Repository: yyliu01/PS-MT
Branch: main
Commit: 058cdc3bd8fe
Files: 102
Total size: 18.9 MB

Directory structure:
gitextract_egx_o8ha/

├── CityCode/
│   ├── Base/
│   │   ├── base_dataloader.py
│   │   ├── base_dataset.py
│   │   ├── base_model.py
│   │   └── base_trainer.py
│   ├── DataLoader/
│   │   ├── city.py
│   │   └── city_splits/
│   │       ├── 1488_train_supervised.txt
│   │       ├── 1488_train_unsupervised.txt
│   │       ├── 186_train_supervised.txt
│   │       ├── 186_train_unsupervised.txt
│   │       ├── 372_train_supervised.txt
│   │       ├── 372_train_unsupervised.txt
│   │       ├── 744_train_supervised.txt
│   │       ├── 744_train_unsupervised.txt
│   │       └── val.txt
│   ├── Model/
│   │   └── Deeplabv3_plus/
│   │       ├── Backbones/
│   │       │   ├── pretrained/
│   │       │   │   ├── .gitkeep
│   │       │   │   └── nil
│   │       │   └── resnet.py
│   │       ├── EntireModel.py
│   │       ├── encoder_decoder.py
│   │       └── resnet.py
│   ├── Utils/
│   │   ├── conv_2_5d.py
│   │   ├── helpers.py
│   │   ├── logger.py
│   │   ├── losses.py
│   │   ├── lr_scheduler.py
│   │   ├── metrics.py
│   │   ├── pyt_utils.py
│   │   ├── ramps.py
│   │   ├── sliding_evaluator.py
│   │   └── tensor_board.py
│   ├── configs/
│   │   └── config_deeplab_v3+.json
│   ├── dgx/
│   │   └── download_to_pvc.py
│   ├── main.py
│   └── train.py
├── LICENSE.md
├── README.md
├── VocCode/
│   ├── Base/
│   │   ├── base_dataloader.py
│   │   ├── base_dataset.py
│   │   ├── base_model.py
│   │   └── base_trainer.py
│   ├── DataLoader/
│   │   ├── voc.py
│   │   └── voc_splits/
│   │       ├── 13230_train_supervised.txt
│   │       ├── 13230_train_unsupervised.txt
│   │       ├── 1323_train_supervised.txt
│   │       ├── 1323_train_unsupervised.txt
│   │       ├── 1464_train_supervised.txt
│   │       ├── 1464_train_unsupervised.txt
│   │       ├── 183_train_supervised.txt
│   │       ├── 183_train_unsupervised.txt
│   │       ├── 26460_train_supervised.txt
│   │       ├── 26460_train_unsupervised.txt
│   │       ├── 2646_train_supervised.txt
│   │       ├── 2646_train_unsupervised.txt
│   │       ├── 366_train_supervised.txt
│   │       ├── 366_train_unsupervised.txt
│   │       ├── 52910_train_supervised.txt
│   │       ├── 52910_train_unsupervised.txt
│   │       ├── 5291_train_supervised.txt
│   │       ├── 5291_train_unsupervised.txt
│   │       ├── 6620_train_supervised.txt
│   │       ├── 6620_train_unsupervised.txt
│   │       ├── 662_train_supervised.txt
│   │       ├── 662_train_unsupervised.txt
│   │       ├── 732_train_supervised.txt
│   │       ├── 732_train_unsupervised.txt
│   │       ├── 92_train_supervised.txt
│   │       ├── 92_train_unsupervised.txt
│   │       ├── boxes.json
│   │       ├── classes.json
│   │       ├── split_reminder.txt
│   │       └── val.txt
│   ├── Model/
│   │   └── Deeplabv3_plus/
│   │       ├── Backbones/
│   │       │   ├── pretrained/
│   │       │   │   ├── .gitkeep
│   │       │   │   └── nil
│   │       │   └── resnet.py
│   │       ├── EntireModel.py
│   │       ├── encoder_decoder.py
│   │       └── resnet.py
│   ├── Utils/
│   │   ├── conv_2_5d.py
│   │   ├── helpers.py
│   │   ├── logger.py
│   │   ├── losses.py
│   │   ├── lr_scheduler.py
│   │   ├── metrics.py
│   │   ├── pyt_utils.py
│   │   ├── ramps.py
│   │   └── tensor_board.py
│   ├── configs/
│   │   └── config_deeplab_v3+.json
│   ├── dgx/
│   │   └── download_to_pvc.py
│   ├── inference.py
│   ├── main.py
│   └── train.py
├── docs/
│   ├── before_start.md
│   └── installation.md
├── k8s_launch/
│   ├── Dockerfile
│   ├── jobs/
│   │   ├── ept_dgx_runner_city_deep_res101.yml
│   │   └── ept_dgx_runner_voc_deep_res101.yml
│   └── requirements.txt
├── ps-mt.yml
└── scripts/
    ├── train_city.sh
    ├── train_voc_aug.sh
    ├── train_voc_blender.sh
    └── train_voc_hq.sh

================================================
FILE CONTENTS
================================================

================================================
FILE: CityCode/Base/base_dataloader.py
================================================
import numpy as np
from copy import deepcopy
import torch
from torch.utils.data import DataLoader
from torch.utils.data.sampler import SubsetRandomSampler


class BaseDataLoader(DataLoader):
    def __init__(self, dataset, batch_size, shuffle, num_workers, val_split=0.0, sampler=None):
        self.shuffle = shuffle
        self.dataset = dataset
        self.nbr_examples = len(dataset)
        self.drop_last = False
        if sampler is not None:
            self.shuffle = False
            self.drop_last = True

        self.init_kwargs = {
            'dataset': self.dataset,
            'drop_last': self.drop_last,
            'batch_size': batch_size,
            'shuffle': self.shuffle,
            'num_workers': num_workers,
            'pin_memory': True
        }
        super(BaseDataLoader, self).__init__(sampler=sampler, **self.init_kwargs)

    def _split_sampler(self, split):
        if split == 0.0:
            return None, None

        self.shuffle = False

        split_indx = int(self.nbr_examples * split)
        np.random.seed(0)

        indxs = np.arange(self.nbr_examples)
        np.random.shuffle(indxs)
        train_indxs = indxs[split_indx:]
        val_indxs = indxs[:split_indx]
        self.nbr_examples = len(train_indxs)

        train_sampler = SubsetRandomSampler(train_indxs)
        val_sampler = SubsetRandomSampler(val_indxs)
        return train_sampler, val_sampler

    def get_val_loader(self):
        if self.val_sampler is None:
            return None
        return DataLoader(sampler=self.val_sampler, **self.init_kwargs)


================================================
FILE: CityCode/Base/base_dataset.py
================================================
import random
import numpy as np
import cv2
import torch
from torch.utils.data import Dataset
from PIL import Image
from torchvision import transforms


class BaseDataSet(Dataset):
    def __init__(self, data_dir, split, mean, std, ignore_index, base_size=None, augment=True, val=False,
                 jitter=False, use_weak_lables=False, weak_labels_output=None, crop_size=None, scale=False, flip=False,
                 rotate=False,
                 blur=False, return_id=False, n_labeled_examples=None):

        self.root = data_dir
        self.split = split
        self.mean = mean
        self.std = std
        self.augment = augment
        self.crop_size = crop_size
        self.jitter = jitter
        self.image_padding = (np.array(mean) * 255.).tolist()
        self.ignore_index = ignore_index
        self.return_id = return_id
        self.n_labeled_examples = n_labeled_examples
        self.val = val

        self.use_weak_lables = use_weak_lables
        self.weak_labels_output = weak_labels_output

        if self.augment:
            self.base_size = base_size
            self.scale = scale
            self.flip = flip
            self.rotate = rotate
            self.blur = blur

        self.jitter_tf = transforms.ColorJitter(brightness=0.1, contrast=0.1, saturation=0.1, hue=0.1)
        self.to_tensor = transforms.ToTensor()
        self.normalize = transforms.Normalize(mean, std)

        self.files = []
        self._set_files()

    def _set_files(self):
        raise NotImplementedError

    def _load_data(self, index):
        raise NotImplementedError

    def _rotate(self, image, label):
        # Rotate the image with an angle between -10 and 10
        h, w, _ = image.shape
        angle = random.randint(-10, 10)
        center = (w / 2, h / 2)
        rot_matrix = cv2.getRotationMatrix2D(center, angle, 1.0)
        image = cv2.warpAffine(image, rot_matrix, (w, h), flags=cv2.INTER_CUBIC)  # , borderMode=cv2.BORDER_REFLECT)
        label = cv2.warpAffine(label, rot_matrix, (w, h), flags=cv2.INTER_NEAREST)  # ,  borderMode=cv2.BORDER_REFLECT)
        return image, label

    def _crop(self, image, label):
        # Padding to return the correct crop size
        if (isinstance(self.crop_size, list) or isinstance(self.crop_size, tuple)) and len(self.crop_size) == 2:
            crop_h, crop_w = self.crop_size
        elif isinstance(self.crop_size, int):
            crop_h, crop_w = self.crop_size, self.crop_size
        else:
            raise ValueError

        h, w, _ = image.shape
        pad_h = max(crop_h - h, 0)
        pad_w = max(crop_w - w, 0)
        pad_kwargs = {
            "top": 0,
            "bottom": pad_h,
            "left": 0,
            "right": pad_w,
            "borderType": cv2.BORDER_CONSTANT, }
        if pad_h > 0 or pad_w > 0:
            image = cv2.copyMakeBorder(image, value=self.image_padding, **pad_kwargs)
            label = cv2.copyMakeBorder(label, value=self.ignore_index, **pad_kwargs)

        # Cropping 
        h, w, _ = image.shape
        start_h = random.randint(0, h - crop_h)
        start_w = random.randint(0, w - crop_w)
        end_h = start_h + crop_h
        end_w = start_w + crop_w
        image = image[start_h:end_h, start_w:end_w]
        label = label[start_h:end_h, start_w:end_w]
        return image, label

    def _flip(self, image, label):
        # Random H flip
        if random.random() > 0.5:
            image = np.fliplr(image).copy()
            label = np.fliplr(label).copy()
        return image, label

    def _resize(self, image, label, bigger_side_to_base_size=True):
        if isinstance(self.base_size, int):
            h, w, _ = image.shape
            if self.scale:
                longside = random.randint(int(self.base_size * 0.5), int(self.base_size * 2.0))
                # longside = random.randint(int(self.base_size*0.5), int(self.base_size*1))
            else:
                longside = self.base_size

            if bigger_side_to_base_size:
                h, w = (longside, int(1.0 * longside * w / h + 0.5)) if h > w else (
                int(1.0 * longside * h / w + 0.5), longside)
            else:
                h, w = (longside, int(1.0 * longside * w / h + 0.5)) if h < w else (
                int(1.0 * longside * h / w + 0.5), longside)
            image = np.asarray(Image.fromarray(np.uint8(image)).resize((w, h), Image.BICUBIC))
            label = cv2.resize(label, (w, h), interpolation=cv2.INTER_NEAREST)
            return image, label

        elif (isinstance(self.base_size, list) or isinstance(self.base_size, tuple)) and len(self.base_size) == 2:
            h, w, _ = image.shape
            if self.scale:
                scale = random.random() * 1.5 + 0.5  # Scaling between [0.5, 2]
                h, w = int(self.base_size[0] * scale), int(self.base_size[1] * scale)
            else:
                h, w = self.base_size
            image = np.asarray(Image.fromarray(np.uint8(image)).resize((w, h), Image.BICUBIC))
            label = cv2.resize(label, (w, h), interpolation=cv2.INTER_NEAREST)
            return image, label

        else:
            raise ValueError
    
    @staticmethod
    def data_aug(images, flag="weak"):
        kernel_size = int(random.random() * 4.95)
        kernel_size = kernel_size + 1 if kernel_size % 2 == 0 else kernel_size
        blurring_image = transforms.GaussianBlur(kernel_size, sigma=(0.1, 2.0))
        color_jitter = transforms.ColorJitter(brightness=0.5, contrast=0.5, saturation=0.5, hue=0.25)
        mean = [0.485, 0.456, 0.406]
        std = [0.229, 0.224, 0.225]
        normalize = transforms.Normalize(mean, std)
        to_tensor = transforms.ToTensor()

        weak_aug = normalize(to_tensor(images))
        if flag == "weak":
            return weak_aug
        # strong_aug = normalize(to_tensor(color_jitter(images)))
        strong_aug = images
        if random.random() < 0.8:
            strong_aug = color_jitter(strong_aug)
        strong_aug = transforms.RandomGrayscale(p=0.2)(strong_aug)

        if random.random() < 0.5:
            strong_aug = blurring_image(strong_aug)

        strong_aug = normalize(to_tensor(strong_aug))
        return weak_aug, strong_aug

    def _val_augmentation(self, image, label):
        if self.base_size is not None:
            image, label = self._resize(image, label)
            image = self.normalize(self.to_tensor(Image.fromarray(np.uint8(image))))
            return image, label

        image = self.normalize(self.to_tensor(Image.fromarray(np.uint8(image))))
        return image, label

    def _augmentation(self, image, label):
        h, w, _ = image.shape

        if self.base_size is not None:
            image, label = self._resize(image, label)

        if self.crop_size is not None:
            image, label = self._crop(image, label)

        if self.flip:
            image, label = self._flip(image, label)

        image = Image.fromarray(np.uint8(image))
        # image = self.jitter_tf(image) if self.jitter else image
        
        # return self.normalize(self.to_tensor(image)), label
        image_wk, image_str = self.data_aug(image, flag="both")
        return image_wk, image_str, label

    def __len__(self):
        return len(self.files)

    def __getitem__(self, index):
        image, label, image_id = self._load_data(index)
        if self.val:
            image, label = self._val_augmentation(image, label)
            label = torch.from_numpy(np.array(label, dtype=np.int32)).long()
            return image,label
        elif self.augment:
            image_wk, image_str, label = self._augmentation(image, label)
            label = torch.from_numpy(np.array(label, dtype=np.int32)).long()
            return image_wk, image_str, label
        else:
            return None

    def __repr__(self):
        fmt_str = "Dataset: " + self.__class__.__name__ + "\n"
        fmt_str += "    # data: {}\n".format(self.__len__())
        fmt_str += "    Split: {}\n".format(self.split)
        fmt_str += "    Root: {}".format(self.root)
        return fmt_str


================================================
FILE: CityCode/Base/base_model.py
================================================
import logging
import torch.nn as nn
import numpy as np


class BaseModel(nn.Module):
    def __init__(self):
        super(BaseModel, self).__init__()
        self.logger = logging.getLogger(self.__class__.__name__)

    def forward(self):
        raise NotImplementedError

    def summary(self):
        model_parameters = filter(lambda p: p.requires_grad, self.parameters())
        nbr_params = sum([np.prod(p.size()) for p in model_parameters])
        self.logger.info(f'Nbr of trainable parameters: {nbr_params}')

    def __str__(self):
        model_parameters = filter(lambda p: p.requires_grad, self.parameters())
        nbr_params = int(sum([np.prod(p.size()) for p in model_parameters]))
        return f'\nNbr of trainable parameters: {nbr_params}'
        # return super(BaseModel, self).__str__() + f'\nNbr of trainable parameters: {nbr_params}'


================================================
FILE: CityCode/Base/base_trainer.py
================================================
import os
import json
import torch
from Utils import helpers
import Utils.lr_scheduler as lr_scheduler
from torch.nn.parallel import DistributedDataParallel as DDP
import torch.distributed as dist
from itertools import chain
from Utils.helpers import group_weight, init_weight
# from dgx.download_to_pvc import *

bn_eps = 1e-5
bn_momentum = 0.1
# from utils.htmlwriter import HTML


def get_instance(module, name, config, *args):
    return getattr(module, config[name]['type'])(*args, **config[name]['args'])


class BaseTrainer:
    def __init__(self, model, config, iters_per_epoch, train_logger=None, args=None):
        self.model = model
        self.config = config
        self.args = args
        self.do_validation = self.config['trainer']['val']
        self.start_epoch = 1
        # SETTING THE DEVICE
        if self.args.local_rank <= 0:
            self.logger = train_logger
            self.logger.critical(
                "distributed data parallel training: {}".format(str("on" if args.ddp is True
                                                                    else "off")))
        if self.args.ddp:
            torch.cuda.set_device(self.args.local_rank)
            self.model.cuda(self.args.local_rank)
            if self.args.architecture == 'deeplabv3+':
                init_weight(model.encoder1.business_layer, torch.nn.init.kaiming_normal_,
                            torch.nn.BatchNorm2d, bn_eps, bn_momentum,
                            mode='fan_in', nonlinearity='relu')
                init_weight(model.encoder2.business_layer, torch.nn.init.kaiming_normal_,
                            torch.nn.BatchNorm2d, bn_eps, bn_momentum,
                            mode='fan_in', nonlinearity='relu')
                init_weight(model.decoder1.business_layer, torch.nn.init.kaiming_normal_,
                            torch.nn.BatchNorm2d, bn_eps, bn_momentum,
                            mode='fan_in', nonlinearity='relu')
                init_weight(model.decoder2.business_layer, torch.nn.init.kaiming_normal_,
                            torch.nn.BatchNorm2d, bn_eps, bn_momentum,
                            mode='fan_in', nonlinearity='relu')
            
            self.model = torch.nn.SyncBatchNorm.convert_sync_batchnorm(self.model)

            self.model = DDP(self.model, device_ids=[self.args.local_rank], find_unused_parameters=True)
        else:
            # SETTING THE DEVICE
            self.device, availble_gpus = self._get_available_devices(self.config['n_gpu'])
            self.model = torch.nn.DataParallel(self.model, device_ids=availble_gpus)

        # CONFIGS
        cfg_trainer = self.config['trainer']
        self.epochs = cfg_trainer['epochs']
        self.save_period = cfg_trainer['save_period']

        if args.architecture == "psp":
            # OPTIMIZER 1
            trainable_params1 = [{'params': filter(lambda p: p.requires_grad, self.model.module.get_other_params(id=1)),
                                  'lr': config['optimizer']['args']['lr']},
                                 {'params': filter(lambda p: p.requires_grad, self.model.module.get_backbone_params(id=1)),
                                  'lr': config['optimizer']['args']['lr']}]

            self.optimizer1 = get_instance(torch.optim, 'optimizer', config, trainable_params1)

            # OPTIMIZER 2
            trainable_params2 = [{'params': filter(lambda p: p.requires_grad, self.model.module.get_other_params(id=2)),
                                  'lr': config['optimizer']['args']['lr']},
                                 {'params': filter(lambda p: p.requires_grad, self.model.module.get_backbone_params(id=2)),
                                  'lr': config['optimizer']['args']['lr']}]

            self.optimizer2 = get_instance(torch.optim, 'optimizer', config, trainable_params2)

