MaskClustering/utils/config.py

import argparse
from dataset.scannet import ITWDataset, ScanNetDataset, ScanNet18Dataset, ARKitDataset, ScannetPP2Dataset, ScanNet20Dataset, WildDataset, ITWDataset
from dataset.matterport import MatterportDataset
from dataset.scannetpp import ScanNetPPDataset
from dataset.demo import DemoDataset
import json

def update_args(args):
    config = args.config
    config_file = config
    if config in ['scannet', 'scannet18']:
        config_file = 'scannet'
    if config in ['scannetpp_v2_dust3r_posed', 'scannetpp_v2_dust3r_unposed']:
        config_file = config
    config_path = f'/app/MaskClustering/configs/{config_file}.json'
    with open(config_path, 'r') as f:
        config_data = json.load(f)
    for key in config_data:
        setattr(args, key, config_data[key])
    return args

def get_args():
    parser = argparse.ArgumentParser()
    parser.add_argument('--seq_name', type=str)
    parser.add_argument('--seq_name_list', type=str)
    parser.add_argument('--config', type=str, default='scannet')
    parser.add_argument('--debug', action="store_true")
    parser.add_argument('--root', type=str)
    parser.add_argument('-d', '--devices', type=int, nargs='+', default=[0, 1, 2, 3])

    args = parser.parse_args()
    args = update_args(args)
    return args

def get_dataset(args):
    if args.dataset == 'scannet':
        dataset = ScanNetDataset(args.seq_name)
    elif args.dataset == 'scannetpp_dust3r_filtered_depth':
        dataset = ScannetPP2Dataset(args.seq_name, root='data/scannetpp_dust3r_filtered_depth')
    elif args.dataset == 'wild':
        dataset = WildDataset(args.seq_name, root=args.root)
    elif args.dataset == 'itw':
        dataset = ITWDataset(args.seq_name, root='data/itw')
    elif args.dataset == 'scannetpp_dust3r_posed':
        dataset = ScannetPP2Dataset(args.seq_name, root='data/scannetpp_dust3r_posed')
    elif args.dataset == 'scannetpp_dust3r_unposed':
        dataset = ScannetPP2Dataset(args.seq_name, root='data/scannetpp_dust3r_unposed')
    elif args.dataset == 'scannetpp_v2_dust3r_posed':
        dataset = ScannetPP2Dataset(args.seq_name, root='data/scannetpp_v2_dust3r_posed')
    elif args.dataset == 'scannetpp_v2_dust3r_unposed':
        dataset = ScannetPP2Dataset(args.seq_name, root='data/scannetpp_v2_dust3r_unposed')
    elif args.dataset == 'scannetpp_mapanything_posed':
        dataset = ScannetPP2Dataset(args.seq_name, root='data/scannetpp_mapanything_posed')
    elif args.dataset == 'scannet_dust3r_posed':
        dataset = ScanNet18Dataset(args.seq_name, root='data/scannet_dust3r_posed')
    elif args.dataset == 'scannet_dust3r_unposed':
        dataset = ScanNet18Dataset(args.seq_name, root='data/scannet_dust3r_unposed')
    elif args.dataset == 'scannet_dust3r_posed_15':
        dataset = ScanNet20Dataset(args.seq_name, root='data/scannet_dust3r_posed_15')
    elif args.dataset == 'scannet_dust3r_posed_25':
        dataset = ScanNet20Dataset(args.seq_name, root='data/scannet_dust3r_posed_25')
    elif args.dataset == 'scannet_dust3r_posed_35':
        dataset = ScanNet20Dataset(args.seq_name, root='data/scannet_dust3r_posed_35')
    elif args.dataset == 'scannet_dust3r_posed_45':
        dataset = ScanNet20Dataset(args.seq_name, root='data/scannet_dust3r_posed_45')
    elif args.dataset == 'scannet_dust3r_posed_45_andrey':
        dataset = ScanNet20Dataset(args.seq_name, root='data/scannet_dust3r_posed_45_andrey')
    elif args.dataset == 'scannet_dust3r_posed_45_bulat':
        dataset = ScanNet20Dataset(args.seq_name, root='data/scannet_dust3r_posed_45_bulat')
    elif args.dataset == 'scannet_dust3r_posed_35_bulat':
        dataset = ScanNet20Dataset(args.seq_name, root='data/scannet_dust3r_posed_35_bulat')
    elif args.dataset == 'scannet_dust3r_unposed_15':
        dataset = ScanNet20Dataset(args.seq_name, root='data/scannet_dust3r_unposed_15')
    elif args.dataset == 'scannet_dust3r_unposed_25':
        dataset = ScanNet20Dataset(args.seq_name, root='data/scannet_dust3r_unposed_25')
    elif args.dataset == 'scannet_dust3r_unposed_35':
        dataset = ScanNet20Dataset(args.seq_name, root='data/scannet_dust3r_unposed_35')
    elif args.dataset == 'scannet_dust3r_unposed_45':
        dataset = ScanNet20Dataset(args.seq_name, root='data/scannet_dust3r_unposed_45')
    elif args.dataset == 'arkit_dust3r_posed':
        dataset = ARKitDataset(args.seq_name, root='data/arkit_dust3r_posed')
    elif args.dataset == 'arkit_gt':
        dataset = ARKitDataset(args.seq_name, root='data/arkit_gt')
    elif args.dataset == 'arkit_gt_train':
        dataset = ARKitDataset(args.seq_name, root='data/arkit_gt_train')
    elif args.dataset == 'arkit_vggt':
        dataset = ARKitDataset(args.seq_name, root='data/arkit_vggt')
    elif args.dataset == 'scannet18':
        dataset = ScanNet18Dataset(args.seq_name)
    elif args.dataset == 'scannetpp':
        dataset = ScanNetPPDataset(args.seq_name)
    elif args.dataset == 'matterport3d':
        dataset = MatterportDataset(args.seq_name)
    elif args.dataset == 'demo':
        dataset = DemoDataset(args.seq_name)
    else:
        print(args.dataset)
        raise NotImplementedError
    return dataset