81 lines
4.6 KiB
Python
81 lines
4.6 KiB
Python
from argparse import ArgumentParser, Namespace
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from distutils.util import strtobool
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from pathlib import Path
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NEPTUNE_API_KEY = 'eyJhcGlfYWRkcmVzcyI6Imh0dHBzOi8vdWkubmVwdHVuZS5haSIsImFwaV91cmwiOiJodHRwczovL3VpLm5lcHR1bmUu' \
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'YWkiLCJhcGlfa2V5IjoiZmI0OGMzNzUtOTg1NS00Yzg2LThjMzYtMWFiYjUwMDUyMjVlIn0='
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# Parameter Configuration
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# =============================================================================
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# Argument Parser
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_ROOT = Path(__file__).parent
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main_arg_parser = ArgumentParser(description="parser for fast-neural-style")
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# Main Parameters
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main_arg_parser.add_argument("--main_debug", type=strtobool, default=False, help="")
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main_arg_parser.add_argument("--main_eval", type=strtobool, default=True, help="")
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main_arg_parser.add_argument("--main_seed", type=int, default=69, help="")
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# Data Parameters
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main_arg_parser.add_argument("--data_class_name", type=str, default='Urban8K', help="")
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main_arg_parser.add_argument("--data_worker", type=int, default=6, help="")
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main_arg_parser.add_argument("--data_root", type=str, default='data', help="")
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main_arg_parser.add_argument("--data_use_preprocessed", type=strtobool, default=True, help="")
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main_arg_parser.add_argument("--data_n_mels", type=int, default=64, help="")
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main_arg_parser.add_argument("--data_sr", type=int, default=16000, help="")
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main_arg_parser.add_argument("--data_hop_length", type=int, default=256, help="")
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main_arg_parser.add_argument("--data_n_fft", type=int, default=512, help="")
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main_arg_parser.add_argument("--data_stretch", type=strtobool, default=True, help="")
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# Transformation Parameters
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main_arg_parser.add_argument("--data_loudness_ratio", type=float, default=0.0, help="") # 0.4
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main_arg_parser.add_argument("--data_shift_ratio", type=float, default=0.0, help="") # 0.4
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main_arg_parser.add_argument("--data_noise_ratio", type=float, default=0, help="") # 0.4
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main_arg_parser.add_argument("--data_mask_ratio", type=float, default=0.3, help="") # 0.2
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main_arg_parser.add_argument("--data_speed_amount", type=float, default=0, help="") # 0.4
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main_arg_parser.add_argument("--data_speed_min", type=float, default=0, help="") # 0.7
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main_arg_parser.add_argument("--data_speed_max", type=float, default=0, help="") # 1.7
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# Model Parameters
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# General
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main_arg_parser.add_argument("--model_type", type=str, default="HorizontalVisualTransformer", help="")
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main_arg_parser.add_argument("--model_weight_init", type=str, default="xavier_normal_", help="")
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main_arg_parser.add_argument("--model_activation", type=str, default="gelu", help="")
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main_arg_parser.add_argument("--model_bias", type=strtobool, default=True, help="")
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main_arg_parser.add_argument("--model_norm", type=strtobool, default=True, help="")
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main_arg_parser.add_argument("--model_dropout", type=float, default=0.2, help="")
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main_arg_parser.add_argument("--model_lat_dim", type=int, default=128, help="")
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main_arg_parser.add_argument("--model_features", type=int, default=64, help="")
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# CNN Specific
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main_arg_parser.add_argument("--model_filters", type=str, default="[32, 64, 128, 64]", help="")
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# Transformer Specific
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main_arg_parser.add_argument("--model_patch_size", type=int, default=3, help="")
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main_arg_parser.add_argument("--model_attn_depth", type=int, default=3, help="")
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main_arg_parser.add_argument("--model_heads", type=int, default=8, help="")
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main_arg_parser.add_argument("--model_embedding_size", type=int, default=64, help="")
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# Training Parameters
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main_arg_parser.add_argument("--train_outpath", type=str, default="output", help="")
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main_arg_parser.add_argument("--train_version", type=strtobool, required=False, help="")
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main_arg_parser.add_argument("--train_sto_weight_avg", type=strtobool, default=False, help="")
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main_arg_parser.add_argument("--train_weight_decay", type=float, default=0, help="")
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main_arg_parser.add_argument("--train_opt_reset_interval", type=int, default=0, help="")
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main_arg_parser.add_argument("--train_epochs", type=int, default=200, help="")
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main_arg_parser.add_argument("--train_batch_size", type=int, default=200, help="")
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main_arg_parser.add_argument("--train_lr", type=float, default=1e-3, help="")
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main_arg_parser.add_argument("--train_lr_warmup_steps", type=int, default=10, help="")
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main_arg_parser.add_argument("--train_num_sanity_val_steps", type=int, default=0, help="")
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# Project Parameters
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main_arg_parser.add_argument("--project_name", type=str, default=_ROOT.name, help="")
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main_arg_parser.add_argument("--project_owner", type=str, default='si11ium', help="")
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main_arg_parser.add_argument("--project_neptune_key", type=str, default=NEPTUNE_API_KEY, help="")
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if __name__ == '__main__':
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# Parse it
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args: Namespace = main_arg_parser.parse_args()
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