            # OPTIMIZER STUDENT
            trainable_params_s = [{'params': filter(lambda p: p.requires_grad, self.model.module.get_other_params(id=3)),
                                   'lr': config['optimizer']['args']['lr']},
                                  {'params': filter(lambda p: p.requires_grad, self.model.module.get_backbone_params(id=3)),
                                   'lr': config['optimizer']['args']['lr']}]

            self.optimizer_s = get_instance(torch.optim, 'optimizer', config, trainable_params_s)
        else:
            norm_layer = torch.nn.BatchNorm2d if not args.ddp else torch.nn.SyncBatchNorm
            params_list_1 = []
            params_list_1 = group_weight(params_list_1, model.encoder1.backbone,
                                         norm_layer, config['optimizer']['args']['lr'])

            for module in chain(model.encoder1.business_layer, model.decoder1.business_layer):
                params_list_1 = group_weight(params_list_1, module, norm_layer,
                                             config['optimizer']['args']['lr'])

            params_list_2 = []
            params_list_2 = group_weight(params_list_2, model.encoder2.backbone,
                                         norm_layer, config['optimizer']['args']['lr'])

            for module in chain(model.encoder2.business_layer, model.decoder2.business_layer):
                params_list_2 = group_weight(params_list_2, module, norm_layer,
                                             config['optimizer']['args']['lr'])

            params_list_s = []
            params_list_s = group_weight(params_list_s, model.encoder_s.backbone,
                                         norm_layer, config['optimizer']['args']['lr'])

            for module in chain(model.encoder_s.business_layer, model.decoder_s.business_layer):
                params_list_s = group_weight(params_list_s, module, norm_layer,
                                             config['optimizer']['args']['lr'])

            self.optimizer1 = get_instance(torch.optim, 'optimizer', config, params_list_1)
            self.optimizer2 = get_instance(torch.optim, 'optimizer', config, params_list_2)
            self.optimizer_s = get_instance(torch.optim, 'optimizer', config, params_list_s)

        self.lr_scheduler_s = getattr(lr_scheduler, config['lr_scheduler'])(optimizer=self.optimizer_s,
                                                                            num_epochs=self.epochs,
                                                                            iters_per_epoch=iters_per_epoch)

        self.warm_up_epoch = config['model']['warm_up_epoch']
        # MONITORING
        self.mnt_current = .0

        # CHECKPOINTS
        run_name = config['experim_name']
        self.checkpoint_dir = os.path.join(cfg_trainer['save_dir'], run_name)
        if self.args.local_rank <= 0:
            helpers.dir_exists(self.checkpoint_dir)
            config_save_path = os.path.join(self.checkpoint_dir, 'config.json')
            with open(config_save_path, 'w') as handle:
                json.dump(self.config, handle, indent=4, sort_keys=True)
        if self.args.ddp:
            dist.barrier()

    def train(self):
        if self.start_epoch <= self.warm_up_epoch:
            for epoch in range(0, self.warm_up_epoch):
                _ = self._warm_up(epoch, id=1)
                _ = self._warm_up(epoch, id=2)
                _ = self._warm_up(epoch, id=3)
                if epoch == self.warm_up_epoch-1:
                    del self.optimizer1
                    del self.optimizer2
        self.model.module.freeze_teachers_parameters()
        for epoch in range(self.start_epoch, self.epochs + 1):
            curr_id = 1 if epoch % 2 != 0 else 2
            _ = self._train_epoch(epoch, id=curr_id)
            if self.args.ddp:
                dist.barrier()

            if epoch % self.config['trainer']['val_per_epochs'] == 0 or \
                    epoch > int(3/4 * (self.epochs+1)):
                results = self._valid_epoch(max(0, epoch))
                if self.args.local_rank <= 0:
                    self.logger.info('\n\n')
                    for k, v in results.items():
                        self.logger.info(f'         {str(k):15s}: {v}')
                    self.mnt_current = results["Mean_IoU"]
            else:
                continue

            # SAVE CHECKPOINT
            if epoch % self.save_period == 0 and self.args.local_rank <= 0:
                self._save_checkpoint(epoch)
            if self.args.ddp:
                dist.barrier()

    def _save_checkpoint(self, epoch, name=""):
        state = {
            'arch': type(self.model).__name__,
            'epoch': epoch,
            'state_dict': self.model.module.state_dict(),
            'monitor_best': self.mnt_current,
            'args': self.args
        }
        ckpt_name = str(self.args.labeled_examples) + '_mIoU_{}_model{}_e{}.pth'.format(str(state['monitor_best']), str(name), str(epoch))
        filename = os.path.join(self.checkpoint_dir, ckpt_name)
        self.logger.info('\nSaving a checkpoint: {} ...'.format(str(filename)))
        torch.save(state, filename)
        """
        pvc_dir = os.path.join("yy", "exercise_1", self.args.architecture,
                               "resnet{}_ckpt".format(str(self.args.backbone)), "city_cvpr_final",
                                                      str(self.args.labeled_examples))

        upload_checkpoint(local_path=self.checkpoint_dir, prefix=pvc_dir, checkpoint_filepath=ckpt_name)
        self.logger.info("Uploading current ckpt: mIoU_{}_model.pth to {}".format(str(state['monitor_best']), 
                                                                                  pvc_dir))
        """
        
    def _get_available_devices(self, n_gpu):
        sys_gpu = torch.cuda.device_count()
        if sys_gpu == 0:
            self.logger.warning('No GPUs detected, using the CPU')
            n_gpu = 0
        elif n_gpu > sys_gpu:
            self.logger.warning(f'Nbr of GPU requested is {n_gpu} but only {sys_gpu} are available')
            n_gpu = sys_gpu

        device = torch.device('cuda:0' if n_gpu > 0 else 'cpu')
        self.logger.info(f'Detected GPUs: {sys_gpu} Requested: {n_gpu}')
        available_gpus = list(range(n_gpu))
        return device, available_gpus

    def _train_epoch(self, epoch, id):
        raise NotImplementedError

    def _valid_epoch(self, epoch):
        raise NotImplementedError

    def _eval_metrics(self, output, target):
        raise NotImplementedError

    def _warm_up(self, epoch, id):
        raise NotImplementedError



================================================
FILE: CityCode/DataLoader/city.py
================================================
from Base.base_dataset import BaseDataSet
from Base.base_dataloader import BaseDataLoader

import numpy as np
import os
import torch
from PIL import Image
from torch.utils.data import Dataset


class CityDataset(BaseDataSet):
    def __init__(self, ddp_training, dgx, **kwargs):
        self.num_classes = 19
        self.ddp_training = ddp_training
        self.dgx = dgx
        # self.palette = get_voc_pallete(self.num_classes)
        super(CityDataset, self).__init__(**kwargs)

    def _set_files(self):
        # self.root = os.path.join(self.root, 'VOCdevkit/VOC2012')
        prefix = "CityCode"
        if self.split == "val":
            file_list = os.path.join(prefix, "DataLoader/city_splits", f"{self.split}" + ".txt")
        elif self.split in ["train_supervised", "train_unsupervised"]:
            file_list = os.path.join(prefix, "DataLoader/city_splits", f"{self.n_labeled_examples}_{self.split}" + ".txt")
        else:
            raise ValueError(f"Invalid split name {self.split}")

        file_list = [line.rstrip().split(' ') for line in tuple(open(file_list, "r"))]
        self.files, self.labels = list(zip(*file_list))

    def _load_data(self, index):
        image_path = os.path.join(self.root, self.files[index][1:])
        image = np.asarray(Image.open(image_path), dtype=np.float32)
        image_id = self.files[index].split("/")[-1].split(".")[0]
        if self.use_weak_lables:
            label_path = os.path.join(self.weak_labels_output, image_id + ".png")
        else:
            label_path = os.path.join(self.root, self.labels[index][1:])
        label = np.asarray(Image.open(label_path), dtype=np.int32)
        return image, label, image_id


class City(BaseDataLoader):
    def __init__(self, kwargs, ddp_training=False, dgx=False):
        self.MEAN = [0.485, 0.456, 0.406]
        self.STD = [0.229, 0.224, 0.225]
        self.batch_size = kwargs.pop('batch_size')
        kwargs['mean'] = self.MEAN
        kwargs['std'] = self.STD
        kwargs['ignore_index'] = 255
        try:
            shuffle = kwargs.pop('shuffle')
        except:
            shuffle = False
        num_workers = kwargs.pop('num_workers')
        self.dataset = CityDataset(ddp_training, **kwargs, dgx=dgx)
        if ddp_training:
            train_sampler = torch.utils.data.distributed.DistributedSampler(self.dataset)
        else:
            train_sampler = None
        super(City, self).__init__(self.dataset, self.batch_size, shuffle, num_workers, val_split=None,
                                   sampler=train_sampler)


================================================
FILE: CityCode/DataLoader/city_splits/1488_train_supervised.txt
================================================
/images/city_gt_fine/train/jena_000078_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000078_000019_gtFine.png
/images/city_gt_fine/train/jena_000055_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000055_000019_gtFine.png
/images/city_gt_fine/train/jena_000001_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000001_000019_gtFine.png
/images/city_gt_fine/train/jena_000114_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000114_000019_gtFine.png
/images/city_gt_fine/train/jena_000021_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000021_000019_gtFine.png
/images/city_gt_fine/train/jena_000058_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000058_000019_gtFine.png
/images/city_gt_fine/train/jena_000016_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000016_000019_gtFine.png
/images/city_gt_fine/train/jena_000109_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000109_000019_gtFine.png
/images/city_gt_fine/train/jena_000065_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000065_000019_gtFine.png
/images/city_gt_fine/train/jena_000052_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000052_000019_gtFine.png
/images/city_gt_fine/train/jena_000091_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000091_000019_gtFine.png
/images/city_gt_fine/train/jena_000037_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000037_000019_gtFine.png
/images/city_gt_fine/train/jena_000092_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000092_000019_gtFine.png
/images/city_gt_fine/train/jena_000017_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000017_000019_gtFine.png
/images/city_gt_fine/train/jena_000074_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000074_000019_gtFine.png
/images/city_gt_fine/train/jena_000020_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000020_000019_gtFine.png
/images/city_gt_fine/train/jena_000005_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000005_000019_gtFine.png
/images/city_gt_fine/train/jena_000100_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000100_000019_gtFine.png
/images/city_gt_fine/train/jena_000089_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000089_000019_gtFine.png
/images/city_gt_fine/train/jena_000107_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000107_000019_gtFine.png
/images/city_gt_fine/train/jena_000006_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000006_000019_gtFine.png
/images/city_gt_fine/train/jena_000044_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000044_000019_gtFine.png
/images/city_gt_fine/train/jena_000115_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000115_000019_gtFine.png
/images/city_gt_fine/train/jena_000095_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000095_000019_gtFine.png
/images/city_gt_fine/train/jena_000102_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000102_000019_gtFine.png
/images/city_gt_fine/train/jena_000010_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000010_000019_gtFine.png
/images/city_gt_fine/train/jena_000070_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000070_000019_gtFine.png
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/images/city_gt_fine/train/jena_000084_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000084_000019_gtFine.png
/images/city_gt_fine/train/jena_000024_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000024_000019_gtFine.png
/images/city_gt_fine/train/jena_000029_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000029_000019_gtFine.png
/images/city_gt_fine/train/jena_000117_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000117_000019_gtFine.png
/images/city_gt_fine/train/jena_000046_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000046_000019_gtFine.png
/images/city_gt_fine/train/jena_000035_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000035_000019_gtFine.png
/images/city_gt_fine/train/jena_000093_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000093_000019_gtFine.png
/images/city_gt_fine/train/jena_000025_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000025_000019_gtFine.png
/images/city_gt_fine/train/jena_000113_000019_leftImg8bit.png /annotation/city_gt_fine/train/jena_000113_000019_gtFine.png
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/images/city_gt_fine/train/stuttgart_000188_000019_leftImg8bit.png /annotation/city_gt_fine/train/stuttgart_000188_000019_gtFine.png
/images/city_gt_fine/train/stuttgart_000147_000019_leftImg8bit.png /annotation/city_gt_fine/train/stuttgart_000147_000019_gtFine.png
/images/city_gt_fine/train/stuttgart_000042_000019_leftImg8bit.png /annotation/city_gt_fine/train/stuttgart_000042_000019_gtFine.png
/images/city_gt_fine/train/stuttgart_000191_000019_leftImg8bit.png /annotation/city_gt_fine/train/stuttgart_000191_000019_gtFine.png
/images/city_gt_fine/train/stuttgart_000007_000019_leftImg8bit.png /annotation/city_gt_fine/train/stuttgart_000007_000019_gtFine.png
/images/city_gt_fine/train/stuttgart_000032_000019_leftImg8bit.png /annotation/city_gt_fine/train/stuttgart_000032_000019_gtFine.png
/images/city_gt_fine/train/stuttgart_000077_000019_leftImg8bit.png /annotation/city_gt_fine/train/stuttgart_000077_000019_gtFine.png
/images/city_gt_fine/train/stuttgart_000161_000019_leftImg8bit.png /annotation/city_gt_fine/train/stuttgart_000161_000019_gtFine.png
/images/city_gt_fine/train/stuttgart_000113_000019_leftImg8bit.png /annotation/city_gt_fine/train/stuttgart_000113_000019_gtFine.png
/images/city_gt_fine/train/stuttgart_000017_000019_leftImg8bit.png /annotation/city_gt_fine/train/stuttgart_000017_000019_gtFine.png
/images/city_gt_fine/train/stuttgart_000057_000019_leftImg8bit.png /annotation/city_gt_fine/train/stuttgart_000057_000019_gtFine.png
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/images/city_gt_fine/train/stuttgart_000100_000019_leftImg8bit.png /annotation/city_gt_fine/train/stuttgart_000100_000019_gtFine.png
/images/city_gt_fine/train/stuttgart_000125_000019_leftImg8bit.png /annotation/city_gt_fine/train/stuttgart_000125_000019_gtFine.png
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FILE: CityCode/DataLoader/city_splits/1488_train_unsupervised.txt
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FILE: CityCode/DataLoader/city_splits/186_train_supervised.txt
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FILE: CityCode/DataLoader/city_splits/186_train_unsupervised.txt
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FILE: CityCode/DataLoader/city_splits/372_train_supervised.txt
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FILE: CityCode/DataLoader/city_splits/372_train_unsupervised.txt
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FILE: CityCode/DataLoader/city_splits/744_train_supervised.txt
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FILE: CityCode/DataLoader/city_splits/744_train_unsupervised.txt
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FILE: CityCode/DataLoader/city_splits/val.txt
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================================================
FILE: CityCode/Model/Deeplabv3_plus/Backbones/pretrained/.gitkeep
================================================


================================================
FILE: CityCode/Model/Deeplabv3_plus/Backbones/pretrained/nil
================================================


================================================
FILE: CityCode/Model/Deeplabv3_plus/Backbones/resnet.py
================================================
import functools
import torch.nn as nn

from Utils.pyt_utils import load_model


__all__ = ['ResNet', 'resnet18', 'resnet34', 'resnet50', 'resnet101',
           'resnet152']


def conv3x3(in_planes, out_planes, stride=1):
    """3x3 convolution with padding"""
    return nn.Conv2d(in_planes, out_planes, kernel_size=3, stride=stride,
                     padding=1, bias=False)


class BasicBlock(nn.Module):
    expansion = 1

    def __init__(self, inplanes, planes, stride=1, norm_layer=None,
                 bn_eps=1e-5, bn_momentum=0.1, downsample=None, inplace=True):
        super(BasicBlock, self).__init__()
        self.conv1 = conv3x3(inplanes, planes, stride)
        self.bn1 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.relu = nn.ReLU(inplace=inplace)
        self.relu_inplace = nn.ReLU(inplace=True)
        self.conv2 = conv3x3(planes, planes)
        self.bn2 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.downsample = downsample
        self.stride = stride
        self.inplace = inplace

    def forward(self, x):
        residual = x
        out = self.conv1(x)
        out = self.bn1(out)
        out = self.relu(out)

        out = self.conv2(out)
        out = self.bn2(out)

        if self.downsample is not None:
            residual = self.downsample(x)

        if self.inplace:
            out += residual
        else:
            out = out + residual

        out = self.relu_inplace(out)

        return out


class Bottleneck(nn.Module):
    expansion = 4

    def __init__(self, inplanes, planes, stride=1,
                 norm_layer=None, bn_eps=1e-5, bn_momentum=0.1,
                 downsample=None, inplace=True):
        super(Bottleneck, self).__init__()
        self.conv1 = nn.Conv2d(inplanes, planes, kernel_size=1, bias=False)
        self.bn1 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, stride=stride,
                               padding=1, bias=False)
        self.bn2 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.conv3 = nn.Conv2d(planes, planes * self.expansion, kernel_size=1,
                               bias=False)
        self.bn3 = norm_layer(planes * self.expansion, eps=bn_eps,
                              momentum=bn_momentum)
        self.relu = nn.ReLU(inplace=inplace)
        self.relu_inplace = nn.ReLU(inplace=True)
        self.downsample = downsample
        self.stride = stride
        self.inplace = inplace

    def forward(self, x):
        residual = x

        out = self.conv1(x)
        out = self.bn1(out)
        out = self.relu(out)

        out = self.conv2(out)
        out = self.bn2(out)
        out = self.relu(out)

        out = self.conv3(out)
        out = self.bn3(out)

        if self.downsample is not None:
            residual = self.downsample(x)

        if self.inplace:
            out += residual
        else:
            out = out + residual
        out = self.relu_inplace(out)

        return out


class ResNet(nn.Module):
    def __init__(self, block, layers, norm_layer=nn.BatchNorm2d, bn_eps=1e-5,
                 bn_momentum=0.1, deep_stem=False, stem_width=32, inplace=True):
        self.inplanes = stem_width * 2 if deep_stem else 64
        super(ResNet, self).__init__()
        if deep_stem:
            self.conv1 = nn.Sequential(
                nn.Conv2d(3, stem_width, kernel_size=3, stride=2, padding=1,
                          bias=False),
                norm_layer(stem_width, eps=bn_eps, momentum=bn_momentum),
                nn.ReLU(inplace=inplace),
                nn.Conv2d(stem_width, stem_width, kernel_size=3, stride=1,
                          padding=1,
                          bias=False),
                norm_layer(stem_width, eps=bn_eps, momentum=bn_momentum),
                nn.ReLU(inplace=inplace),
                nn.Conv2d(stem_width, stem_width * 2, kernel_size=3, stride=1,
                          padding=1,
                          bias=False),
            )
        else:
            self.conv1 = nn.Conv2d(3, 64, kernel_size=7, stride=2, padding=3,
                                   bias=False)

        self.bn1 = norm_layer(stem_width * 2 if deep_stem else 64, eps=bn_eps,
                              momentum=bn_momentum)
        self.relu = nn.ReLU(inplace=inplace)
        self.maxpool = nn.MaxPool2d(kernel_size=3, stride=2, padding=1)
        self.layer1 = self._make_layer(block, norm_layer, 64, layers[0],
                                       inplace,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)
        self.layer2 = self._make_layer(block, norm_layer, 128, layers[1],
                                       inplace, stride=2,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)
        self.layer3 = self._make_layer(block, norm_layer, 256, layers[2],
                                       inplace, stride=2,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)
        self.layer4 = self._make_layer(block, norm_layer, 512, layers[3],
                                       inplace, stride=2,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)

    def _make_layer(self, block, norm_layer, planes, blocks, inplace=True,
                    stride=1, bn_eps=1e-5, bn_momentum=0.1):
        downsample = None
        if stride != 1 or self.inplanes != planes * block.expansion:
            downsample = nn.Sequential(
                nn.Conv2d(self.inplanes, planes * block.expansion,
                          kernel_size=1, stride=stride, bias=False),
                norm_layer(planes * block.expansion, eps=bn_eps,
                           momentum=bn_momentum),
            )

        layers = []
        layers.append(block(self.inplanes, planes, stride, norm_layer, bn_eps,
                            bn_momentum, downsample, inplace))
        self.inplanes = planes * block.expansion
        for i in range(1, blocks):
            layers.append(block(self.inplanes, planes,
                                norm_layer=norm_layer, bn_eps=bn_eps,
                                bn_momentum=bn_momentum, inplace=inplace))

        return nn.Sequential(*layers)

    def forward(self, x):
        x = self.conv1(x)
        x = self.bn1(x)
        x = self.relu(x)
        x = self.maxpool(x)

        blocks = []
        x = self.layer1(x);
        blocks.append(x)
        x = self.layer2(x);
        blocks.append(x)
        x = self.layer3(x);
        blocks.append(x)
        x = self.layer4(x);
        blocks.append(x)

        return blocks


def resnet18(pretrained_model=None, **kwargs):
    model = ResNet(BasicBlock, [2, 2, 2, 2], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet34(pretrained_model=None, **kwargs):
    model = ResNet(BasicBlock, [3, 4, 6, 3], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet50(pretrained_model=None, **kwargs):
    model = ResNet(Bottleneck, [3, 4, 6, 3], **kwargs)
    if pretrained_model is True:
        pretrained_model = 'Model/Deeplabv3_plus/Backbones/pretrained/resnet50.pth'

