def inst_mt_res18_faster(args): args = basic_setting(args) args = basic_mean_teacher(args) args = bs_128_setting(args) args = basic_inst_setting(args) args = mt_fst_ramp_down_setting(args) args.network_func = 'get_mean_teacher_and_inst_resnet_18' return args
def res18_cmb_rp_inst(args): args = shared_sts.basic_setting(args) args = save_setting(args) args = shared_sts.bs_64_setting(args) args = cmb_rp_inst_setting(args) args.expId = 'cmb_rp_inst' args.lr_boundaries = '2500011' return args
def mt_part3_res18(args): args = basic_setting(args) args = basic_mean_teacher(args) args = bs_128_setting(args) args = mt_fst_ramp_down_setting(args) args.whichimagenet = 'part3' args.expId = 'mt_part3_res18' return args
def mt_part10_res18_inst(args): args = basic_setting(args) args = basic_mean_teacher(args) args = bs_128_setting(args) args = mt_fst_ramp_down_setting(args) args = mt_load_from_inst(args) args.whichimagenet = 'part10' args.expId = 'mt_part10_res18_inst' return args
def imagenet_instance_setting_res101_3blk(args): args = basic_setting(args) args = basic_instance_setting(args) args.valinum = 250 args.valbatchsize = 200 args.whichimagenet = 'full_widx' args.network_func = 'get_resnet_101_3blk' args.network_func_kwargs = '{"num_cat": 128}' return args
def res18_ir_depth(args): args = shared_sts.basic_setting(args) args = basic_inst_setting(args) args = save_setting(args) args = shared_sts.bs_64_less_save_setting(args) args.network_func = 'combine_irla_others.get_resnet18_inst_and_depth' args.dataconfig = 'dataset_config_pbrimage.cfg' args.expId = 'ir_depth' args.lr_boundaries = '1300011' return args
def infant_instance_setting(args): args = basic_setting(args) args = basic_instance_setting(args) args.valinum = 123 args.valbatchsize = 100 args.whichimagenet = 'full_new_widx' args.instance_data_len = 305228 args.network_func = 'get_resnet_18' args.network_func_kwargs = '{"num_cat": 128}' return args
def mean_teacher_res18(args): args = basic_setting(args) args = basic_mean_teacher(args) args = bs_128_setting(args) args.weight_decay = 1e-4 args.init_lr = 0.03 args.network_func = 'get_mean_teacher_resnet_18' args.dbname = 'combine_instance' args.expId = 'res18_mt_0' return args
def res18_ir_cate_separate_bn(args): args = shared_sts.basic_setting(args) args = basic_la_cate_setting(args) args = save_setting(args) args = shared_sts.bs_256_less_save_setting(args) args.network_func = 'get_resnet_18_cate_inst_branch2' args.dataconfig = 'dataset_task_config_image_cate_ir_branch2.json' args.expId = 'ir_cate_bn' args.lr_boundaries = "500000,800000,960000" args.ignorebname_new = 0 return args
def res18_ir(args): args = shared_sts.basic_setting(args) args = basic_inst_setting(args) args = save_setting(args) args = shared_sts.bs_128_less_save_setting(args) args.network_func = 'get_resnet_18' args.network_func_kwargs = '{"num_cat": 128}' args.dataconfig = 'dataset_config_image.cfg' args.expId = 'ir' args.lr_boundaries = '1780011,2400011' return args
def inst_and_mt_rmp_dwn_res18(args): args = basic_setting(args) args = basic_mean_teacher(args) args = bs_128_setting(args) args = basic_inst_setting(args) args.dbname = 'combine_instance' args.expId = 'inst_and_mt_rmp_dwn_res18' args.network_func = 'get_mean_teacher_and_inst_resnet_18' args.mt_ramp_down = 1 args.mt_ramp_down_epoch = 110 args.target_lr = 0.0125 return args
def res18_encode1to3_frm_cate(args): args = shared_sts.basic_setting(args) args = basic_inst_setting(args) args = save_setting(args) args = shared_sts.bs_128_less_save_setting(args) args.dataconfig = 'dataset_config_image.cfg' args.expId = 'encode1to3_frm_cate_fx' args = load_from_inst_prep_res18_cate(args) args.network_func = 'combine_irla_others.get_resnet_18_fx_encdX' # Uncomment for beginning args.load_param_dict = get_fx_encode1toX_param_dict_from_cate_model() args.lr_boundaries = '1780011,2400011' return args
def res18_la_cate(args): args = shared_sts.basic_setting(args) args = basic_la_cate_setting(args) args = save_setting(args) args = shared_sts.bs_256_less_save_setting(args) args.dataconfig = 'dataset_task_config_image_la_cate.json' args = load_from_res18_ir_cate(args) args.loadstep = 50050 args.expId = 'la_cate' # Uncomment for beginning #args.load_param_dict = get_load_param_dict_ir2la() args.lr_boundaries = '1040011,1550011' return args
def inst_and_mean_teacher_res18(args): args = basic_setting(args) args = basic_mean_teacher(args) args = bs_128_setting(args) args = basic_inst_setting(args) args.dbname = 'combine_instance' args.expId = 'res18_inst_mt_cont' args.network_func = 'get_mean_teacher_and_inst_resnet_18' args.lr_boundaries = "480000" args.loadexpId = 'res18_inst_mt_1' args.loadstep = 480480 return args
def res18_la(args): args = shared_sts.basic_setting(args) args = basic_la_setting(args) args = save_setting(args) args = shared_sts.bs_128_less_save_setting(args) args.dataconfig = 'dataset_task_config_image_la.json' args = load_from_inst_prep_res18_ir(args) args.loadstep = 100000 args.expId = 'la' # Uncomment for beginning #args.load_param_dict = get_load_param_dict_ir2la() args.lr_boundaries = '1740011,2400011' return args
def mt_part10_res50(args): args = basic_setting(args) args = basic_mean_teacher(args) args = bs_128_setting(args) args = mt_fst_ramp_down_setting(args) args.whichimagenet = 'part10' args.expId = 'mt_part10_res50_fx' args.nport = 27006 args.network_func = 'get_mean_teacher_resnet_50' args.mt_ramp_down_epoch = 120 args.fre_filter = 100100 args.fre_cache_filter = 10010 return args
def res18_encode1_frm_cat(args): args = shared_sts.basic_setting(args) args = basic_inst_setting(args) args = save_setting(args) args = shared_sts.bs_128_less_save_setting(args) args.dataconfig = 'dataset_config_image.cfg' args.expId = 'encode1_frm_cat' args = load_from_inst_prep_res18_cate(args) args.network_func = 'combine_irla_others.get_resnet_18_fx_encd1' # Uncomment for beginning #args.load_param_dict = '{"encode1/weights": "inst_encode1/weights", "encode1/bias": "inst_encode1/bias"}' args.lr_boundaries = '1780011,2400011' return args
def inst_and_cate_res18(args): args = basic_setting(args) args.init_type = 'variance_scaling_initializer' args.tpu_flag = 1 args.weight_decay = 1e-4 args.imgnt_w_idx = True args.whichopt = 0 args.dataconfig = 'dataset_task_config_image_ir_cate.json' args.init_lr = 0.03 args.lr_boundaries = "500000,800000,960000" args.network_func = 'get_resnet_18_inst_and_cate' args.valinum = 250 args.valbatchsize = 200 args.whichimagenet = 'full_widx' args.batchsize = 256 args.dbname = 'combine_instance' args.expId = 'res18_inst_cate_1' args.fre_filter = 10010 args.fre_valid = 5005 return args