model_/__init__.py

from .segmenter import CRIS
# from .segmenter_angular import CRIS_S
from .segmenter_verbonly import CRIS_PosOnly
from .segmenter_verbonly_fin import CRIS_PosOnly_rev
from .segmenter_verbonly_hardneg import CRIS_VerbOnly
from loguru import logger

def build_segmenter_pos_rev(args):
    model = CRIS_PosOnly_rev(args)
    backbone = []
    head = []
    for k, v in model.named_parameters():
        if k.startswith('backbone') and 'positional_embedding' not in k:
            backbone.append(v)
        else:
            head.append(v)
    logger.info('Backbone with decay={}, Head={}'.format(len(backbone), len(head)))
    param_list = [{
        'params': backbone,
        'initial_lr': args.lr_multi * args.base_lr
    }, {
        'params': head,
        'initial_lr': args.base_lr
    }]
    return model, param_list

def build_segmenter_pos(args):
    model = CRIS_PosOnly(args)
    backbone = []
    head = []
    for k, v in model.named_parameters():
        if k.startswith('backbone') and 'positional_embedding' not in k:
            backbone.append(v)
        else:
            head.append(v)
    logger.info('Backbone with decay={}, Head={}'.format(len(backbone), len(head)))
    param_list = [{
        'params': backbone,
        'initial_lr': args.lr_multi * args.base_lr
    }, {
        'params': head,
        'initial_lr': args.base_lr
    }]
    return model, param_list


def build_segmenter(args):
    model = CRIS_VerbOnly(args)
    backbone = []
    head = []
    for k, v in model.named_parameters():
        if k.startswith('backbone') and 'positional_embedding' not in k:
            backbone.append(v)
        else:
            head.append(v)
    logger.info('Backbone with decay={}, Head={}'.format(len(backbone), len(head)))
    param_list = [{
        'params': backbone,
        'initial_lr': args.lr_multi * args.base_lr
    }, {
        'params': head,
        'initial_lr': args.base_lr
    }]
    return model, param_list



def build_segmenter_original(args):
    model = CRIS(args)
    backbone = []
    head = []
    for k, v in model.named_parameters():
        if k.startswith('backbone') and 'positional_embedding' not in k:
            backbone.append(v)
        else:
            head.append(v)
    logger.info('Backbone with decay={}, Head={}'.format(len(backbone), len(head)))
    param_list = [{
        'params': backbone,
        'initial_lr': args.lr_multi * args.base_lr
    }, {
        'params': head,
        'initial_lr': args.base_lr
    }]
    return model, param_list


# def build_segmenter_textaug(args):
#     model = CRIS_Wo_Noise(args)
#     backbone = []
#     head = []
#     for k, v in model.named_parameters():
#         if k.startswith('backbone') and 'positional_embedding' not in k:
#             backbone.append(v)
#         else:
#             head.append(v)
#     logger.info('Backbone with decay={}, Head={}'.format(len(backbone), len(head)))
#     param_list = [{
#         'params': backbone,
#         'initial_lr': args.lr_multi * args.base_lr
#     }, {
#         'params': head,
#         'initial_lr': args.base_lr
#     }]
#     return model, param_list