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet101(pretrained_model=None, **kwargs):
    model = ResNet(Bottleneck, [3, 4, 23, 3], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet152(pretrained_model=None, **kwargs):
    model = ResNet(Bottleneck, [3, 8, 36, 3], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


================================================
FILE: CityCode/Model/Deeplabv3_plus/EntireModel.py
================================================
import torch.nn
from Utils.losses import *
from itertools import chain
from Base.base_model import BaseModel
from Model.Deeplabv3_plus.encoder_decoder import *

res_net = "CityCode/Model/PSPNet/Backbones/pretrained/3x3resnet{}-imagenet.pth"
res_net_2 = "CityCode/Model/Deeplabv3_plus/Backbones/pretrained/resnet{}.pth"


class EntireModel(BaseModel):
    def __init__(self, num_classes, config, sup_loss=None, cons_w_unsup=None, ignore_index=None,
                 pretrained=True, use_weak_lables=False, weakly_loss_w=0.4):
        super(EntireModel, self).__init__()
        self.encoder1 = EncoderNetwork(num_classes=num_classes, norm_layer=nn.BatchNorm2d,
                                       pretrained_model=None, back_bone=config['resnet'])
        self.decoder1 = DecoderNetwork(num_classes=num_classes, data_shape=config['data_h_w'])
        self.encoder2 = EncoderNetwork(num_classes=num_classes, norm_layer=nn.BatchNorm2d,
                                       pretrained_model=None, back_bone=config['resnet'])
        self.decoder2 = DecoderNetwork(num_classes=num_classes, data_shape=config['data_h_w'])
        self.encoder_s = EncoderNetwork(num_classes=num_classes, norm_layer=nn.BatchNorm2d,
                                        pretrained_model=res_net_2.format(str(config['resnet'])),
                                        back_bone=config['resnet'])
        self.decoder_s = VATDecoderNetwork(num_classes=num_classes, data_shape=config['data_h_w'])
        self.mode = "semi"
        self.sup_loss = sup_loss
        self.ignore_index = ignore_index
        self.unsup_loss_w = cons_w_unsup
        self.unsuper_loss = semi_ce_loss

    def freeze_teachers_parameters(self):
        for p in self.encoder1.parameters():
            p.requires_grad = False
        for p in self.decoder1.parameters():
            p.requires_grad = False

        for p in self.encoder2.parameters():
            p.requires_grad = False
        for p in self.decoder2.parameters():
            p.requires_grad = False

    def warm_up_forward(self, id, x, y):
        if id == 1:
            output_l = self.decoder1(self.encoder1(x))
        elif id == 2:
            output_l = self.decoder2(self.encoder2(x))
        else:
            output_l = self.decoder_s(self.encoder_s(x))

        loss = F.cross_entropy(output_l, y, ignore_index=self.ignore_index)
        curr_losses = {'loss_sup': loss}
        outputs = {'sup_pred': output_l}
        return loss, curr_losses, outputs

    def forward(self, x_l=None, target_l=None, x_ul=None, target_ul=None, curr_iter=None, epoch=None, id=0,
                warm_up=False, lam=0, pad=None, semi_p_th=0.6, semi_n_th=0.6):
        if warm_up:
            return self.warm_up_forward(id=id, x=x_l, y=target_l)

        output_l = self.decoder_s(self.encoder_s(x_l), t_model=[self.decoder1, self.decoder2])
        # Supervised loss
        loss_sup = F.cross_entropy(output_l, target_l, ignore_index=self.ignore_index)
        curr_losses = {'loss_sup': loss_sup}
        output_ul = self.decoder_s(self.encoder_s(x_ul), t_model=[self.decoder1, self.decoder2])
        loss_unsup, pass_rate, neg_loss = self.unsuper_loss(inputs=output_ul, targets=target_ul,
                                                            conf_mask=True, threshold=semi_p_th,
                                                            threshold_neg=semi_n_th)

        # for negative learning
        if semi_n_th > .0:
            confident_reg = .5 * torch.mean(F.softmax(output_ul, dim=1) ** 2)
            loss_unsup += neg_loss
            loss_unsup += confident_reg

        loss_unsup = loss_unsup * self.unsup_loss_w(epoch=epoch, curr_iter=curr_iter)
        total_loss = loss_unsup + loss_sup

        curr_losses['loss_unsup'] = loss_unsup
        curr_losses['pass_rate'] = pass_rate
        curr_losses['neg_loss'] = neg_loss
        outputs = {'sup_pred': output_l, 'unsup_pred': output_ul}
        return total_loss, curr_losses, outputs

    def get_other_params(self, id):
        if id == 1:
            return chain(self.encoder1.get_module_params(), self.decoder1.parameters())
        elif id == 2:
            return chain(self.encoder2.get_module_params(), self.decoder2.parameters())
        else:
            return chain(self.encoder_s.get_module_params(), self.decoder_s.parameters())

    def get_backbone_params(self, id):
        if id == 1:
            return self.encoder1.get_backbone_params()
        elif id == 2:
            return self.encoder2.get_backbone_params()
        else:
            return self.encoder_s.get_backbone_params()



================================================
FILE: CityCode/Model/Deeplabv3_plus/encoder_decoder.py
================================================
import torch
import torch.nn as nn
from functools import partial
import torch.nn.functional as F
from Model.Deeplabv3_plus.Backbones.resnet import resnet50, resnet101

bn_eps = 1e-5
bn_momentum = 0.1


class EncoderNetwork(nn.Module):
    def __init__(self, num_classes, norm_layer=nn.BatchNorm2d, back_bone=None, pretrained_model=None):
        super(EncoderNetwork, self).__init__()
        if back_bone is 101:
            self.backbone = resnet101(pretrained_model, norm_layer=norm_layer,
                                      bn_eps=bn_eps,
                                      bn_momentum=bn_momentum,
                                      deep_stem=True, stem_width=64)
        else:
            self.backbone = resnet50(pretrained_model, norm_layer=norm_layer,
                                     bn_eps=bn_eps,
                                     bn_momentum=bn_momentum,
                                     deep_stem=True, stem_width=64)

        self.dilate = 2
        for m in self.backbone.layer4.children():
            m.apply(partial(self._nostride_dilate, dilate=self.dilate))
            self.dilate *= 2

        self.head = Head(num_classes, norm_layer, bn_momentum)
        self.business_layer = []
        self.business_layer.append(self.head)

    def _nostride_dilate(self, m, dilate):
        if isinstance(m, nn.Conv2d):
            if m.stride == (2, 2):
                m.stride = (1, 1)
                if m.kernel_size == (3, 3):
                    m.dilation = (dilate, dilate)
                    m.padding = (dilate, dilate)

            else:
                if m.kernel_size == (3, 3):
                    m.dilation = (dilate, dilate)
                    m.padding = (dilate, dilate)

    def forward(self, data):
        blocks = self.backbone(data)
        f = self.head(blocks)
        return f


def _l2_normalize(d):
    # Normalizing per batch axis
    d_reshaped = d.view(d.shape[0], -1, *(1 for _ in range(d.dim() - 2)))
    d /= torch.norm(d_reshaped, dim=1, keepdim=True) + 1e-8
    return d


def get_r_adv_t(x, decoder1, decoder2, it=1, xi=1e-1, eps=10.0):

    # stop bn
    decoder1.eval()
    decoder2.eval()
    
    x_detached = x.detach()
    with torch.no_grad():
        pred = F.softmax((decoder1(x_detached) + decoder2(x_detached))/2, dim=1)

    d = torch.rand(x.shape).sub(0.5).to(x.device)
    d = _l2_normalize(d)

    # assist students to find the effective va-noise
    for _ in range(it):
        d.requires_grad_()
        pred_hat = (decoder1(x_detached + xi * d) + decoder2(x_detached + xi * d))/2
        logp_hat = F.log_softmax(pred_hat, dim=1)
        adv_distance = F.kl_div(logp_hat, pred, reduction='batchmean')
        adv_distance.backward()
        d = _l2_normalize(d.grad)
        decoder1.zero_grad()
        decoder2.zero_grad()

    r_adv = d * eps

    # reopen bn, but freeze other params.
    # https://discuss.pytorch.org/t/why-is-it-when-i-call-require-grad-false-on-all-my-params-my-weights-in-the-network-would-still-update/22126/16
    decoder1.train()
    decoder2.train()
    return r_adv


class upsample(nn.Module):
    def __init__(self, in_channels, out_channels, data_shape,
                 norm_act=nn.BatchNorm2d):
        super(upsample, self).__init__()
        self.data_shape = data_shape
        self.classifier = nn.Conv2d(in_channels, out_channels, kernel_size=1, bias=True)
        self.last_conv = nn.Sequential(nn.Conv2d(304, 256, kernel_size=3, stride=1, padding=1, bias=False),
                                       norm_act(256, momentum=bn_momentum),
                                       nn.ReLU(),
                                       nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1, bias=False),
                                       norm_act(256, momentum=bn_momentum),
                                       nn.ReLU())

    def forward(self, x, data_shape=None):
        f = self.last_conv(x)
        pred = self.classifier(f)
        if self.training:
            h, w = self.data_shape[0], self.data_shape[1]
        else:
            if data_shape is not None:
                h, w = data_shape[0], data_shape[1]
            else:
                h, w = self.data_shape[0], self.data_shape[1]

        return F.interpolate(pred, size=(h, w), mode='bilinear', align_corners=True)


class DecoderNetwork(nn.Module):
    def __init__(self, num_classes,
                 data_shape,
                 conv_in_ch=256):

        super(DecoderNetwork, self).__init__()
        self.upsample = upsample(conv_in_ch, num_classes, norm_act=torch.nn.BatchNorm2d,
                                 data_shape=data_shape)
        self.business_layer = []
        self.business_layer.append(self.upsample.last_conv)
        self.business_layer.append(self.upsample.classifier)

    def forward(self, f, data_shape=None):
        pred = self.upsample(f, data_shape)
        return pred


class VATDecoderNetwork(nn.Module):
    def __init__(self, num_classes,
                 data_shape,
                 conv_in_ch=256):

        super(VATDecoderNetwork, self).__init__()
        self.upsample = upsample(conv_in_ch, num_classes, norm_act=torch.nn.BatchNorm2d,
                                 data_shape=data_shape)
        self.business_layer = []
        self.business_layer.append(self.upsample.last_conv)
        self.business_layer.append(self.upsample.classifier)

    def forward(self, f, data_shape=None, t_model=None):
        if t_model is not None:
            r_adv = get_r_adv_t(f, t_model[0], t_model[1], it=1, xi=1e-6, eps=2.0)
            f += r_adv

        pred = self.upsample(f, data_shape)
        return pred


class ASPP(nn.Module):
    def __init__(self,
                 in_channels,
                 out_channels,
                 dilation_rates=(12, 24, 36),
                 hidden_channels=256,
                 norm_act=nn.BatchNorm2d,
                 pooling_size=None):
        super(ASPP, self).__init__()
        self.pooling_size = pooling_size

        self.map_convs = nn.ModuleList([
            nn.Conv2d(in_channels, hidden_channels, 1, bias=False),
            nn.Conv2d(in_channels, hidden_channels, 3, bias=False, dilation=dilation_rates[0],
                      padding=dilation_rates[0]),
            nn.Conv2d(in_channels, hidden_channels, 3, bias=False, dilation=dilation_rates[1],
                      padding=dilation_rates[1]),
            nn.Conv2d(in_channels, hidden_channels, 3, bias=False, dilation=dilation_rates[2],
                      padding=dilation_rates[2])
        ])
        self.map_bn = norm_act(hidden_channels * 4)

        self.global_pooling_conv = nn.Conv2d(in_channels, hidden_channels, 1, bias=False)
        self.global_pooling_bn = norm_act(hidden_channels)

        self.red_conv = nn.Conv2d(hidden_channels * 4, out_channels, 1, bias=False)
        self.pool_red_conv = nn.Conv2d(hidden_channels, out_channels, 1, bias=False)
        self.red_bn = norm_act(out_channels)

        self.leak_relu = nn.LeakyReLU()

    def forward(self, x):
        # Map convolutions
        out = torch.cat([m(x) for m in self.map_convs], dim=1)
        out = self.map_bn(out)
        out = self.leak_relu(out)       # add activation layer
        out = self.red_conv(out)

        # Global pooling
        pool = self._global_pooling(x)
        pool = self.global_pooling_conv(pool)
        pool = self.global_pooling_bn(pool)
        pool = self.leak_relu(pool)  # add activation layer
        pool = self.pool_red_conv(pool)
        if self.training or self.pooling_size is None:
            pool = pool.repeat(1, 1, x.size(2), x.size(3))

        out += pool
        out = self.red_bn(out)
        out = self.leak_relu(out)  # add activation layer
        return out

    def _global_pooling(self, x):
        if self.training or self.pooling_size is None:
            pool = x.view(x.size(0), x.size(1), -1).mean(dim=-1)
            pool = pool.view(x.size(0), x.size(1), 1, 1)
        else:
            raise NotImplementedError
        return pool


class Head(nn.Module):
    def __init__(self, classify_classes, norm_act=nn.BatchNorm2d, bn_momentum=0.0003):
        super(Head, self).__init__()

        self.classify_classes = classify_classes
        self.aspp = ASPP(2048, 256, [6, 12, 18], norm_act=norm_act)

        self.reduce = nn.Sequential(
            nn.Conv2d(256, 48, 1, bias=False),
            norm_act(48, momentum=bn_momentum),
            nn.ReLU(),
        )
        self.last_conv = nn.Sequential(nn.Conv2d(304, 256, kernel_size=3, stride=1, padding=1, bias=False),
                                       norm_act(256, momentum=bn_momentum),
                                       nn.ReLU(),
                                       nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1, bias=False),
                                       norm_act(256, momentum=bn_momentum),
                                       nn.ReLU(),
                                       )

    def forward(self, f_list):
        f = f_list[-1]
        f = self.aspp(f)
        low_level_features = f_list[0]
        low_h, low_w = low_level_features.size(2), low_level_features.size(3)
        low_level_features = self.reduce(low_level_features)
        f = F.interpolate(f, size=(low_h, low_w),
                          mode='bilinear', align_corners=True)
        f = torch.cat((f, low_level_features), dim=1)

        return f




================================================
FILE: CityCode/Model/Deeplabv3_plus/resnet.py
================================================
import functools
import torch.nn as nn

from Utils.pyt_utils import load_model


__all__ = ['ResNet', 'resnet18', 'resnet34', 'resnet50', 'resnet101',
           'resnet152']


def conv3x3(in_planes, out_planes, stride=1):
    """3x3 convolution with padding"""
    return nn.Conv2d(in_planes, out_planes, kernel_size=3, stride=stride,
                     padding=1, bias=False)


class BasicBlock(nn.Module):
    expansion = 1

    def __init__(self, inplanes, planes, stride=1, norm_layer=None,
                 bn_eps=1e-5, bn_momentum=0.1, downsample=None, inplace=True):
        super(BasicBlock, self).__init__()
        self.conv1 = conv3x3(inplanes, planes, stride)
        self.bn1 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.relu = nn.ReLU(inplace=inplace)
        self.relu_inplace = nn.ReLU(inplace=True)
        self.conv2 = conv3x3(planes, planes)
        self.bn2 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.downsample = downsample
        self.stride = stride
        self.inplace = inplace

    def forward(self, x):
        residual = x
        out = self.conv1(x)
        out = self.bn1(out)
        out = self.relu(out)

        out = self.conv2(out)
        out = self.bn2(out)

        if self.downsample is not None:
            residual = self.downsample(x)

        if self.inplace:
            out += residual
        else:
            out = out + residual

        out = self.relu_inplace(out)

        return out


class Bottleneck(nn.Module):
    expansion = 4

    def __init__(self, inplanes, planes, stride=1,
                 norm_layer=None, bn_eps=1e-5, bn_momentum=0.1,
                 downsample=None, inplace=True):
        super(Bottleneck, self).__init__()
        self.conv1 = nn.Conv2d(inplanes, planes, kernel_size=1, bias=False)
        self.bn1 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, stride=stride,
                               padding=1, bias=False)
        self.bn2 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.conv3 = nn.Conv2d(planes, planes * self.expansion, kernel_size=1,
                               bias=False)
        self.bn3 = norm_layer(planes * self.expansion, eps=bn_eps,
                              momentum=bn_momentum)
        self.relu = nn.ReLU(inplace=inplace)
        self.relu_inplace = nn.ReLU(inplace=True)
        self.downsample = downsample
        self.stride = stride
        self.inplace = inplace

    def forward(self, x):
        residual = x

        out = self.conv1(x)
        out = self.bn1(out)
        out = self.relu(out)

        out = self.conv2(out)
        out = self.bn2(out)
        out = self.relu(out)

        out = self.conv3(out)
        out = self.bn3(out)

        if self.downsample is not None:
            residual = self.downsample(x)

        if self.inplace:
            out += residual
        else:
            out = out + residual
        out = self.relu_inplace(out)

