Пример #1
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def asd_multitasklasso():
    model = MultiTaskLasso()
    f = "/home/vandal.t/repos/pydownscale/pydownscale/test_data/testdata.pkl"
    data = pickle.load(open(f, 'r'))
    asdm = ASDMultitask(data, model, season='JJA')
    asdm.train()
    out = asdm.predict(test_set=False)
    out.to_netcdf("test_data/mtl_test.nc")
Пример #2
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def asd_multitasklasso():
    model = MultiTaskLasso()
    f = "/home/vandal.t/repos/pydownscale/pydownscale/test_data/testdata.pkl"
    data = pickle.load(open(f, 'r'))
    asdm = ASDMultitask(data, model, season='JJA')
    asdm.train()
    out = asdm.predict(test_set=False)
    out.to_netcdf("test_data/mtl_test.nc")
Пример #3
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def asd_mssl():
    model = pMSSL(max_epochs=5, quiet=False, lambd=1e10, gamma=1e-10, walgo='multiprocessor',
                  num_proc=48, w_epochs=50, omega_epochs=50)
    f = "/home/vandal.t/repos/pydownscale/pydownscale/test_data/testdata.pkl"
    lf = '/gss_gpfs_scratch/vandal.t/experiments/DownscaleData/newengland_MS_420_8835.pkl'
    data = pickle.load(open(lf, 'r'))
    asdm = ASDMultitask(data, model, season='JJA', ytransform=preprocessing.StandardScaler())
    asdm.train()
    out = asdm.predict(test_set=False)
    out.to_netcdf("test_data/ne_test_set.nc")
Пример #4
0
def asd_mssl():
    model = pMSSL(max_epochs=5,
                  quiet=False,
                  lambd=1e10,
                  gamma=1e-10,
                  walgo='multiprocessor',
                  num_proc=48,
                  w_epochs=50,
                  omega_epochs=50)
    f = "/home/vandal.t/repos/pydownscale/pydownscale/test_data/testdata.pkl"
    lf = '/gss_gpfs_scratch/vandal.t/experiments/DownscaleData/newengland_MS_420_8835.pkl'
    data = pickle.load(open(lf, 'r'))
    asdm = ASDMultitask(data,
                        model,
                        season='JJA',
                        ytransform=preprocessing.StandardScaler())
    asdm.train()
    out = asdm.predict(test_set=False)
    out.to_netcdf("test_data/ne_test_set.nc")