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  1. fastai_configs.py +137 -0
fastai_configs.py ADDED
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+ conf_fastai_resnet1d18 = {'model_name': 'fastai_resnet1d18', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_resnet1d34 = {'model_name': 'fastai_resnet1d34', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_resnet1d50 = {'model_name': 'fastai_resnet1d50', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_resnet1d101 = {'model_name': 'fastai_resnet1d101', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_resnet1d152 = {'model_name': 'fastai_resnet1d152', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_resnet1d_wang = {'model_name': 'fastai_resnet1d_wang', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_wrn1d_22 = {'model_name': 'fastai_wrn1d_22', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_xresnet1d18 = {'model_name': 'fastai_xresnet1d18', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_xresnet1d34 = {'model_name': 'fastai_xresnet1d34', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_xresnet1d50 = {'model_name': 'fastai_xresnet1d50', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ # more xresnet50s
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+ conf_fastai_xresnet1d50_ep30 = {'model_name': 'fastai_xresnet1d50_ep30', 'model_type': 'FastaiModel',
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+ 'parameters': dict(epochs=30)}
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+
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+ conf_fastai_xresnet1d50_validloss_ep30 = {'model_name': 'fastai_xresnet1d50_validloss_ep30',
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+ 'model_type': 'FastaiModel',
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+ 'parameters': dict(early_stopping="valid_loss", epochs=30)}
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+
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+ conf_fastai_xresnet1d50_macroauc_ep30 = {'model_name': 'fastai_xresnet1d50_macroauc_ep30', 'model_type': 'FastaiModel',
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+ 'parameters': dict(early_stopping="macro_auc", epochs=30)}
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+
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+ conf_fastai_xresnet1d50_fmax_ep30 = {'model_name': 'fastai_xresnet1d50_fmax_ep30', 'model_type': 'FastaiModel',
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+ 'parameters': dict(early_stopping="fmax", epochs=30)}
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+
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+ conf_fastai_xresnet1d50_ep50 = {'model_name': 'fastai_xresnet1d50_ep50', 'model_type': 'FastaiModel',
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+ 'parameters': dict(epochs=50)}
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+
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+ conf_fastai_xresnet1d50_validloss_ep50 = {'model_name': 'fastai_xresnet1d50_validloss_ep50',
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+ 'model_type': 'FastaiModel',
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+ 'parameters': dict(early_stopping="valid_loss", epochs=50)}
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+
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+ conf_fastai_xresnet1d50_macroauc_ep50 = {'model_name': 'fastai_xresnet1d50_macroauc_ep50', 'model_type': 'FastaiModel',
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+ 'parameters': dict(early_stopping="macro_auc", epochs=50)}
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+
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+ conf_fastai_xresnet1d50_fmax_ep50 = {'model_name': 'fastai_xresnet1d50_fmax_ep50', 'model_type': 'FastaiModel',
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+ 'parameters': dict(early_stopping="fmax", epochs=50)}
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+
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+ conf_fastai_xresnet1d101 = {'model_name': 'fastai_xresnet1d101', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_xresnet1d152 = {'model_name': 'fastai_xresnet1d152', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_xresnet1d18_deep = {'model_name': 'fastai_xresnet1d18_deep', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_xresnet1d34_deep = {'model_name': 'fastai_xresnet1d34_deep', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_xresnet1d50_deep = {'model_name': 'fastai_xresnet1d50_deep', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_xresnet1d18_deeper = {'model_name': 'fastai_xresnet1d18_deeper', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_xresnet1d34_deeper = {'model_name': 'fastai_xresnet1d34_deeper', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_xresnet1d50_deeper = {'model_name': 'fastai_xresnet1d50_deeper', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_inception1d = {'model_name': 'fastai_inception1d', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_inception1d_input256 = {'model_name': 'fastai_inception1d_input256', 'model_type': 'FastaiModel',
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+ 'parameters': dict(input_size=256)}
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+
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+ conf_fastai_inception1d_input512 = {'model_name': 'fastai_inception1d_input512', 'model_type': 'FastaiModel',
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+ 'parameters': dict(input_size=512)}
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+
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+ conf_fastai_inception1d_input1000 = {'model_name': 'fastai_inception1d_input1000', 'model_type': 'FastaiModel',
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+ 'parameters': dict(input_size=1000)}
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+
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+ conf_fastai_inception1d_no_residual = {'model_name': 'fastai_inception1d_no_residual', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_fcn = {'model_name': 'fastai_fcn', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_fcn_wang = {'model_name': 'fastai_fcn_wang', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_schirrmeister = {'model_name': 'fastai_schirrmeister', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_sen = {'model_name': 'fastai_sen', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_basic1d = {'model_name': 'fastai_basic1d', 'model_type': 'FastaiModel',
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+ 'parameters': dict()}
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+
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+ conf_fastai_lstm = {'model_name': 'fastai_lstm', 'model_type': 'FastaiModel',
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+ 'parameters': dict(lr=1e-3)}
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+
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+ conf_fastai_gru = {'model_name': 'fastai_gru', 'model_type': 'FastaiModel',
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+ 'parameters': dict(lr=1e-3)}
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+
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+ conf_fastai_lstm_bidir = {'model_name': 'fastai_lstm_bidir', 'model_type': 'FastaiModel',
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+ 'parameters': dict(lr=1e-3)}
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+
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+ conf_fastai_gru_bidir = {'model_name': 'fastai_gru', 'model_type': 'FastaiModel',
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+ 'parameters': dict(lr=1e-3)}
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+
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+ conf_fastai_lstm_input1000 = {'model_name': 'fastai_lstm_input1000', 'model_type': 'FastaiModel',
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+ 'parameters': dict(input_size=1000, lr=1e-3)}
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+
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+ conf_fastai_gru_input1000 = {'model_name': 'fastai_gru_input1000', 'model_type': 'FastaiModel',
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+ 'parameters': dict(input_size=1000, lr=1e-3)}
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+
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+ conf_fastai_schirrmeister_input500 = {'model_name': 'fastai_schirrmeister_input500', 'model_type': 'FastaiModel',
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+ 'parameters': dict(input_size=500)}
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+
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+ conf_fastai_inception1d_input500 = {'model_name': 'fastai_inception1d_input500', 'model_type': 'FastaiModel',
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+ 'parameters': dict(input_size=500)}
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+
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+ conf_fastai_fcn_wang_input500 = {'model_name': 'fastai_fcn_wang_input500', 'model_type': 'FastaiModel',
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+ 'parameters': dict(input_size=500)}