        return out


class ResNet(nn.Module):
    def __init__(self, block, layers, norm_layer=nn.BatchNorm2d, bn_eps=1e-5,
                 bn_momentum=0.1, deep_stem=False, stem_width=32, inplace=True):
        self.inplanes = stem_width * 2 if deep_stem else 64
        super(ResNet, self).__init__()
        if deep_stem:
            self.conv1 = nn.Sequential(
                nn.Conv2d(3, stem_width, kernel_size=3, stride=2, padding=1,
                          bias=False),
                norm_layer(stem_width, eps=bn_eps, momentum=bn_momentum),
                nn.ReLU(inplace=inplace),
                nn.Conv2d(stem_width, stem_width, kernel_size=3, stride=1,
                          padding=1,
                          bias=False),
                norm_layer(stem_width, eps=bn_eps, momentum=bn_momentum),
                nn.ReLU(inplace=inplace),
                nn.Conv2d(stem_width, stem_width * 2, kernel_size=3, stride=1,
                          padding=1,
                          bias=False),
            )
        else:
            self.conv1 = nn.Conv2d(3, 64, kernel_size=7, stride=2, padding=3,
                                   bias=False)

        self.bn1 = norm_layer(stem_width * 2 if deep_stem else 64, eps=bn_eps,
                              momentum=bn_momentum)
        self.relu = nn.ReLU(inplace=inplace)
        self.maxpool = nn.MaxPool2d(kernel_size=3, stride=2, padding=1)
        self.layer1 = self._make_layer(block, norm_layer, 64, layers[0],
                                       inplace,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)
        self.layer2 = self._make_layer(block, norm_layer, 128, layers[1],
                                       inplace, stride=2,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)
        self.layer3 = self._make_layer(block, norm_layer, 256, layers[2],
                                       inplace, stride=2,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)
        self.layer4 = self._make_layer(block, norm_layer, 512, layers[3],
                                       inplace, stride=2,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)

    def _make_layer(self, block, norm_layer, planes, blocks, inplace=True,
                    stride=1, bn_eps=1e-5, bn_momentum=0.1):
        downsample = None
        if stride != 1 or self.inplanes != planes * block.expansion:
            downsample = nn.Sequential(
                nn.Conv2d(self.inplanes, planes * block.expansion,
                          kernel_size=1, stride=stride, bias=False),
                norm_layer(planes * block.expansion, eps=bn_eps,
                           momentum=bn_momentum),
            )

        layers = []
        layers.append(block(self.inplanes, planes, stride, norm_layer, bn_eps,
                            bn_momentum, downsample, inplace))
        self.inplanes = planes * block.expansion
        for i in range(1, blocks):
            layers.append(block(self.inplanes, planes,
                                norm_layer=norm_layer, bn_eps=bn_eps,
                                bn_momentum=bn_momentum, inplace=inplace))

        return nn.Sequential(*layers)

    def forward(self, x):
        x = self.conv1(x)
        x = self.bn1(x)
        x = self.relu(x)
        x = self.maxpool(x)

        blocks = []
        x = self.layer1(x);
        blocks.append(x)
        x = self.layer2(x);
        blocks.append(x)
        x = self.layer3(x);
        blocks.append(x)
        x = self.layer4(x);
        blocks.append(x)

        return blocks


def resnet18(pretrained_model=None, **kwargs):
    model = ResNet(BasicBlock, [2, 2, 2, 2], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet34(pretrained_model=None, **kwargs):
    model = ResNet(BasicBlock, [3, 4, 6, 3], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet50(pretrained_model=None, **kwargs):
    model = ResNet(Bottleneck, [3, 4, 6, 3], **kwargs)
    if pretrained_model is True:
        pretrained_model = 'CityCode/Model/Deeplabv3_plus/Backbones/pretrained/resnet50.pth'

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet101(pretrained_model=None, **kwargs):
    model = ResNet(Bottleneck, [3, 4, 23, 3], **kwargs)

    if pretrained_model is True:
        pretrained_model = 'CityCode/Model/Deeplabv3_plus/Backbones/pretrained/resnet101.pth'

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet152(pretrained_model=None, **kwargs):
    model = ResNet(Bottleneck, [3, 8, 36, 3], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


================================================
FILE: CityCode/Utils/conv_2_5d.py
================================================
#!/usr/bin/env python
# -*- coding: utf-8 -*-
# @Time    : 2019-03-04 20:52
# @Author  : Jingbo Wang
# @E-mail    : wangjingbo1219@foxmail.com & wangjingbo@megvii.com
# @File    : conv_2.5d.py
# @Software: PyCharm
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.nn.parameter import Parameter



def _ntuple(n):
    def parse(x):
        if isinstance(x, list) or isinstance(x, tuple):
            return x
        return tuple([x]*n)
    return parse
_pair = _ntuple(2)


class Conv2_5D_disp(nn.Module):
    def __init__(self, in_channels, out_channels, kernel_size, stride=1, padding=0, dilation=1, bias=True,
                 pixel_size=16):
        super(Conv2_5D_disp, self).__init__()
        kernel_size = _pair(kernel_size)
        stride = _pair(stride)
        padding = _pair(padding)
        dilation = _pair(dilation)
        
        self.in_channels = in_channels
        self.out_channels = out_channels
        self.kernel_size = kernel_size
        self.kernel_size_prod = self.kernel_size[0] * self.kernel_size[1]
        self.stride = stride
        self.padding = padding
        self.dilation = dilation
        self.pixel_size = pixel_size
        assert self.kernel_size_prod % 2 == 1
        
        self.weight_0 = Parameter(torch.Tensor(out_channels, in_channels, *kernel_size))
        self.weight_1 = Parameter(torch.Tensor(out_channels, in_channels, *kernel_size))
        self.weight_2 = Parameter(torch.Tensor(out_channels, in_channels, *kernel_size))
        if bias:
            self.bias = Parameter(torch.Tensor(out_channels))
        else:
            self.register_parameter('bias', None)
    
    def forward(self, x, disp, camera_params):
        N, C, H, W = x.size(0), x.size(1), x.size(2), x.size(3)
        out_H = (H + 2 * self.padding[0] - self.dilation[0] * (self.kernel_size[0] - 1) - 1) // self.stride[0] + 1
        out_W = (W + 2 * self.padding[1] - self.dilation[1] * (self.kernel_size[1] - 1) - 1) // self.stride[1] + 1
        intrinsic, extrinsic = camera_params['intrinsic'], camera_params['extrinsic']
        
        x_col = F.unfold(x, self.kernel_size, dilation=self.dilation, padding=self.padding,
                         stride=self.stride)  # (N, C*kh*kw, out_H*out_W)
        x_col = x_col.view(N, C, self.kernel_size_prod, out_H * out_W)
        
        disp_col = F.unfold(disp, self.kernel_size, dilation=self.dilation, padding=self.padding,
                            stride=self.stride)  # (N, kh*kw, out_H*out_W)
        valid_mask = 1 - disp_col.eq(0.).to(torch.float32)
        valid_mask *= valid_mask[:, self.kernel_size_prod // 2, :].view(N, 1, out_H * out_W)
        disp_col *= valid_mask
        depth_col = (extrinsic['baseline'] * intrinsic['fx']).view(N, 1, 1).cuda() / torch.clamp(disp_col, 0.01, 256)
        valid_mask = valid_mask.view(N, 1, self.kernel_size_prod, out_H * out_W)
        
        center_depth = depth_col[:, self.kernel_size_prod // 2, :].view(N, 1, out_H * out_W)
        grid_range = self.pixel_size * self.dilation[0] * center_depth / intrinsic['fx'].view(N, 1, 1).cuda()
        
        mask_0 = torch.abs(depth_col - (center_depth + grid_range)).le(grid_range / 2).view(N, 1, self.kernel_size_prod,
                                                                                            out_H * out_W).to(
            torch.float32)
        mask_1 = torch.abs(depth_col - (center_depth)).le(grid_range / 2).view(N, 1, self.kernel_size_prod,
                                                                               out_H * out_W).to(torch.float32)
        mask_1 = (mask_1 + 1 - valid_mask).clamp(min=0., max=1.)
        mask_2 = torch.abs(depth_col - (center_depth - grid_range)).le(grid_range / 2).view(N, 1, self.kernel_size_prod,
                                                                                            out_H * out_W).to(
            torch.float32)
        
        output = torch.matmul(self.weight_0.view(-1, C * self.kernel_size_prod),
                              (x_col * mask_0).view(N, C * self.kernel_size_prod, out_H * out_W))
        output += torch.matmul(self.weight_1.view(-1, C * self.kernel_size_prod),
                               (x_col * mask_1).view(N, C * self.kernel_size_prod, out_H * out_W))
        output += torch.matmul(self.weight_2.view(-1, C * self.kernel_size_prod),
                               (x_col * mask_2).view(N, C * self.kernel_size_prod, out_H * out_W))
        output = output.view(N, -1, out_H, out_W)
        if self.bias:
            output += self.bias.view(1, -1, 1, 1)
        return output
    
    def extra_repr(self):
        s = ('{in_channels}, {out_channels}, kernel_size={kernel_size}'
             ', stride={stride}')
        if self.padding != (0,) * len(self.padding):
            s += ', padding={padding}'
        if self.dilation != (1,) * len(self.dilation):
            s += ', dilation={dilation}'
        if self.bias is None:
            s += ', bias=False'
        return s.format(**self.__dict__)


class Conv2_5D_depth(nn.Module):
    def __init__(self, in_channels, out_channels, kernel_size, stride=1, padding=0, dilation=1, bias=False,
                 pixel_size=1, is_graph=False):
        super(Conv2_5D_depth, self).__init__()
        kernel_size = _pair(kernel_size)
        stride = _pair(stride)
        padding = _pair(padding)
        dilation = _pair(dilation)

        self.in_channels = in_channels
        self.out_channels = out_channels
        self.kernel_size = kernel_size
        self.kernel_size_prod = self.kernel_size[0] * self.kernel_size[1]
        self.stride = stride
        self.padding = padding
        self.dilation = dilation
        self.pixel_size = pixel_size
        assert self.kernel_size_prod % 2 == 1
        self.is_graph = is_graph
        if self.is_graph:
            self.weight_0 = Parameter(torch.Tensor(out_channels, 1, *kernel_size))
            self.weight_1 = Parameter(torch.Tensor(out_channels, 1, *kernel_size))
            self.weight_2 = Parameter(torch.Tensor(out_channels, 1, *kernel_size))
        else:
            self.weight_0 = Parameter(torch.Tensor(out_channels, in_channels, *kernel_size))
            self.weight_1 = Parameter(torch.Tensor(out_channels, in_channels, *kernel_size))
            self.weight_2 = Parameter(torch.Tensor(out_channels, in_channels, *kernel_size))
        if bias:
            self.bias = Parameter(torch.Tensor(out_channels))
        else:
            self.register_parameter('bias', None)

    def forward(self, x, depth, camera_params):
        # if self.is_graph:
        #     weight_0 = self.weight_0.expand(self.out_channels, self.in_channels, *self.kernel_size).contiguous()
        #     weight_1 = self.weight_1.expand(self.out_channels, self.in_channels, *self.kernel_size).contiguous()
        #     weight_2 = self.weight_2.expand(self.out_channels, self.in_channels, *self.kernel_size).contiguous()
        # else:
        #     weight_0 = self.weight_0
        #     weight_1 = self.weight_1
        #     weight_2 = self.weight_2
        N, C, H, W = x.size(0), x.size(1), x.size(2), x.size(3)
        out_H = (H + 2 * self.padding[0] - self.dilation[0] * (self.kernel_size[0] - 1) - 1) // self.stride[0] + 1
        out_W = (W + 2 * self.padding[1] - self.dilation[1] * (self.kernel_size[1] - 1) - 1) // self.stride[1] + 1
        intrinsic = camera_params['intrinsic']
        x_col = F.unfold(x, self.kernel_size, dilation=self.dilation, padding=self.padding,
                         stride=self.stride)  # N*(C*kh*kw)*(out_H*out_W)
        x_col = x_col.view(N, C, self.kernel_size_prod, out_H * out_W)
        depth_col = F.unfold(depth, self.kernel_size, dilation=self.dilation, padding=self.padding,
                             stride=self.stride)  # N*(kh*kw)*(out_H*out_W)
        center_depth = depth_col[:, self.kernel_size_prod // 2, :]
        #print(depth_col.size())
        center_depth  = center_depth.view(N, 1, out_H * out_W)
        # grid_range = self.pixel_size * center_depth / (intrinsic['fx'].view(N,1,1) * camera_params['scale'].view(N,1,1))
        grid_range = self.pixel_size * center_depth / intrinsic['fx'].cuda().view(N, 1, 1)

        mask_0 = torch.abs(depth_col - (center_depth + grid_range)).le(grid_range / 2).view(N, 1, self.kernel_size_prod,
                                                                                            out_H * out_W).to(
            torch.float32)
        mask_1 = torch.abs(depth_col - (center_depth)).le(grid_range / 2).view(N, 1, self.kernel_size_prod,
                                                                               out_H * out_W).to(torch.float32)
        mask_2 = torch.abs(depth_col - (center_depth - grid_range)).le(grid_range / 2).view(N, 1, self.kernel_size_prod,
                                                                                            out_H * out_W).to(
            torch.float32)
        output = torch.matmul(self.weight_0.view(-1, C * self.kernel_size_prod),
                              (x_col * mask_0).view(N, C * self.kernel_size_prod, out_H * out_W))
        output += torch.matmul(self.weight_1.view(-1, C * self.kernel_size_prod),
                               (x_col * mask_1).view(N, C * self.kernel_size_prod, out_H * out_W))
        output += torch.matmul(self.weight_2.view(-1, C * self.kernel_size_prod),
                               (x_col * mask_2).view(N, C * self.kernel_size_prod, out_H * out_W))
        output = output.view(N, -1, out_H, out_W)
        if self.bias:
            output += self.bias.view(1, -1, 1, 1)
        return output



    def extra_repr(self):
        s = ('{in_channels}, {out_channels}, kernel_size={kernel_size}'
             ', stride={stride}')
        if self.padding != (0,) * len(self.padding):
            s += ', padding={padding}'
        if self.dilation != (1,) * len(self.dilation):
            s += ', dilation={dilation}'
        if self.bias is None:
            s += ', bias=False'
        return s.format(**self.__dict__)


================================================
FILE: CityCode/Utils/helpers.py
================================================
import os
import PIL
import numpy as np
import torch.nn as nn
from Utils.conv_2_5d import Conv2_5D_depth, Conv2_5D_disp


def __init_weight(feature, conv_init, norm_layer, bn_eps, bn_momentum,
                  **kwargs):
    for name, m in feature.named_modules():
        if isinstance(m, (nn.Conv1d, nn.Conv2d, nn.Conv3d)):
            conv_init(m.weight, **kwargs)
        elif isinstance(m, Conv2_5D_depth):
            conv_init(m.weight_0, **kwargs)
            conv_init(m.weight_1, **kwargs)
            conv_init(m.weight_2, **kwargs)
        elif isinstance(m, Conv2_5D_disp):
            conv_init(m.weight_0, **kwargs)
            conv_init(m.weight_1, **kwargs)
            conv_init(m.weight_2, **kwargs)
        elif isinstance(m, norm_layer):
            m.eps = bn_eps
            m.momentum = bn_momentum
            nn.init.constant_(m.weight, 1)
            nn.init.constant_(m.bias, 0)


def init_weight(module_list, conv_init, norm_layer, bn_eps, bn_momentum,
                **kwargs):
    if isinstance(module_list, list):
        for feature in module_list:
            __init_weight(feature, conv_init, norm_layer, bn_eps, bn_momentum,
                          **kwargs)
    else:
        __init_weight(module_list, conv_init, norm_layer, bn_eps, bn_momentum,
                      **kwargs)

def group_weight(weight_group, module, norm_layer, lr):
    group_decay = []
    group_no_decay = []
    for m in module.modules():
        if isinstance(m, nn.Linear):
            group_decay.append(m.weight)
            if m.bias is not None:
                group_no_decay.append(m.bias)
        elif isinstance(m, (nn.Conv1d, nn.Conv2d, nn.Conv3d, nn.ConvTranspose2d, nn.ConvTranspose3d)):
            group_decay.append(m.weight)
            if m.bias is not None:
                group_no_decay.append(m.bias)
        elif isinstance(m, Conv2_5D_depth):
            group_decay.append(m.weight_0)
            group_decay.append(m.weight_1)
            group_decay.append(m.weight_2)
            if m.bias is not None:
                group_no_decay.append(m.bias)
        elif isinstance(m, Conv2_5D_disp):
            group_decay.append(m.weight_0)
            group_decay.append(m.weight_1)
            group_decay.append(m.weight_2)
            if m.bias is not None:
                group_no_decay.append(m.bias)
        elif isinstance(m, norm_layer) or isinstance(m, nn.BatchNorm1d) or isinstance(m, nn.BatchNorm2d) \
                or isinstance(m, nn.BatchNorm3d) or isinstance(m, nn.GroupNorm):
            if m.weight is not None:
                group_no_decay.append(m.weight)
            if m.bias is not None:
                group_no_decay.append(m.bias)
        elif isinstance(m, nn.Parameter):
            group_decay.append(m)
        elif isinstance(m, nn.Embedding):
            group_decay.append(m)

    assert len(list(module.parameters())) == len(group_decay) + len(
        group_no_decay)
    weight_group.append(dict(params=group_decay, lr=lr))
    weight_group.append(dict(params=group_no_decay, weight_decay=.0, lr=lr))
    return weight_group

def get_voc_pallete(num_classes):
    n = num_classes
    pallete = [0] * (n * 3)
    for j in range(0, n):
        lab = j
        pallete[j * 3 + 0] = 0
        pallete[j * 3 + 1] = 0
        pallete[j * 3 + 2] = 0
        i = 0
        while (lab > 0):
            pallete[j * 3 + 0] |= (((lab >> 0) & 1) << (7 - i))
            pallete[j * 3 + 1] |= (((lab >> 1) & 1) << (7 - i))
            pallete[j * 3 + 2] |= (((lab >> 2) & 1) << (7 - i))
            i = i + 1
            lab >>= 3
    return pallete


class DeNormalize(object):
    def __init__(self, mean, std):
        self.mean = mean
        self.std = std

    def __call__(self, tensor):
        for t, m, s in zip(tensor, self.mean, self.std):
            t.mul_(s).add_(m)
        return tensor


def dir_exists(path):
    if not os.path.exists(path):
        os.makedirs(path)


def initialize_weights(*models):
    for model in models:
        for m in model.modules():
            if isinstance(m, nn.Conv2d):
                nn.init.kaiming_normal_(m.weight, mode='fan_out', nonlinearity='relu')
                if m.bias is not None:
                    nn.init.constant_(m.bias, 0)
            elif isinstance(m, nn.BatchNorm2d):
                nn.init.constant_(m.weight, 1)
                nn.init.constant_(m.bias, 0)
            elif isinstance(m, nn.Linear):
                nn.init.normal_(m.weight, 0, 0.01)
                nn.init.constant_(m.bias, 0)


def colorize_mask(mask, palette):
    zero_pad = 256 * 3 - len(palette)
    for i in range(zero_pad):
        palette.append(0)
    palette[-3:] = [255, 255, 255]
    new_mask = PIL.Image.fromarray(mask.astype(np.uint8)).convert('P')
    new_mask.putpalette(palette)
    return new_mask


def set_trainable_attr(m, b):
    m.trainable = b
    for p in m.parameters(): p.requires_grad = b


def apply_leaf(m, f):
    c = m if isinstance(m, (list, tuple)) else list(m.children())
    if isinstance(m, nn.Module):
        f(m)
    if len(c) > 0:
        for l in c:
            apply_leaf(l, f)


def set_trainable(l, b):
    apply_leaf(l, lambda m: set_trainable_attr(m, b))


