conf_fastai_resnet1d18 = {'modelname':'fastai_resnet1d18', 'modeltype':'fastai_model', 
    'parameters':dict()}
    
conf_fastai_resnet1d34 = {'modelname':'fastai_resnet1d34', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_resnet1d50 = {'modelname':'fastai_resnet1d50', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_resnet1d101 = {'modelname':'fastai_resnet1d101', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_resnet1d152 = {'modelname':'fastai_resnet1d152', 'modeltype':'fastai_model', 
    'parameters':dict()}
    
conf_fastai_resnet1d_wang = {'modelname':'fastai_resnet1d_wang', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_wrn1d_22 = {'modelname':'fastai_wrn1d_22', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_xresnet1d18 = {'modelname':'fastai_xresnet1d18', 'modeltype':'fastai_model', 
    'parameters':dict()}
    
conf_fastai_xresnet1d34 = {'modelname':'fastai_xresnet1d34', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_xresnet1d50 = {'modelname':'fastai_xresnet1d50', 'modeltype':'fastai_model', 
    'parameters':dict()}
    
#more xresnet50s
conf_fastai_xresnet1d50_ep30 = {'modelname':'fastai_xresnet1d50_ep30', 'modeltype':'fastai_model', 
    'parameters':dict(epochs=30)}
    
conf_fastai_xresnet1d50_validloss_ep30 = {'modelname':'fastai_xresnet1d50_validloss_ep30', 'modeltype':'fastai_model', 
    'parameters':dict(early_stopping="valid_loss",epochs=30)}
    
conf_fastai_xresnet1d50_macroauc_ep30 = {'modelname':'fastai_xresnet1d50_macroauc_ep30', 'modeltype':'fastai_model', 
    'parameters':dict(early_stopping="macro_auc",epochs=30)}
    
conf_fastai_xresnet1d50_fmax_ep30 = {'modelname':'fastai_xresnet1d50_fmax_ep30', 'modeltype':'fastai_model', 
    'parameters':dict(early_stopping="fmax",epochs=30)}
    
conf_fastai_xresnet1d50_ep50 = {'modelname':'fastai_xresnet1d50_ep50', 'modeltype':'fastai_model', 
    'parameters':dict(epochs=50)}

conf_fastai_xresnet1d50_validloss_ep50 = {'modelname':'fastai_xresnet1d50_validloss_ep50', 'modeltype':'fastai_model', 
    'parameters':dict(early_stopping="valid_loss",epochs=50)}
    
conf_fastai_xresnet1d50_macroauc_ep50 = {'modelname':'fastai_xresnet1d50_macroauc_ep50', 'modeltype':'fastai_model', 
    'parameters':dict(early_stopping="macro_auc",epochs=50)}
    
conf_fastai_xresnet1d50_fmax_ep50 = {'modelname':'fastai_xresnet1d50_fmax_ep50', 'modeltype':'fastai_model', 
    'parameters':dict(early_stopping="fmax",epochs=50)}
    

conf_fastai_xresnet1d101 = {'modelname':'fastai_xresnet1d101', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_xresnet1d152 = {'modelname':'fastai_xresnet1d152', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_xresnet1d18_deep = {'modelname':'fastai_xresnet1d18_deep', 'modeltype':'fastai_model', 
    'parameters':dict()}
    
conf_fastai_xresnet1d34_deep = {'modelname':'fastai_xresnet1d34_deep', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_xresnet1d50_deep = {'modelname':'fastai_xresnet1d50_deep', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_xresnet1d18_deeper = {'modelname':'fastai_xresnet1d18_deeper', 'modeltype':'fastai_model', 
    'parameters':dict()}
    
conf_fastai_xresnet1d34_deeper = {'modelname':'fastai_xresnet1d34_deeper', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_xresnet1d50_deeper = {'modelname':'fastai_xresnet1d50_deeper', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_inception1d = {'modelname':'fastai_inception1d', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_inception1d_input256 = {'modelname':'fastai_inception1d_input256', 'modeltype':'fastai_model', 
    'parameters':dict(input_size=256)}

conf_fastai_inception1d_input512 = {'modelname':'fastai_inception1d_input512', 'modeltype':'fastai_model', 
    'parameters':dict(input_size=512)}

conf_fastai_inception1d_input1000 = {'modelname':'fastai_inception1d_input1000', 'modeltype':'fastai_model', 
    'parameters':dict(input_size=1000)}
    

conf_fastai_inception1d_no_residual = {'modelname':'fastai_inception1d_no_residual', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_fcn = {'modelname':'fastai_fcn', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_fcn_wang = {'modelname':'fastai_fcn_wang', 'modeltype':'fastai_model', 
    'parameters':dict()}
    
conf_fastai_schirrmeister = {'modelname':'fastai_schirrmeister', 'modeltype':'fastai_model', 
    'parameters':dict()}



    
conf_fastai_sen = {'modelname':'fastai_sen', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_basic1d = {'modelname':'fastai_basic1d', 'modeltype':'fastai_model', 
    'parameters':dict()}

conf_fastai_lstm = {'modelname':'fastai_lstm', 'modeltype':'fastai_model', 
    'parameters':dict(lr=1e-3)}

conf_fastai_gru = {'modelname':'fastai_gru', 'modeltype':'fastai_model', 
    'parameters':dict(lr=1e-3)}

conf_fastai_lstm_bidir = {'modelname':'fastai_lstm_bidir', 'modeltype':'fastai_model', 
    'parameters':dict(lr=1e-3)}

conf_fastai_gru_bidir = {'modelname':'fastai_gru', 'modeltype':'fastai_model', 
    'parameters':dict(lr=1e-3)}
    
conf_fastai_lstm_input1000 = {'modelname':'fastai_lstm_input1000', 'modeltype':'fastai_model', 
    'parameters':dict(input_size=1000, lr=1e-3)}

conf_fastai_gru_input1000 = {'modelname':'fastai_gru_input1000', 'modeltype':'fastai_model', 
    'parameters':dict(input_size=1000, lr=1e-3)}


conf_fastai_schirrmeister_input500 = {'modelname':'fastai_schirrmeister_input500', 'modeltype':'fastai_model', 
    'parameters':dict(input_size=500)}

conf_fastai_inception1d_input500 = {'modelname':'fastai_inception1d_input500', 'modeltype':'fastai_model', 
    'parameters':dict(input_size=500)}

conf_fastai_fcn_wang_input500 = {'modelname':'fastai_fcn_wang_input500', 'modeltype':'fastai_model', 
    'parameters':dict(input_size=500)}