGD synthesis*[alpha=1.9,use_acceleration=False]
- skglm synthesis
n-repetitions: 5
timeout: 6000
max-runs: 200
output: tv1d