================================================
FILE: CityCode/Utils/logger.py
================================================
import json
import logging


# logging.basicConfig(level=logging.INFO, format='')
# logging.addLevelName(logging.CRITICAL, "\033[1;41m%s\033[1;0m" % logging.getLevelName(logging.CRITICAL))


class Logger:
    """
    Training process logger

    Note:
        Used by BaseTrainer to save training history.
    """

    def __init__(self):
        self.entries = {}

    def add_entry(self, entry):
        self.entries[len(self.entries) + 1] = entry

    def __str__(self):
        return json.dumps(self.entries, sort_keys=True, indent=4)


BLACK, RED, GREEN, YELLOW, BLUE, MAGENTA, CYAN, WHITE = range(8)

# The background is set with 40 plus the number of the color, and the foreground with 30
# These are the sequences need to get colored ouput
RESET_SEQ = "\033[0m"
COLOR_SEQ = "\033[1;%dm"
BOLD_SEQ = "\033[1m"


def formatter_message(message, use_color=True):
    if use_color:
        message = message.replace("$RESET", RESET_SEQ).replace("$BOLD", BOLD_SEQ)
    else:
        message = message.replace("$RESET", "").replace("$BOLD", "")
    return message


COLORS = {
    'WARNING': BLUE,
    'INFO': WHITE,
    'DEBUG': GREEN,
    'CRITICAL': YELLOW,
    'ERROR': RED
}


class ColoredFormatter(logging.Formatter):
    def __init__(self, msg, use_color=True):
        logging.Formatter.__init__(self, msg)
        self.use_color = use_color

    def format(self, record):
        levelname = record.levelname
        if self.use_color and levelname in COLORS:
            levelname_color = COLOR_SEQ % (30 + COLORS[levelname]) + levelname + RESET_SEQ
            record.levelname = levelname_color
        return logging.Formatter.format(self, record)


# FORMAT = "[$BOLD%(name)-20s$RESET][%(levelname)-18s]  %(message)s ($BOLD%(filename)s$RESET:%(lineno)d)"

class ColoredLogger(logging.Logger):
    FORMAT = "[$BOLD%(name)s$RESET][%(levelname)s] %(message)-s "
    COLOR_FORMAT = formatter_message(FORMAT, True)

    def __init__(self, name):
        logging.Logger.__init__(self, name, logging.INFO)
        color_formatter = ColoredFormatter(self.COLOR_FORMAT)
        console = logging.StreamHandler()
        console.setFormatter(color_formatter)
        self.addHandler(console)
        return


logging.setLoggerClass(ColoredLogger)



================================================
FILE: CityCode/Utils/losses.py
================================================
import numpy as np
import torch
import torch.nn.functional as F
import torch.nn as nn
from Utils import ramps


class ProbOhemCrossEntropy2d(nn.Module):
    def __init__(self, ignore_label, reduction='mean', thresh=0.6, min_kept=256,
                 down_ratio=1, use_weight=False):
        super(ProbOhemCrossEntropy2d, self).__init__()
        self.ignore_label = ignore_label
        self.thresh = float(thresh)
        self.min_kept = int(min_kept)
        self.down_ratio = down_ratio
        self.criterion = torch.nn.CrossEntropyLoss(reduction=reduction,
                                                   ignore_index=ignore_label)

    def forward(self, pred, target):
        b, c, h, w = pred.size()
        target = target.view(-1)
        valid_mask = target.ne(self.ignore_label)
        target = target * valid_mask.long()
        num_valid = valid_mask.sum()
        prob = F.softmax(pred, dim=1)
        prob = (prob.transpose(0, 1)).reshape(c, -1)

        if self.min_kept > num_valid:
            print('Labels: {}'.format(num_valid))
        elif num_valid > 0:
            prob = prob.masked_fill_(~valid_mask, 1)
            mask_prob = prob[target, torch.arange(len(target), dtype=torch.long)]
            threshold = self.thresh
            if self.min_kept > 0:
                index = mask_prob.argsort()
                threshold_index = index[min(len(index), self.min_kept) - 1]
                if mask_prob[threshold_index] > self.thresh:
                    threshold = mask_prob[threshold_index]
                kept_mask = mask_prob.le(threshold)
                target = target * kept_mask.long()
                valid_mask = valid_mask * kept_mask

        target = target.masked_fill_(~valid_mask, self.ignore_label)
        target = target.view(b, h, w)

        return self.criterion(pred, target)


class consistency_weight(object):
    """
    ramp_types = ['sigmoid_rampup', 'linear_rampup', 'cosine_rampup', 'log_rampup', 'exp_rampup']
    """

    def __init__(self, final_w, iters_per_epoch, rampup_starts=0, rampup_ends=7, ramp_type='sigmoid_rampup'):
        self.final_w = final_w
        self.iters_per_epoch = iters_per_epoch
        self.rampup_starts = rampup_starts * iters_per_epoch
        self.rampup_ends = rampup_ends * iters_per_epoch
        self.rampup_length = (self.rampup_ends - self.rampup_starts)
        self.rampup_func = getattr(ramps, ramp_type)
        self.current_rampup = 0

    def __call__(self, epoch, curr_iter):
        cur_total_iter = self.iters_per_epoch * epoch + curr_iter
        if cur_total_iter < self.rampup_starts:
            return 0
        self.current_rampup = self.rampup_func(cur_total_iter - self.rampup_starts, self.rampup_length)
        return self.final_w * self.current_rampup


def CE_loss(input_logits, target_targets, ignore_index, temperature=1):
    if len(target_targets.shape) > 3:
        target_targets = torch.argmax(target_targets, dim=1)
    return F.cross_entropy(input_logits / temperature, target_targets, ignore_index=ignore_index)
    # return -torch.mean(torch.sum(F.log_softmax(outputs_x, dim=1) * targets_x, dim=1))


# for FocalLoss
def softmax_helper(x):
    # copy from: https://github.com/MIC-DKFZ/nnUNet/blob/master/nnunet/utilities/nd_softmax.py
    rpt = [1 for _ in range(len(x.size()))]
    rpt[1] = x.size(1)
    x_max = x.max(1, keepdim=True)[0].repeat(*rpt)
    e_x = torch.exp(x - x_max)
    return e_x / e_x.sum(1, keepdim=True).repeat(*rpt)


def get_alpha(supervised_loader):
    # get number of classes
    num_labels = 0
    for image_batch, label_batch in supervised_loader:
        label_batch.data[label_batch.data == 255] = 0  # pixels of ignore class added to background
        l_unique = torch.unique(label_batch.data)
        list_unique = [element.item() for element in l_unique.flatten()]
        num_labels = max(max(list_unique), num_labels)
    num_classes = num_labels + 1
    # count class occurrences
    alpha = [0 for i in range(num_classes)]
    for image_batch, label_batch in supervised_loader:
        label_batch.data[label_batch.data == 255] = 0  # pixels of ignore class added to background
        l_unique = torch.unique(label_batch.data)
        list_unique = [element.item() for element in l_unique.flatten()]
        l_unique_count = torch.stack([(label_batch.data == x_u).sum() for x_u in l_unique])  # tensor([65920, 36480])
        list_count = [count.item() for count in l_unique_count.flatten()]
        for index in list_unique:
            alpha[index] += list_count[list_unique.index(index)]
    return alpha


# for FocalLoss
def softmax_helper(x):
    # copy from: https://github.com/MIC-DKFZ/nnUNet/blob/master/nnunet/utilities/nd_softmax.py
    rpt = [1 for _ in range(len(x.size()))]
    rpt[1] = x.size(1)
    x_max = x.max(1, keepdim=True)[0].repeat(*rpt)
    e_x = torch.exp(x - x_max)
    return e_x / e_x.sum(1, keepdim=True).repeat(*rpt)


class FocalLoss(nn.Module):
    """
    copy from: https://github.com/Hsuxu/Loss_ToolBox-PyTorch/blob/master/FocalLoss/FocalLoss.py
    This is a implementation of Focal Loss with smooth label cross entropy supported which is proposed in
    'Focal Loss for Dense Object Detection. (https://arxiv.org/abs/1708.02002)'
        Focal_Loss= -1*alpha*(1-pt)*log(pt)
    :param num_class:
    :param alpha: (tensor) 3D or 4D the scalar factor for this criterion
    :param gamma: (float,double) gamma > 0 reduces the relative loss for well-classified examples (p>0.5) putting more
                    focus on hard misclassified example
    :param smooth: (float,double) smooth value when cross entropy
    :param balance_index: (int) balance class index, should be specific when alpha is float
    :param size_average: (bool, optional) By default, the losses are averaged over each loss element in the batch.
    """

    def __init__(self, apply_nonlin=None, alpha=None, gamma=2, balance_index=0, smooth=1e-5, size_average=True):
        super(FocalLoss, self).__init__()
        self.apply_nonlin = apply_nonlin
        self.alpha = alpha
        self.gamma = gamma
        self.balance_index = balance_index
        self.smooth = smooth
        self.size_average = size_average

        if self.smooth is not None:
            if self.smooth < 0 or self.smooth > 1.0:
                raise ValueError('smooth value should be in [0,1]')

    def forward(self, logit, target):
        if self.apply_nonlin is not None:
            logit = self.apply_nonlin(logit)
        num_class = logit.shape[1]

        if logit.dim() > 2:
            # N,C,d1,d2 -> N,C,m (m=d1*d2*...)
            logit = logit.view(logit.size(0), logit.size(1), -1)
            logit = logit.permute(0, 2, 1).contiguous()
            logit = logit.view(-1, logit.size(-1))
        target = torch.squeeze(target, 1)
        target = target.view(-1, 1)

        alpha = self.alpha

        if alpha is None:
            alpha = torch.ones(num_class, 1)
        elif isinstance(alpha, (list, np.ndarray)):
            assert len(alpha) == num_class
            alpha = torch.FloatTensor(alpha).view(num_class, 1)
            alpha = alpha / alpha.sum()
            alpha = 1 / alpha  # inverse of class frequency
        elif isinstance(alpha, float):
            alpha = torch.ones(num_class, 1)
            alpha = alpha * (1 - self.alpha)
            alpha[self.balance_index] = self.alpha

        else:
            raise TypeError('Not support alpha type')

        if alpha.device != logit.device:
            alpha = alpha.to(logit.device)

        idx = target.cpu().long()

        one_hot_key = torch.FloatTensor(target.size(0), num_class).zero_()

        # to resolve error in idx in scatter_
        idx[idx == 225] = 0

        one_hot_key = one_hot_key.scatter_(1, idx, 1)
        if one_hot_key.device != logit.device:
            one_hot_key = one_hot_key.to(logit.device)

        if self.smooth:
            one_hot_key = torch.clamp(
                one_hot_key, self.smooth / (num_class - 1), 1.0 - self.smooth)
        pt = (one_hot_key * logit).sum(1) + self.smooth
        logpt = pt.log()

        gamma = self.gamma

        alpha = alpha[idx]
        alpha = torch.squeeze(alpha)
        loss = -1 * alpha * torch.pow((1 - pt), gamma) * logpt

        if self.size_average:
            loss = loss.mean()
        else:
            loss = loss.sum()
        return loss


class abCE_loss(nn.Module):
    """
    Annealed-Bootstrapped cross-entropy loss
    """

    def __init__(self, iters_per_epoch, epochs, num_classes, weight=None,
                 reduction='mean', thresh=0.7, min_kept=1, ramp_type='log_rampup'):
        super(abCE_loss, self).__init__()
        self.weight = torch.FloatTensor(weight) if weight is not None else weight
        self.reduction = reduction
        self.thresh = thresh
        self.min_kept = min_kept
        self.ramp_type = ramp_type

        if ramp_type is not None:
            self.rampup_func = getattr(ramps, ramp_type)
            self.iters_per_epoch = iters_per_epoch
            self.num_classes = num_classes
            self.start = 1 / num_classes
            self.end = 0.9
            self.total_num_iters = (epochs - (0.6 * epochs)) * iters_per_epoch

    def threshold(self, curr_iter, epoch):
        cur_total_iter = self.iters_per_epoch * epoch + curr_iter
        current_rampup = self.rampup_func(cur_total_iter, self.total_num_iters)
        return current_rampup * (self.end - self.start) + self.start

    def forward(self, predict, target, ignore_index, curr_iter, epoch):
        batch_kept = self.min_kept * target.size(0)
        prob_out = F.softmax(predict, dim=1)
        tmp_target = target.clone()
        tmp_target[tmp_target == ignore_index] = 0
        prob = prob_out.gather(1, tmp_target.unsqueeze(1))
        mask = target.contiguous().view(-1, ) != ignore_index
        sort_prob, sort_indices = prob.contiguous().view(-1, )[mask].contiguous().sort()

        if self.ramp_type is not None:
            thresh = self.threshold(curr_iter=curr_iter, epoch=epoch)
        else:
            thresh = self.thresh

        min_threshold = sort_prob[min(batch_kept, sort_prob.numel() - 1)] if sort_prob.numel() > 0 else 0.0
        threshold = max(min_threshold, thresh)
        loss_matrix = F.cross_entropy(predict, target,
                                      weight=self.weight.to(predict.device) if self.weight is not None else None,
                                      ignore_index=ignore_index, reduction='none')
        loss_matirx = loss_matrix.contiguous().view(-1, )
        sort_loss_matirx = loss_matirx[mask][sort_indices]
        select_loss_matrix = sort_loss_matirx[sort_prob < threshold]
        if self.reduction == 'sum' or select_loss_matrix.numel() == 0:
            return select_loss_matrix.sum()
        elif self.reduction == 'mean':
            return select_loss_matrix.mean()
        else:
            raise NotImplementedError('Reduction Error!')


def semi_ce_loss(inputs, targets,
                 conf_mask=True, threshold=None,
                 threshold_neg=None, temperature_value=1):
    # target => logit, input => logit
    pass_rate = {}
    if conf_mask:
        # for negative
        targets_prob = F.softmax(targets/temperature_value, dim=1)
        
        # for positive
        targets_real_prob = F.softmax(targets, dim=1)
        
        weight = targets_real_prob.max(1)[0]
        total_number = len(targets_prob.flatten(0))
        boundary = ["< 0.1", "0.1~0.2", "0.2~0.3",
                    "0.3~0.4", "0.4~0.5", "0.5~0.6",
                    "0.6~0.7", "0.7~0.8", "0.8~0.9",
                    "> 0.9"]

        rate = [torch.sum((torch.logical_and((i - 1) / 10 < targets_real_prob, targets_real_prob < i / 10)) == True)
                / total_number for i in range(1, 11)]

        max_rate = [torch.sum((torch.logical_and((i - 1) / 10 < weight, weight < i / 10)) == True)
                    / weight.numel() for i in range(1, 11)]

        pass_rate["entire_prob_boundary"] = [[label, val] for (label, val) in zip(boundary, rate)]
        pass_rate["max_prob_boundary"] = [[label, val] for (label, val) in zip(boundary, max_rate)]

        mask = (weight >= threshold)

        mask_neg = (targets_prob < threshold_neg)

        # temp negative label * mask_neg, which mask down the positive labels.
        # neg_label = torch.ones(targets.shape, dtype=targets.dtype, device=targets.device) * mask_neg
        neg_label = torch.nn.functional.one_hot(torch.argmax(targets_prob, dim=1)).type(targets.dtype)
        if neg_label.shape[-1] != 19:
            neg_label = torch.cat((neg_label, torch.zeros([neg_label.shape[0], neg_label.shape[1],
                                                           neg_label.shape[2], 19 - neg_label.shape[-1]]).cuda()),
                                  dim=3)
        neg_label = neg_label.permute(0, 3, 1, 2)
        neg_label = 1 - neg_label
          
        if not torch.any(mask):
            neg_prediction_prob = torch.clamp(1-F.softmax(inputs, dim=1), min=1e-7, max=1.)
            negative_loss_mat = -(neg_label * torch.log(neg_prediction_prob))
            # zero = torch.tensor(0., dtype=torch.float, device=negative_loss_mat.device)
            return inputs.sum() * .0, pass_rate, negative_loss_mat[mask_neg].mean()
        else:
            positive_loss_mat = F.cross_entropy(inputs, torch.argmax(targets, dim=1), reduction="none")
            positive_loss_mat = positive_loss_mat * weight

            neg_prediction_prob = torch.clamp(1-F.softmax(inputs, dim=1), min=1e-7, max=1.)
            negative_loss_mat = -(neg_label * torch.log(neg_prediction_prob))

            return positive_loss_mat[mask].mean(), pass_rate, negative_loss_mat[mask_neg].mean()
    else:
        raise NotImplementedError


def softmax_mse_loss(inputs, targets,
                     conf_mask=False, threshold=None,
                     use_softmax=False):

    assert inputs.requires_grad is True and targets.requires_grad is False
    assert inputs.size() == targets.size()  # (batch_size * num_classes * H * W)
    inputs = F.softmax(inputs, dim=1)
    if use_softmax:
        targets = F.softmax(targets, dim=1)

    if conf_mask:
        # method 1):
        mask = (targets.max(1)[0] > threshold)
        if not torch.any(mask):
            loss_mat = F.mse_loss(inputs, targets, reduction='none') * .0
        else:
            loss_mat = F.mse_loss(inputs, targets, reduction='none')
            loss_mat = loss_mat[mask.unsqueeze(1).expand_as(loss_mat)]

        return loss_mat.mean()
        # method 2).
        # mask = (targets.max(1)[0] > threshold)
        # loss_mat = F.mse_loss(inputs, targets, reduction='none')
        # loss_mat = loss_mat[mask.unsqueeze(1).expand_as(loss_mat)]
        # if loss_mat.shape.numel() == 0:
        #     print(dist.get_rank())
        #     loss_mat = F.mse_loss(inputs, targets, reduction='none') * .0
        # return loss_mat.mean()
    return F.mse_loss(inputs, targets, reduction='mean')  # take the mean over the batch_size


def softmax_kl_loss(inputs, targets, conf_mask=False, threshold=None, use_softmax=False):
    assert inputs.requires_grad == True and targets.requires_grad == False
    assert inputs.size() == targets.size()
    input_log_softmax = F.log_softmax(inputs, dim=1)
    if use_softmax:
        targets = F.softmax(targets, dim=1)

    if conf_mask:
        loss_mat = F.kl_div(input_log_softmax, targets, reduction='none')
        mask = (targets.max(1)[0] > threshold)
        loss_mat = loss_mat[mask.unsqueeze(1).expand_as(loss_mat)]
        if loss_mat.shape.numel() == 0: loss_mat = torch.tensor([0.]).to(inputs.device)
        return loss_mat.sum() / mask.shape.numel()
    else:
        return F.kl_div(input_log_softmax, targets, reduction='mean')


def softmax_js_loss(inputs, targets, **_):
    assert inputs.requires_grad == True and targets.requires_grad == False
    assert inputs.size() == targets.size()
    epsilon = 1e-5

