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# --------------------------------------------------------
# Reversible Column Networks
# Copyright (c) 2022 Megvii Inc.
# Licensed under The Apache License 2.0 [see LICENSE for details]
# Written by Yuxuan Cai
# --------------------------------------------------------
import torch
from models.revcol import *
def build_model(config):
model_type = config.MODEL.TYPE
##-------------------------------------- revcol tiny ----------------------------------------------------------------------------------------------------------------------#
if model_type == "revcol_tiny":
model = revcol_tiny(save_memory=config.REVCOL.SAVEMM, inter_supv=config.REVCOL.INTER_SUPV, drop_path = config.REVCOL.DROP_PATH, num_classes=config.MODEL.NUM_CLASSES, kernel_size = config.REVCOL.KERNEL_SIZE)
##-------------------------------------- revcol small ----------------------------------------------------------------------------------------------------------------------#
elif model_type == "revcol_small":
model = revcol_small(save_memory=config.REVCOL.SAVEMM, inter_supv=config.REVCOL.INTER_SUPV, drop_path = config.REVCOL.DROP_PATH, num_classes=config.MODEL.NUM_CLASSES, kernel_size = config.REVCOL.KERNEL_SIZE)
##-------------------------------------- revcol base ----------------------------------------------------------------------------------------------------------------------#
elif model_type == "revcol_base":
model = revcol_base(save_memory=config.REVCOL.SAVEMM, inter_supv=config.REVCOL.INTER_SUPV, drop_path = config.REVCOL.DROP_PATH, num_classes=config.MODEL.NUM_CLASSES , kernel_size = config.REVCOL.KERNEL_SIZE)
##-------------------------------------- revcol large ----------------------------------------------------------------------------------------------------------------------#
elif model_type == "revcol_large":
model = revcol_large(save_memory=config.REVCOL.SAVEMM, inter_supv=config.REVCOL.INTER_SUPV, drop_path = config.REVCOL.DROP_PATH, num_classes=config.MODEL.NUM_CLASSES , head_init_scale=config.REVCOL.HEAD_INIT_SCALE, kernel_size = config.REVCOL.KERNEL_SIZE)
##-------------------------------------- revcol xlarge ----------------------------------------------------------------------------------------------------------------------#
elif model_type == "revcol_xlarge":
model = revcol_xlarge(save_memory=config.REVCOL.SAVEMM, inter_supv=config.REVCOL.INTER_SUPV, drop_path = config.REVCOL.DROP_PATH, num_classes=config.MODEL.NUM_CLASSES , head_init_scale=config.REVCOL.HEAD_INIT_SCALE, kernel_size = config.REVCOL.KERNEL_SIZE)
else:
raise NotImplementedError(f"Unkown model: {model_type}")
return model
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