    M = (F.softmax(inputs, dim=1) + targets) * 0.5
    kl1 = F.kl_div(F.log_softmax(inputs, dim=1), M, reduction='mean')
    kl2 = F.kl_div(torch.log(targets + epsilon), M, reduction='mean')
    return (kl1 + kl2) * 0.5


def pair_wise_loss(unsup_outputs, size_average=True, nbr_of_pairs=8):
    """
    Pair-wise loss in the sup. mat.
    """
    if isinstance(unsup_outputs, list):
        unsup_outputs = torch.stack(unsup_outputs)

    # Only for a subset of the aux outputs to reduce computation and memory
    unsup_outputs = unsup_outputs[torch.randperm(unsup_outputs.size(0))]
    unsup_outputs = unsup_outputs[:nbr_of_pairs]

    temp = torch.zeros_like(unsup_outputs)  # For grad purposes
    for i, u in enumerate(unsup_outputs):
        temp[i] = F.softmax(u, dim=1)
    mean_prediction = temp.mean(0).unsqueeze(0)  # Mean over the auxiliary outputs
    pw_loss = ((temp - mean_prediction) ** 2).mean(0)  # Variance
    pw_loss = pw_loss.sum(1)  # Sum over classes
    if size_average:
        return pw_loss.mean()
    return pw_loss.sum()


================================================
FILE: CityCode/Utils/lr_scheduler.py
================================================
import math
from torch.optim.lr_scheduler import _LRScheduler


class Step(_LRScheduler):
    def __init__(self, optimizer, num_epochs, steps=2, gamma=0.1, last_epoch=-1, **_):
        self.step_size = num_epochs // steps
        self.num_epochs = num_epochs
        self.gamma = gamma
        super(Step, self).__init__(optimizer, last_epoch)

    def get_lr(self):
        if self.step_size != 0:
            return [base_lr * self.gamma ** (self.last_epoch // self.step_size)
                    for base_lr in self.base_lrs]
        return self.base_lrs


class Poly(_LRScheduler):
    def __init__(self, optimizer, num_epochs, iters_per_epoch, warmup_epochs=0, last_epoch=-1):
        self.iters_per_epoch = iters_per_epoch
        self.cur_iter = 0
        self.N = num_epochs * iters_per_epoch
        self.warmup_iters = warmup_epochs * iters_per_epoch
        super(Poly, self).__init__(optimizer, last_epoch)

    def get_lr(self):
        T = self.last_epoch * self.iters_per_epoch + self.cur_iter
        factor = pow((1 - 1.0 * T / self.N), 0.9)
        if self.warmup_iters > 0 and T < self.warmup_iters:
            factor = 1.0 * T / self.warmup_iters

        self.cur_iter %= self.iters_per_epoch
        self.cur_iter += 1
        assert factor >= 0, 'error in lr_scheduler'
        return [base_lr * factor for base_lr in self.base_lrs]


class OneCycle(_LRScheduler):
    def __init__(self, optimizer, num_epochs, iters_per_epoch=0, last_epoch=-1,
                 momentums=(0.85, 0.95), div_factor=25, phase1=0.3):
        self.iters_per_epoch = iters_per_epoch
        self.cur_iter = 0
        self.N = num_epochs * iters_per_epoch
        self.phase1_iters = int(self.N * phase1)
        self.phase2_iters = (self.N - self.phase1_iters)
        self.momentums = momentums
        self.mom_diff = momentums[1] - momentums[0]

        self.low_lrs = [opt_grp['lr'] / div_factor for opt_grp in optimizer.param_groups]
        self.final_lrs = [opt_grp['lr'] / (div_factor * 1e4) for opt_grp in optimizer.param_groups]
        super(OneCycle, self).__init__(optimizer, last_epoch)

    def get_lr(self):
        T = self.last_epoch * self.iters_per_epoch + self.cur_iter
        self.cur_iter %= self.iters_per_epoch
        self.cur_iter += 1

        # Going from base_lr / 25 -> base_lr
        if T <= self.phase1_iters:
            cos_anneling = (1 + math.cos(math.pi * T / self.phase1_iters)) / 2
            for i in range(len(self.optimizer.param_groups)):
                self.optimizer.param_groups[i]['momentum'] = self.momentums[0] + self.mom_diff * cos_anneling

            return [base_lr - (base_lr - low_lr) * cos_anneling
                    for base_lr, low_lr in zip(self.base_lrs, self.low_lrs)]

        # Going from base_lr -> base_lr / (25e4)
        T -= self.phase1_iters
        cos_anneling = (1 + math.cos(math.pi * T / self.phase2_iters)) / 2
        for i in range(len(self.optimizer.param_groups)):
            self.optimizer.param_groups[i]['momentum'] = self.momentums[1] - self.mom_diff * cos_anneling
        return [final_lr + (base_lr - final_lr) * cos_anneling
                for base_lr, final_lr in zip(self.base_lrs, self.final_lrs)]


================================================
FILE: CityCode/Utils/metrics.py
================================================
import numpy as np
import torch
import torch.nn.functional as F
import torch.nn as nn


class AverageMeter(object):
    """Computes and stores the average and current value"""

    def __init__(self):
        self.initialized = False
        self.val = 0
        self.avg = 0
        self.sum = 0
        self.count = 0

    def initialize(self, val, weight):
        self.val = val
        self.avg = val
        self.sum = np.multiply(val, weight)
        self.count = weight
        self.initialized = True

    def update(self, val, weight=1):
        if not self.initialized:
            self.initialize(val, weight)
        else:
            self.add(val, weight)

    def add(self, val, weight):
        self.val = val
        self.sum = np.add(self.sum, np.multiply(val, weight))
        self.count = self.count + weight
        self.avg = self.sum / self.count

    @property
    def value(self):
        return self.val

    @property
    def average(self):
        return np.round(self.avg, 5)


def batch_pix_accuracy(output, target):
    _, predict = torch.max(output, 1)

    predict = predict.int() + 1
    target = target.int() + 1

    pixel_labeled = (target > 0).sum()
    pixel_correct = ((predict == target) * (target > 0)).sum()
    assert pixel_correct <= pixel_labeled, "Correct area should be smaller than Labeled"
    return pixel_correct.cpu().numpy(), pixel_labeled.cpu().numpy()


def batch_intersection_union(output, target, num_class):
    _, predict = torch.max(output, 1)
    predict = predict + 1
    target = target + 1

    predict = predict * (target > 0).long()
    intersection = predict * (predict == target).long()

    area_inter = torch.histc(intersection.float(), bins=num_class, max=num_class, min=1)
    area_pred = torch.histc(predict.float(), bins=num_class, max=num_class, min=1)
    area_lab = torch.histc(target.float(), bins=num_class, max=num_class, min=1)
    area_union = area_pred + area_lab - area_inter
    assert (area_inter <= area_union).all(), "Intersection area should be smaller than Union area"
    return area_inter.cpu().numpy(), area_union.cpu().numpy()


def eval_metrics(output, target, num_classes, ignore_index):
    target = target.clone()
    if ignore_index is not None:
        target[target == ignore_index] = -1
    correct, labeled = batch_pix_accuracy(output.data, target)
    inter, union = batch_intersection_union(output.data, target, num_classes)
    return [np.round(correct, 5), np.round(labeled, 5), np.round(inter, 5), np.round(union, 5)]


# ref https://github.com/CSAILVision/sceneparsing/blob/master/evaluationCode/utils_eval.py
def pixel_accuracy(output, target):
    output = np.asarray(output)
    target = np.asarray(target)
    pixel_labeled = np.sum(target > 0)
    pixel_correct = np.sum((output == target) * (target > 0))
    return pixel_correct, pixel_labeled


def inter_over_union(output, target, num_class):
    output = np.asarray(output) + 1
    target = np.asarray(target) + 1
    output = output * (target > 0)

    intersection = output * (output == target)
    area_inter, _ = np.histogram(intersection, bins=num_class, range=(1, num_class))
    area_pred, _ = np.histogram(output, bins=num_class, range=(1, num_class))
    area_lab, _ = np.histogram(target, bins=num_class, range=(1, num_class))
    area_union = area_pred + area_lab - area_inter
    return area_inter, area_union


================================================
FILE: CityCode/Utils/pyt_utils.py
================================================
# encoding: utf-8
import os
import sys
import time
import random
import argparse
from collections import OrderedDict, defaultdict
import logging
import torch
import torch.utils.model_zoo as model_zoo

# from engine.logger import get_logger

# logger = logging.getLogger()

model_urls = {
    'resnet18': 'https://download.pytorch.org/models/resnet18-5c106cde.pth',
    'resnet34': 'https://download.pytorch.org/models/resnet34-333f7ec4.pth',
    'resnet50': 'https://download.pytorch.org/models/resnet50-19c8e357.pth',
    'resnet101': 'https://download.pytorch.org/models/resnet101-5d3b4d8f.pth',
    'resnet152': 'https://download.pytorch.org/models/resnet152-b121ed2d.pth',
}


def load_model(model, model_file, is_restore=False):
    t_start = time.time()

    if model_file is None:
        return model

    if isinstance(model_file, str):
        state_dict = torch.load(model_file)
        if 'model' in state_dict.keys():
            state_dict = state_dict['model']
    else:
        state_dict = model_file
    t_ioend = time.time()

    if is_restore:
        new_state_dict = OrderedDict()
        for k, v in state_dict.items():
            name = 'module.' + k
            new_state_dict[name] = v
        state_dict = new_state_dict

    model.load_state_dict(state_dict, strict=False)
    ckpt_keys = set(state_dict.keys())
    own_keys = set(model.state_dict().keys())
    missing_keys = own_keys - ckpt_keys
    unexpected_keys = ckpt_keys - own_keys

    del state_dict
    t_end = time.time()
    print(
        "Load model, Time usage:\n\tIO: {}, initialize parameters: {}".format(
            t_ioend - t_start, t_end - t_ioend))

    return model

def load_dualpath_model(model, model_file, is_restore=False):
    # load raw state_dict
    t_start = time.time()
    if isinstance(model_file, str):
        raw_state_dict = torch.load(model_file)


        if 'model' in raw_state_dict.keys():
            raw_state_dict = raw_state_dict['model']
    else:
        raw_state_dict = model_file
    # copy to  hha backbone
    state_dict = {}
    for k, v in raw_state_dict.items():
        state_dict[k.replace('.bn.', '.')] = v
        if k.find('conv1') >= 0:
            state_dict[k] = v
            state_dict[k.replace('conv1', 'hha_conv1')] = v
        if k.find('conv2') >= 0:
            state_dict[k] = v
            state_dict[k.replace('conv2', 'hha_conv2')] = v
        if k.find('conv3') >= 0:
            state_dict[k] = v
            state_dict[k.replace('conv3', 'hha_conv3')] = v
        if k.find('bn1') >= 0:
            state_dict[k] = v
            state_dict[k.replace('bn1', 'hha_bn1')] = v
        if k.find('bn2') >= 0:
            state_dict[k] = v
            state_dict[k.replace('bn2', 'hha_bn2')] = v
        if k.find('bn3') >= 0:
            state_dict[k] = v
            state_dict[k.replace('bn3', 'hha_bn3')] = v
        if k.find('downsample') >= 0:
            state_dict[k] = v
            state_dict[k.replace('downsample', 'hha_downsample')] = v
    t_ioend = time.time()

    if is_restore:
        new_state_dict = OrderedDict()
        for k, v in state_dict.items():
            name = 'module.' + k
            new_state_dict[name] = v
        state_dict = new_state_dict

    model.load_state_dict(state_dict, strict=False)
    ckpt_keys = set(state_dict.keys())
    own_keys = set(model.state_dict().keys())
    missing_keys = own_keys - ckpt_keys
    unexpected_keys = ckpt_keys - own_keys

    # if len(missing_keys) > 0:
    #     logger.warning('Missing key(s) in state_dict: {}'.format(
    #         ', '.join('{}'.format(k) for k in missing_keys)))
    #
    # if len(unexpected_keys) > 0:
    #     logger.warning('Unexpected key(s) in state_dict: {}'.format(
    #         ', '.join('{}'.format(k) for k in unexpected_keys)))

    del state_dict
    t_end = time.time()
    print(
        "Load model, Time usage:\n\tIO: {}, initialize parameters: {}".format(
            t_ioend - t_start, t_end - t_ioend))

    return model

def parse_devices(input_devices):
    if input_devices.endswith('*'):
        devices = list(range(torch.cuda.device_count()))
        return devices

    devices = []
    for d in input_devices.split(','):
        if '-' in d:
            start_device, end_device = d.split('-')[0], d.split('-')[1]
            assert start_device != ''
            assert end_device != ''
            start_device, end_device = int(start_device), int(end_device)
            assert start_device < end_device
            assert end_device < torch.cuda.device_count()
            for sd in range(start_device, end_device + 1):
                devices.append(sd)
        else:
            device = int(d)
            assert device < torch.cuda.device_count()
            devices.append(device)

    print('using devices {}'.format(
        ', '.join([str(d) for d in devices])))

    return devices


def extant_file(x):
    """
    'Type' for argparse - checks that file exists but does not open.
    """
    if not os.path.exists(x):
        # Argparse uses the ArgumentTypeError to give a rejection message like:
        # error: argument input: x does not exist
        raise argparse.ArgumentTypeError("{0} does not exist".format(x))
    return x


def link_file(src, target):
    if os.path.isdir(target) or os.path.isfile(target):
        os.system('rm -rf {}'.format(target))
    os.system('ln -s {} {}'.format(src, target))


def ensure_dir(path):
    if not os.path.isdir(path):
        try:
            sleeptime = random.randint(0, 3)
            time.sleep(sleeptime)
            os.makedirs(path)
        except:
            print('conflict !!!')


def _dbg_interactive(var, value):
    from IPython import embed
    embed()

# def load_model(model, model_file):
#     if isinstance(model_file, str):
#         print('Load Model: ' + model_file)
#         state_dict = torch.load(model_file)
#     else:
#         state_dict = model_file
#
#     from collections import OrderedDict
#     new_state_dict = OrderedDict()
#     for k, v in state_dict.items():
#         name = k
#         if k.split('.')[0] == 'module':
#             name = k[7:]
#         new_state_dict[name] = v
#     model.load_state_dict(new_state_dict, strict=False)
#
#     return model
#
#
# def parse_devices(input_devices):
#     if input_devices.endswith('*'):
#         devices = list(range(torch.cuda.device_count()))
#         return devices
#
#     devices = []
#     for d in input_devices.split(','):
#         if '-' in d:
#             start_device, end_device = d.split('-')[0], d.split('-')[1]
#             assert start_device != ''
#             assert end_device != ''
#             start_device, end_device = int(start_device), int(end_device)
#             assert start_device < end_device
#             assert end_device < torch.cuda.device_count()
#             for sd in range(start_device, end_device + 1):
#                 devices.append(sd)
#         else:
#             device = int(d)
#             assert device < torch.cuda.device_count()
#             devices.append(device)
#
#     return devices

#
# def inspect(var):
#     return CallbackInjector(var, _dbg_interactive)


================================================
FILE: CityCode/Utils/ramps.py
================================================
import numpy as np


def gaussian_rampup(start, current, rampup_length):
    assert rampup_length >= 0
    if current ==0:
        return .0
    if current < start:
        return .0
    if current >= rampup_length:
        return 1.0
    return np.exp(-5 * (1 - current / rampup_length) ** 2)

def sigmoid_rampup(current, rampup_length):
    if rampup_length == 0:
        return 1.0
    current = np.clip(current, 0.0, rampup_length)
    phase = 1.0 - current / rampup_length

    return float(np.exp(-5.0 * phase * phase))


def linear_rampup(current, rampup_length):
    assert current >= 0 and rampup_length >= 0
    if current >= rampup_length:
        return 1.0
    return current / rampup_length


def cosine_rampup(current, rampup_length):
    if rampup_length == 0:
        return 1.0
    current = np.clip(current, 0.0, rampup_length)
    return 1 - float(.5 * (np.cos(np.pi * current / rampup_length) + 1))


def log_rampup(current, rampup_length):
    if rampup_length == 0:
        return 1.0
    current = np.clip(current, 0.0, rampup_length)
    return float(1 - np.exp(-5.0 * current / rampup_length))


def exp_rampup(current, rampup_length):
    if rampup_length == 0:
        return 1.0
    current = np.clip(current, 0.0, rampup_length)
    return float(np.exp(5.0 * (current / rampup_length - 1)))


================================================
FILE: CityCode/Utils/sliding_evaluator.py
================================================
import torch
import numpy
import cv2
import collections


class SlidingEval(torch.nn.Module):
    def __init__(self, model, crop_size, stride_rate, device, class_number=19, val_id=1):
        super(SlidingEval, self).__init__()
        self.crop_size = crop_size
        self.stride_rate = stride_rate
        self.device = device
        self.class_number = class_number
        self.model = model
        self.val_id = val_id

    def forward(self, img):
        img = img.squeeze().permute(1, 2, 0).cpu().numpy()
        ori_rows, ori_cols, c = img.shape
        processed_pred = numpy.zeros((ori_rows, ori_cols, self.class_number))
        processed_pred += self.scale_process(img, (ori_rows, ori_cols), self.device)
        return processed_pred.transpose(2, 0, 1)

    # The img is normalized;
    def process_image(self, img, crop_size=None):
        p_img = img
        if img.shape[2] < 3:
            im_b = p_img
            im_g = p_img
            im_r = p_img
            p_img = numpy.concatenate((im_b, im_g, im_r), axis=2)

        if crop_size is not None:
            p_img, margin = self.pad_image_to_shape(p_img, crop_size,
                                                    cv2.BORDER_CONSTANT, value=0)
            p_img = p_img.transpose(2, 0, 1)
            return p_img, margin

        p_img = p_img.transpose(2, 0, 1)
        return p_img

    def get_2dshape(self, shape, *, zero=True):
        if not isinstance(shape, collections.Iterable):
            shape = int(shape)
            shape = (shape, shape)
        else:
            h, w = map(int, shape)
            shape = (h, w)
        if zero:
            minv = 0
        else:
            minv = 1

        assert min(shape) >= minv, 'invalid shape: {}'.format(shape)
        return shape

    def pad_image_to_shape(self, img, shape, border_mode, value):
        margin = numpy.zeros(4, numpy.uint32)
        shape = self.get_2dshape(shape)
        pad_height = shape[0] - img.shape[0] if shape[0] - img.shape[0] > 0 else 0
        pad_width = shape[1] - img.shape[1] if shape[1] - img.shape[1] > 0 else 0

        margin[0] = pad_height // 2
        margin[1] = pad_height // 2 + pad_height % 2
        margin[2] = pad_width // 2
        margin[3] = pad_width // 2 + pad_width % 2

        img = cv2.copyMakeBorder(img, margin[0], margin[1], margin[2], margin[3],
                                 border_mode, value=value)

        return img, margin

    def scale_process(self, img, ori_shape, device=None):
        new_rows, new_cols, c = img.shape
        long_size = new_cols if new_cols > new_rows else new_rows
        if isinstance(self.crop_size, int):
            self.crop_size = (self.crop_size, self.crop_size)

        if long_size <= min(self.crop_size[0], self.crop_size[1]):
            input_data, margin = self.process_image(img, self.crop_size)  # pad image
            with torch.no_grad():
                input_data = torch.tensor(input_data, dtype=torch.float).cuda().unsqueeze(0)
                if self.val_id == 1:
                    score = self.model.module(input_data, id=1)
                else:
                    score = (self.model.module(input_data, id=1) + self.model.module(input_data, id=2))/2
            score = score[:, margin[0]:(score.shape[1] - margin[1]),
                    margin[2]:(score.shape[2] - margin[3])]
        else:
            stride_0 = int(numpy.ceil(self.crop_size[0] * self.stride_rate))
            stride_1 = int(numpy.ceil(self.crop_size[1] * self.stride_rate))
            img_pad, margin = self.pad_image_to_shape(img, self.crop_size,
                                                      cv2.BORDER_CONSTANT, value=0)
            pad_rows = img_pad.shape[0]
            pad_cols = img_pad.shape[1]
            r_grid = int(numpy.ceil((pad_rows - self.crop_size[0]) / stride_0)) + 1
            c_grid = int(numpy.ceil((pad_cols - self.crop_size[1]) / stride_1)) + 1
            data_scale = torch.zeros(self.class_number, pad_rows, pad_cols).cuda(
                device)
            count_scale = torch.zeros(self.class_number, pad_rows, pad_cols).cuda(
                device)
            for grid_yidx in range(r_grid):
                for grid_xidx in range(c_grid):
                    s_x = grid_xidx * stride_1
                    s_y = grid_yidx * stride_0
                    e_x = min(s_x + self.crop_size[1], pad_cols)
                    e_y = min(s_y + self.crop_size[0], pad_rows)
                    s_x = e_x - self.crop_size[1]
                    s_y = e_y - self.crop_size[0]
                    img_sub = img_pad[s_y:e_y, s_x: e_x, :]
                    count_scale[:, s_y: e_y, s_x: e_x] += 1
                    input_data, tmargin = self.process_image(img_sub, self.crop_size)
                    input_data = torch.tensor(input_data, dtype=torch.float).cuda().unsqueeze(0)
                    temp_score = self.model.module.decoder1(self.model.module.encoder1(input_data),
                                                            data_shape=[input_data.shape[-2],
                                                                        input_data.shape[-1]])
                    temp_score = temp_score.squeeze()
                    temp_score = temp_score[:,
                                 tmargin[0]:(temp_score.shape[1] - tmargin[1]),
                                 tmargin[2]:(temp_score.shape[2] - tmargin[3])]
                    data_scale[:, s_y: e_y, s_x: e_x] += temp_score

            score = data_scale
            score = score[:, margin[0]:(score.shape[1] - margin[1]),
                          margin[2]:(score.shape[2] - margin[3])]

        score = score.permute(1, 2, 0)
        data_output = cv2.resize(score.cpu().numpy(),
                                 (ori_shape[1], ori_shape[0]),
                                 interpolation=cv2.INTER_LINEAR)

        return data_output


================================================
FILE: CityCode/Utils/tensor_board.py
================================================
import os
import PIL
import wandb
import numpy
import torch
import torchvision
import seaborn as sns
import matplotlib.pyplot as plt
from Utils.helpers import DeNormalize


class Tensorboard:
    def __init__(self, config, online=False):
        os.environ['WANDB_API_KEY'] = ""
        os.system("wandb login")
        os.system("wandb {}".format("online" if online else "offline"))
        self.tensor_board = wandb.init(project=config['name'], name=config['experim_name'],
                                       config=config)

        self.restore_transform = torchvision.transforms.Compose([
            DeNormalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),
            torchvision.transforms.ToPILImage()])

        self.palette = self.get_voc_pallete(19)
        self.current_step = 0
        self.root_dir = os.path.join(config['trainer']['save_dir'],
                                     config['experim_name'])

    def step_forward(self, global_step):
        self.current_step = global_step

    def upload_single_info(self, info):
        key, value = info.popitem()
        self.tensor_board.log({key: value,
                               "global_step": self.current_step})
        return

    def upload_wandb_info(self, info_dict):
        for i, info in enumerate(info_dict):
            self.tensor_board.log({info: info_dict[info],
                                   "global_step": self.current_step})
        return

    @staticmethod
    def get_class_colors(*args):
        return [[128, 64, 128], [244, 35, 232], [70, 70, 70],
                [102, 102, 156], [190, 153, 153], [153, 153, 153],
                [250, 170, 30], [220, 220, 0], [107, 142, 35],
                [152, 251, 152], [70, 130, 180], [220, 20, 60], [255, 0, 0],
                [0, 0, 142], [0, 0, 70], [0, 60, 100], [0, 80, 100],
                [0, 0, 230], [119, 11, 32]]

    @staticmethod
    def set_img_color(colors, background, img, pred):
        for i in range(0, len(colors)):
            img[numpy.where(pred == i)] = colors[i]

        if len(pred[pred > len(colors)]) > 0:
            # original color
            if numpy.any(pred == 255):
                img[numpy.where(pred == 255)] = [0, 0, 0]
            # change to pure white; class == 19
            else:
                img[numpy.where(pred > len(colors))] = [255, 255, 255]
        return img / 255.0

    def update_wandb_city_image(self, images,
                                teacher_prediction,
                                ground_truth, img_number=4):

        img_number = min(ground_truth.shape[0], img_number)
        predict_mask_soft = torch.softmax(teacher_prediction, dim=1)
        predict_mask_hard = torch.argmax(predict_mask_soft, dim=1)
        predict_mask_soft = predict_mask_soft.max(1)[0]
        upload_weight = []
        upload_prediction = []
        upload_ground_truth = []

        for i in range(0, img_number):
            clean_pad = numpy.zeros_like(images[0].permute(1, 2, 0).cpu().numpy())
            upload_prediction.append(self.set_img_color(self.get_class_colors(), -1, clean_pad,
                                                        predict_mask_hard[i].detach().cpu().numpy()))

        for i in range(0, img_number):
            clean_pad = numpy.zeros_like(images[0].permute(1, 2, 0).cpu().numpy())
            upload_ground_truth.append(self.set_img_color(self.get_class_colors(), -1, clean_pad,
                                                          ground_truth[i].detach().cpu().numpy()))
        predict_mask_soft = predict_mask_soft.cpu()
        predict_mask_soft = predict_mask_soft.numpy()

        confident_heat_map_path = os.path.join(self.root_dir, 'confident_heat_map')
        teacher_prediction_path = os.path.join(self.root_dir, 'teacher_prediction')
        if not os.path.exists(confident_heat_map_path):
            os.mkdir(path=confident_heat_map_path)

        if not os.path.exists(teacher_prediction_path):
            os.mkdir(path=teacher_prediction_path)

        if not os.path.exists(os.path.join(confident_heat_map_path, 'step_{}'.format(str(self.current_step)))):
            os.mkdir(path=os.path.join(confident_heat_map_path, 'step_{}'.format(str(self.current_step))))

        if not os.path.exists(os.path.join(teacher_prediction_path, 'step_{}'.format(str(self.current_step)))):
            os.mkdir(path=os.path.join(teacher_prediction_path, 'step_{}'.format(str(self.current_step))))

        for i in range(0, img_number):
            _ = sns.heatmap(predict_mask_soft[i], vmin=.0, vmax=1., yticklabels=False, xticklabels=False,
                            cbar=True if i == img_number-1 else False)
            plt.savefig(os.path.join(confident_heat_map_path,
                        'step_{}/heatmap_{}'.format(str(self.current_step), str(i)) + '.png'))

            plt.clf()
            upload_weight.append(plt.imread(os.path.join(confident_heat_map_path,
                                            'step_{}/heatmap_{}.png'.format(str(self.current_step), str(i)))))

        upload_weight = numpy.asarray(upload_weight)
        upload_prediction = numpy.asarray(upload_prediction)
        wandb.log({"confident_weight": [wandb.Image(j, caption="id {}".format(str(i)))
                                        for i, j in enumerate(upload_weight)], "my_step": self.current_step})

        wandb.log({"teacher_prediction": [wandb.Image(j, caption="id {}".format(str(i)))
                                          for i, j in enumerate(upload_prediction)]})

        wandb.log({"ground_truth": [wandb.Image(j, caption="id {}".format(str(i)))
                                    for i, j in enumerate(upload_ground_truth)]})
        wandb.log({"images": [wandb.Image(j, caption="id {}".format(str(i)))
                              for i, j in enumerate(images[:img_number])], "my_step": self.current_step})

    def update_table(self, table_info, axis_name, title=""):
        x_name, y_name = axis_name['x'], axis_name['y']
        table = wandb.Table(data=table_info,
                            columns=[x_name, y_name])
        wandb.log({title: wandb.plot.bar(table, x_name, y_name, title=title)})

    def de_normalize(self, image):
        return [self.restore_transform(i) if (isinstance(i, torch.Tensor) and len(i.shape) == 3)
                else self.colorize_mask(i.numpy(), self.palette)
                for i in image.detach().cpu()]

    def colorize_mask(self, mask, palette):
        zero_pad = 256 * 3 - len(palette)
        for i in range(zero_pad):
            palette.append(0)
        palette[-3:] = [255, 255, 255]
        new_mask = PIL.Image.fromarray(mask.astype(numpy.uint8)).convert('P')
        new_mask.putpalette(palette)
        return new_mask

    @staticmethod
    def get_voc_pallete(num_classes):
        n = num_classes
        pallete = [0] * (n * 3)
        for j in range(0, n):
            lab = j
            pallete[j * 3 + 0] = 0
            pallete[j * 3 + 1] = 0
            pallete[j * 3 + 2] = 0
            i = 0
            while (lab > 0):
                pallete[j * 3 + 0] |= (((lab >> 0) & 1) << (7 - i))
                pallete[j * 3 + 1] |= (((lab >> 1) & 1) << (7 - i))
                pallete[j * 3 + 2] |= (((lab >> 2) & 1) << (7 - i))
                i = i + 1
                lab >>= 3
        return pallete

    @staticmethod
    def finish():
        wandb.finish()


================================================
FILE: CityCode/configs/config_deeplab_v3+.json
================================================
{
    "name": "Co-Seg[dgx, city]",
    "experim_name": "final_test",
    "n_labeled_examples": 372,
    "ramp_up": 12,
    "unsupervised_w": 3.0,
    "ignore_index": 255,
    "lr_scheduler": "Poly",
    "use_weak_lables":false,
    "weakly_loss_w": 0.4,

    "model":{
        "supervised": false,
        "semi": true,
        "resnet": 50,
        "sup_loss": "OHEM",
        "un_loss": "semi_ce",
        "warm_up_epoch": 0
    },


    "optimizer": {
        "type": "SGD",
        "args":{
            "lr": 4.5e-3,
            "weight_decay": 1e-4,
            "momentum": 0.9
        }
    },


    "train_supervised": {
        "data_dir": "./city_scape",
        "batch_size": 8,
        "crop_size": 800,
        "shuffle": true,
        "base_size": [1024, 2048],
        "scale": true,
        "augment": true,
        "flip": true,
        "rotate": false,
        "split": "train_supervised",
        "num_workers": 8
    },

    "train_unsupervised": {
        "data_dir": "./city_scape",
        "weak_labels_output": "nil",
        "batch_size": 8,
        "crop_size": 800,
        "shuffle": true,
        "base_size": [1024, 2048],
        "scale": true,
        "augment": true,
        "flip": true,
        "rotate": false,
        "split": "train_unsupervised",
        "num_workers": 8
    },

    "val_loader": {
        "data_dir": "./city_scape",
        "batch_size": 1,
        "val": true,
        "split": "val",
        "shuffle": false,
        "num_workers": 4
    },

    "trainer": {
        "epochs": 80,
        "save_dir": "saved/",
        "save_period": 1,
        "log_dir": "saved/",
        "log_per_iter": 20,
        "val": true,
        "val_per_epochs": 10,
        "gamma": 0.5,
        "sharp_temp": 0.5
    }
}


================================================
FILE: CityCode/dgx/download_to_pvc.py
================================================
import logging
import os
import zipfile
from pathlib import Path
from typing import Union

from google.cloud import storage
from tqdm import tqdm


# log = logging.getLogger(__file__)
# log.setLevel(logging.DEBUG)

bucket_namespace = ""
bucket_name = ""


def get_bucket(bucket_namespace: str, bucket_name: str):
    client = storage.Client(project=bucket_namespace)
    bucket = client.get_bucket(bucket_name)
    return bucket


def download_city_unzip(data_dir: str, prefix, pvc=False):
    if pvc:
        data_dir = "/pvc/" + data_dir

    bucket_prefix = 'city_scape.zip'
    dst_folder = Path(data_dir)
    print('Destination Foder list ==> {}'.format(dst_folder))
    if dst_folder.exists():
        print('Skipping download as data dir already exists')
        return
    else:
        print(os.system("pwd"))
        print('searching blob ...')
        bucket = get_bucket('', '')
        blob = bucket.blob(prefix+bucket_prefix)
        print('downloading ...')
        path = "/pvc"  if pvc else "./"
        with open(Path(path)/bucket_prefix, 'wb') as sink:
            blob.download_to_file(sink)
        print('unziping the {} ...'.format(bucket_prefix))
        with zipfile.ZipFile(path+'./city_scape.zip', 'r') as zip_ref:
            zip_ref.extractall('./')
        print(os.system("ls"))


def upload_checkpoint(local_path: str, prefix: str, checkpoint_filepath: Union[Path, str]):
    """Upload a model checkpoint to the specified bucket in GCS."""
    bucket_prefix = prefix
    src_path = f"{local_path}/{checkpoint_filepath}"
    dst_path = f"{bucket_prefix}/{checkpoint_filepath}"
    print('Uploading {} => {}'.format(src_path, dst_path))
    bucket = get_bucket(bucket_namespace, bucket_name)
    blob = bucket.blob(dst_path)
    blob.upload_from_filename(src_path)
    print('finish uploading.')


def download_checkpoint(checkpoint_filepath: str, prefix: str, bucket_namespace='', bucket_name=''):
    src_path = f"yy/exercise_1/{prefix}"
    dest_path = f"{checkpoint_filepath}/{prefix}"
    print('Downloading {} => {}'.format(src_path, checkpoint_filepath))
    bucket = get_bucket(bucket_namespace, bucket_name)
    print('searching blob ...')
    blob = bucket.blob(src_path)
    print('start downloading ...')
    
    blob.download_to_filename(dest_path)
    print('finish downloading.')

#def download_checkpoint(checkpoint_filepath: str, prefix:str, bucket_namespace: str, bucket_name: str):
#    src_path = f"{prefix}/{checkpoint_filepath}"
#    print('Downloading {} => {}'.format(checkpoint_filepath,src_path))
#    bucket = get_bucket(bucket_namespace, bucket_name)
#    blob = bucket.blob(src_path)
#    blob.download_to_filename(checkpoint_filepath)
#    print('Finish downloading')



================================================
FILE: CityCode/main.py
================================================
import os
import random
import warnings
import argparse
from train import Trainer
from Utils.losses import *
from DataLoader.city import City
import torch.distributed as dist
import torch.multiprocessing as mp
from Utils.tensor_board import Tensorboard
from Model.Deeplabv3_plus.EntireModel import EntireModel as model_deep

from Utils.logger import *
warnings.filterwarnings("ignore")
# from dgx.download_to_pvc import *


def main(gpu,  ngpus_per_node, config, args):
    args.local_rank = gpu
    if args.local_rank <= 0:
        logger = logging.getLogger("PS-MT")
        logger.propagate = False
        logger.warning("Training start, 总共 {} epochs".format(str(config['trainer']['epochs'])))
        logger.critical("DGX: {} with [{} x v100]".format("On" if args.dgx else "Off", str(args.gpus)))
        logger.critical("GPU: {}".format(args.gpus))
        logger.critical("Network Architecture: {}, with ResNet {} backbone".format(args.architecture,
                                                                                   str(args.backbone)))
        logger.critical("Current Labeled Example: {}".format(config['n_labeled_examples']))
        logger.critical("Learning rate: other {}, and head is the SAME [world]".format(config['optimizer']['args']['lr']))

        logger.info("Image: {}x{} based on {}x{}".format(config['train_supervised']['crop_size'],
                                                         config['train_unsupervised']['crop_size'],
                                                         config['train_supervised']['base_size'],
                                                         config['train_unsupervised']['base_size']))

        logger.info("Current batch: {} [world]".format(int(config['train_unsupervised']
                                                           ['batch_size']) * args.world_size +
                                                       int(config['train_supervised']
                                                           ['batch_size']) * args.world_size))

        logger.info("Current unsupervised loss function: {}, with weight {} and length {}".format(config['model']['un_loss'],
                                                                                                  config['unsupervised_w'],
                                                                                                  config['ramp_up']))
        logger.info("Current config+args: \n{}".format({**config, **vars(args)}))
    if args.ddp:
        dist.init_process_group(
            backend='nccl',
            init_method='env://',
            rank=args.local_rank,
            world_size=args.world_size
        )
        if args.gcloud:
            if dist.get_rank() <= 0:
                logger.info("downloading city dataset ...")
                download_city_unzip(data_dir="./city_scape", prefix="yy/exercise_1/")
                logger.info("downloading resnet {} pretrained checkpoint ...".format(str(args.backbone)))
                download_checkpoint("CityCode/Model/Deeplabv3_plus/Backbones/pretrained/",
                                    'resnet{}.pth'.format(str(args.backbone)))
            dist.barrier()

    random.seed(42)
    torch.manual_seed(42)
    torch.cuda.manual_seed_all(42)
    torch.backends.cudnn.benchmark = True

    # DATA LOADERS
    config['train_supervised']['n_labeled_examples'] = config['n_labeled_examples']
    config['train_unsupervised']['n_labeled_examples'] = config['n_labeled_examples']
    config['train_unsupervised']['use_weak_lables'] = config['use_weak_lables']

    supervised_loader = City(config['train_supervised'], ddp_training=args.ddp, dgx=args.dgx)
    unsupervised_loader = City(config['train_unsupervised'], ddp_training=args.ddp, dgx=args.dgx)

    val_loader = City(config['val_loader'], dgx=args.dgx)

    iter_per_epoch = len(unsupervised_loader)

    # SUPERVISED LOSS
    if config['model']['sup_loss'] == 'CE':
        sup_loss = CE_loss
    elif config['model']['sup_loss'] == 'OHEM':
        sup_loss = ProbOhemCrossEntropy2d(ignore_label=255, thresh=0.7,
                                          min_kept=50000*args.batch_size, use_weight=False)

    else:
        raise NotImplementedError

    cons_w_unsup = consistency_weight(final_w=config['unsupervised_w'], iters_per_epoch=len(unsupervised_loader),
                                      rampup_starts=0, rampup_ends=config['ramp_up'],  ramp_type="cosine_rampup")

    if args.architecture == "deeplabv3+":
        Model = model_deep
        config['model']['data_h_w'] = [config['train_supervised']['crop_size'],
                                       config['train_supervised']['crop_size']]
    else:
        raise NotImplementedError

    model = Model(num_classes=val_loader.dataset.num_classes, config=config['model'],
                  sup_loss=sup_loss, cons_w_unsup=cons_w_unsup,
                  weakly_loss_w=config['weakly_loss_w'], use_weak_lables=config['use_weak_lables'],
                  ignore_index=val_loader.dataset.ignore_index)

    if args.local_rank <= 0:
        wandb_run = Tensorboard(config=config, online=True)

    trainer = Trainer(model=model,
                      config=config,
                      supervised_loader=supervised_loader,
                      unsupervised_loader=unsupervised_loader,
                      val_loader=val_loader,
                      iter_per_epoch=iter_per_epoch,
                      train_logger=logger if args.local_rank <= 0 else None,
                      wandb_run=wandb_run if args.local_rank <= 0 else None,
                      args=args)

    trainer.train()
    if args.local_rank <= 0:
        wandb_run.finish()


if __name__ == '__main__':
    # PARSE THE ARGS
    parser = argparse.ArgumentParser(description='PyTorch Training')
    parser.add_argument('-n', '--nodes', default=1,
                        type=int, metavar='N')

    parser.add_argument('--batch_size', default=8, type=int)
    
    parser.add_argument('--epochs', default=-1, type=int)

    parser.add_argument('--warm_up', default=0, type=int)

    parser.add_argument('--labeled_examples', default=372, type=int)
    
    # parser.add_argument('-lr', '--learning-rate', default=4.5e-3, type=float,
    #                     help='Default HEAD Learning same as Others'
    #                          '*Note: in ddp training, lr will automatically times by n_gpu')

    parser.add_argument('-g', '--gpus', default=2, type=int,
                        help='number of gpus per node')

    parser.add_argument('--gcloud', action='store_true',
                        help='using gcloud or not.')

    parser.add_argument("--local_rank", type=int, default=-1)

    parser.add_argument("-a", "--architecture", default='deeplabv3+', type=str,
                        help="pick a architecture, either pspnet [psp] or deeplabv3+ [deeplabv3+]")

    parser.add_argument("-b", "--backbone", default=50, type=int,
                        help="the backbone is fixed to be resnet -- following previous work;"
                             "the resnet x {50, 101} layers")

    parser.add_argument("--ddp", action="store_true",
                        help="distributed data parallel training or not;"
                             "MUST SPECIFIED")

    parser.add_argument("--dgx", action="store_true",
                        help="use dgx == [4*v100] to train the machine; combo with pvc"
                             "the only difference is the batch v.s. lr")
    
    parser.add_argument('--semi_p_th', type=float, default=0.6,
                        help='positive_threshold for semi-supervised loss')
    
    parser.add_argument('--semi_n_th', type=float, default=0.6,
                        help='negative_threshold for semi-supervised loss')

    args = parser.parse_args()
    args.world_size = args.gpus * args.nodes
    if args.architecture == "deeplabv3+":
        config = json.load(open("CityCode/configs/config_deeplab_v3+.json"))
    else:
        raise NotImplementedError

    config['n_gpu'] = args.gpus

    if args.epochs == -1:
        args.epochs = config['trainer']['epochs']
    else:
        config['trainer']['epochs'] = args.epochs

    config['train_supervised']['batch_size'] = args.batch_size
    config['train_unsupervised']['batch_size'] = args.batch_size
    config['model']['warm_up_epoch'] = args.warm_up
    config['n_labeled_examples'] = args.labeled_examples
    config['model']['resnet'] = args.backbone
    args.world_size = args.gpus * args.nodes
    
    args.ddp = True if args.gpus > 1 else False
    
    # we fix learning rate here in config
    # config['optimizer']['args']['lr'] = args.learning_rate

    if args.ddp:
        os.environ['MASTER_ADDR'] = '127.0.0.1'
        os.environ['MASTER_PORT'] = '9901'

    if args.ddp:
        mp.spawn(main, nprocs=config['n_gpu'], args=(config['n_gpu'], config, args))
    else:
        main(-1, 1, config, args)




================================================
FILE: CityCode/train.py
================================================
import torch
from tqdm import tqdm
from Utils.ramps import *
from itertools import cycle
import torch.nn.functional as F
import torch.distributed as dist
from collections import OrderedDict
from Base.base_trainer import BaseTrainer
from Utils.sliding_evaluator import SlidingEval
from Utils.metrics import eval_metrics, AverageMeter


class Trainer(BaseTrainer):
    def __init__(self, model, config, supervised_loader, unsupervised_loader, iter_per_epoch,
                 val_loader=None, train_logger=None, wandb_run=None, args=None):
        super(Trainer, self).__init__(model, config, iter_per_epoch, train_logger, args)

        self.supervised_loader = supervised_loader
        self.unsupervised_loader = unsupervised_loader
        self.val_loader = val_loader
        self.args = args
        self.tensor_board = wandb_run if self.args.local_rank <= 0 else None
        self.iter_per_epoch = iter_per_epoch
        self.ignore_index = self.val_loader.dataset.ignore_index
        self.log_step = config['trainer'].get('log_per_iter', int(np.sqrt(self.val_loader.batch_size)))
        if config['trainer']['log_per_iter']:
            self.log_step = int(self.log_step / self.val_loader.batch_size) + 1
        self.num_classes = self.val_loader.dataset.num_classes
        self.mode = self.model.module.mode
        self.gamma = config['trainer']['gamma']
        self.evaluator = SlidingEval(model=self.model,
                                     crop_size=800,
                                     stride_rate=2/3,
                                     device="cuda:0" if self.args.local_rank < 0 else
                                     "cuda:{}".format(self.args.local_rank),
                                     val_id=1)


    @torch.no_grad()
    def update_teachers(self, teacher_encoder, teacher_decoder, keep_rate=0.996):
        student_encoder_dict = self.model.module.encoder_s.state_dict()
        student_decoder_dict = self.model.module.decoder_s.state_dict()
        new_teacher_encoder_dict = OrderedDict()
        new_teacher_decoder_dict = OrderedDict()

        for key, value in teacher_encoder.state_dict().items():

            if key in student_encoder_dict.keys():
                new_teacher_encoder_dict[key] = (
                        student_encoder_dict[key] * (1 - keep_rate) + value * keep_rate
                )
            else:
                raise Exception("{} is not found in student encoder model".format(key))

        for key, value in teacher_decoder.state_dict().items():

            if key in student_decoder_dict.keys():
                new_teacher_decoder_dict[key] = (
                        student_decoder_dict[key] * (1 - keep_rate) + value * keep_rate
                )
            else:
                raise Exception("{} is not found in student decoder model".format(key))
        teacher_encoder.load_state_dict(new_teacher_encoder_dict, strict=True)
        teacher_decoder.load_state_dict(new_teacher_decoder_dict, strict=True)

    @staticmethod
    def rand_bbox_2(size, n_boxes=1,
                    prop_range=(.0, .5)):
        mask_props = np.random.uniform(prop_range[0], prop_range[1], size=(size[0], n_boxes))
        # mask_props = np.clip(mask_props, .0, 1.)

        mask_shape = (size[3], size[2])
        zero_mask = mask_props == 0.0
        y_props = np.exp(np.random.uniform(low=0.0, high=1.0, size=(size[0], n_boxes)) * np.log(mask_props))
        x_props = mask_props / y_props
        fac = np.sqrt(1.0 / n_boxes)
        y_props *= fac
        x_props *= fac
        y_props[zero_mask] = 0
        x_props[zero_mask] = 0
        sizes = np.round(np.stack([y_props, x_props], axis=2) * np.array(mask_shape)[None, None, :])
        positions = np.round((np.array(mask_shape) - sizes) * np.random.uniform(low=0.0, high=1.0, size=sizes.shape))
        rectangles = np.append(positions, positions + sizes, axis=2).astype(int)
        bby1 = rectangles[:, :, 0].squeeze().T
        bbx1 = rectangles[:, :, 1].squeeze().T
        bby2 = rectangles[:, :, 2].squeeze().T
        bbx2 = rectangles[:, :, 3].squeeze().T

        return bbx1, bby1, bbx2, bby2

    def cut_mix(self, labeled_image, labeled_mask,
                unlabeled_image=None, unlabeled_mask=None):

        mix_unlabeled_image = unlabeled_image.clone()
        mix_unlabeled_target = unlabeled_mask.clone()
        unsup_boxes = 3
        u_rand_index = torch.randint(low=0, high=unlabeled_image.shape[0],
                                     size=[unsup_boxes, mix_unlabeled_image.shape[0]])

        u_bbx1, u_bby1, u_bbx2, u_bby2 = self.rand_bbox_2(size=unlabeled_image.size(),
                                                          n_boxes=unsup_boxes, prop_range=(0.25, 0.50))

        for i in range(0, mix_unlabeled_image.shape[0]):
            for n in range(0, unsup_boxes):
                mix_unlabeled_image[i, :, u_bbx1[n][i]:u_bbx2[n][i], u_bby1[n][i]:u_bby2[n][i]] = \
                    unlabeled_image[u_rand_index[n][i], :, u_bbx1[n][i]:u_bbx2[n][i], u_bby1[n][i]:u_bby2[n][i]]

                mix_unlabeled_target[i, :, u_bbx1[n][i]:u_bbx2[n][i], u_bby1[n][i]:u_bby2[n][i]] = \
                    unlabeled_mask[u_rand_index[n][i], :, u_bbx1[n][i]:u_bbx2[n][i], u_bby1[n][i]:u_bby2[n][i]]

        del unlabeled_image, unlabeled_mask

        return labeled_image, labeled_mask, mix_unlabeled_image, mix_unlabeled_target

    def predict_with_out_grad(self, image):
        with torch.no_grad():
            predict_target_ul1 = self.model.module.decoder1(self.model.module.encoder1(image),
                                                            data_shape=[image.shape[-2], image.shape[-1]])
            predict_target_ul2 = self.model.module.decoder2(self.model.module.encoder2(image),
                                                            data_shape=[image.shape[-2], image.shape[-1]])
            predict_target_ul1 = torch.nn.functional.interpolate(predict_target_ul1,
                                                                 size=(image.shape[-2], image.shape[-1]),
                                                                 mode='bilinear',
                                                                 align_corners=True)

            predict_target_ul2 = torch.nn.functional.interpolate(predict_target_ul2,
                                                                 size=(image.shape[-2], image.shape[-1]),
                                                                 mode='bilinear',
                                                                 align_corners=True)

            assert predict_target_ul1.shape == predict_target_ul2.shape, "Expect two prediction in same shape,"
        return predict_target_ul1, predict_target_ul2

    # NOTE: the func in here doesn't bring improvements, but stabilize the early stage's training curve.
    def assist_mask_calculate(self, core_predict, assist_predict, topk=1):
        _, index = torch.topk(assist_predict, k=topk, dim=1)
        mask = torch.nn.functional.one_hot(index.squeeze())
        # k!= 1, sum them
        mask = mask.sum(dim=1) if topk > 1 else mask
        if mask.shape[-1] != self.num_classes:
            expand = torch.zeros(
                [mask.shape[0], mask.shape[1], mask.shape[2], self.num_classes - mask.shape[-1]]).cuda()
            mask = torch.cat((mask, expand), dim=3)
        mask = mask.permute(0, 3, 1, 2)
        # get the topk result of the assist map
        assist_predict = torch.mul(assist_predict, mask)

        # fullfill with core predict value for the other entries;
        # as it will be merged based on threshold value
        assist_predict[torch.where(assist_predict == .0)] = core_predict[torch.where(assist_predict == .0)]
        return assist_predict

    def _warm_up(self, epoch, id):
        self.model.train()
        assert id == 1 or id == 2 or id == 3, "Expect ID in 1, 2 or 3"
        dataloader = iter(self.supervised_loader)
        tbar = range(len(self.supervised_loader))

        if self.args.ddp:
            self.supervised_loader.sampler.set_epoch(epoch=epoch-1)

        tbar = tqdm(tbar, ncols=135) if self.args.local_rank <= 0 else tbar
        self._reset_metrics()
        for batch_idx in tbar:
            (input_l_wk, input_l_str, target_l) = next(dataloader)

            input_l = input_l_wk if id == 1 or id == 2 else input_l_str

            input_l, target_l = input_l.cuda(non_blocking=True), target_l.cuda(non_blocking=True)

            total_loss, cur_losses, outputs = self.model(x_l=input_l, target_l=target_l, x_ul=None,
                                                         target_ul=None,
                                                         curr_iter=batch_idx, epoch=epoch-1, id=id, warm_up=True)
            if id == 1:
                self.optimizer1.zero_grad()
            elif id == 2:
                self.optimizer2.zero_grad()
            else:
                self.optimizer_s.zero_grad()

            total_loss = total_loss.mean()
            total_loss.backward()
            if id == 1:
                self.optimizer1.step()
            elif id == 2:
                self.optimizer2.step()
            else:
                self.optimizer_s.step()

            self._update_losses(cur_losses)
            self._compute_metrics(outputs, target_l, None, sup=True)
            _ = self._log_values(cur_losses)

            del input_l, target_l
            del total_loss, cur_losses, outputs

            if self.args.local_rank <= 0:
                tbar.set_description('ID {} Warm ({}) | Ls {:.2f} |'.format(id, epoch, self.loss_sup.average))

        return

    def _train_epoch(self, epoch, id):
        assert id == 1 or id == 2, "Expect ID in 1 or 2"
        self.model.module.freeze_teachers_parameters()
        self.model.train()
        if self.args.ddp:
            self.supervised_loader.sampler.set_epoch(epoch=epoch - 1)
            self.unsupervised_loader.sampler.set_epoch(epoch=epoch - 1)
        dataloader = iter(zip(cycle(self.supervised_loader), self.unsupervised_loader))
        tbar = range(len(self.unsupervised_loader))

        tbar = tqdm(tbar, ncols=135, leave=True) if self.args.local_rank <= 0 else tbar
        self._reset_metrics()
        for batch_idx in tbar:
            if self.args.local_rank <= 0:
                self.tensor_board.step_forward(len(self.unsupervised_loader) * (epoch - 1) + batch_idx)
            if self.mode == "semi":
                (_, input_l, target_l), (input_ul_wk, input_ul_str, target_ul) = next(dataloader)
                input_ul_wk, input_ul_str, target_ul = input_ul_wk.cuda(non_blocking=True), \
                                                       input_ul_str.cuda(non_blocking=True), \
                                                       target_ul.cuda(non_blocking=True)
            else:
                (_, input_l, target_l) = next(dataloader)
                input_ul_wk, input_ul_str, target_ul = None, None, None

            # strong aug for all the supervised images
            input_l, target_l = input_l.cuda(non_blocking=True), target_l.cuda(non_blocking=True)

            # predicted unlabeled data
            if self.mode == "semi":
                t1_prob, t2_prob = self.predict_with_out_grad(input_ul_wk)
                if id == 1:
                    t2_prob = self.assist_mask_calculate(core_predict=t1_prob,
                                                         assist_predict=t2_prob,
                                                         topk=7)

                else:
                    t1_prob = self.assist_mask_calculate(core_predict=t2_prob,
                                                         assist_predict=t1_prob,
                                                         topk=7)

                predict_target_ul = self.gamma * t1_prob + (1 - self.gamma) * t2_prob
            else:
                predict_target_ul = None

            origin_predict = predict_target_ul.detach().clone()

            if batch_idx == 0 or batch_idx == int(len(self.unsupervised_loader) / 2):
                if self.args.local_rank <= 0:
                    self.tensor_board.update_wandb_city_image(images=input_ul_wk,
                                                              ground_truth=target_ul,
                                                              teacher_prediction=predict_target_ul)

            input_l, target_l, input_ul_str, predict_target_ul = self.cut_mix(input_l, target_l,
                                                                              input_ul_str,
                                                                              predict_target_ul)

            total_loss, cur_losses, outputs = self.model(x_l=input_l, target_l=target_l,
                                                         x_ul=input_ul_str,
                                                         target_ul=predict_target_ul,
                                                         curr_iter=batch_idx, epoch=epoch - 1, id=id,
                                                         semi_p_th=self.args.semi_p_th,
                                                         semi_n_th=self.args.semi_n_th)
            total_loss = total_loss.mean()

            self.optimizer_s.zero_grad()
            total_loss.backward()
            self.optimizer_s.step()
            outputs['unsup_pred'] = origin_predict
            self._update_losses(cur_losses)
            self._compute_metrics(outputs, target_l, target_ul,
                                  sup=True if self.model.module.mode == "supervised" else False)

            _ = self._log_values(cur_losses)

            if self.args.local_rank <= 0:
                if batch_idx == 0 or batch_idx == int(len(self.unsupervised_loader) / 2):
                    self.tensor_board.update_table(cur_losses['pass_rate']['entire_prob_boundary'],
                                                   axis_name={"x": "boundary", "y": "rate"},
                                                   title="pass_in_each_boundary")

                    self.tensor_board.update_table(cur_losses['pass_rate']['max_prob_boundary'],
                                                   axis_name={"x": "boundary", "y": "rate"},
                                                   title="max_prob_in_each_boundary")

                if batch_idx % self.log_step == 0:
                    for i, opt_group in enumerate(self.optimizer_s.param_groups[:2]):
                        self.tensor_board.upload_single_info({f"learning_rate_{i}": opt_group['lr']})
                    self.tensor_board.upload_single_info({"ramp_up": self.model.module.unsup_loss_w.current_rampup})

                tbar.set_description('ID {} T ({}) | Ls {:.3f} Lu {:.3f} Lw {:.3f} m1 {:.3f} m2 {:.3f}|'.format(
                    id, epoch, self.loss_sup.average, self.loss_unsup.average, self.loss_weakly.average,
                    self.mIoU_l, self.mIoU_ul))

            if self.args.ddp:
                dist.barrier()

            del input_l, target_l, input_ul_wk, input_ul_str, target_ul
            del total_loss, cur_losses, outputs

            self.lr_scheduler_s.step(epoch=epoch - 1)

            with torch.no_grad():
                if id == 1:
                    self.update_teachers(teacher_encoder=self.model.module.encoder1,
                                         teacher_decoder=self.model.module.decoder1)
                else:
                    self.update_teachers(teacher_encoder=self.model.module.encoder2,
                                         teacher_decoder=self.model.module.decoder2)
                if self.args.ddp:
                    dist.barrier()

        return

    def _valid_epoch(self, epoch):
        self.model.eval()
        self.wrt_mode = 'val'
        total_loss_val = AverageMeter()
        stride = int(np.ceil(len(self.val_loader.dataset) / self.args.gpus))
        current_rank = max(0, self.args.local_rank)
        e_record = min((current_rank + 1) * stride, len(self.val_loader.dataset))
        shred_list = list(range(current_rank * stride, e_record))
        total_inter, total_union = torch.tensor(0), torch.tensor(0)
        total_correct, total_label = torch.tensor(0), torch.tensor(0)
        tbar = tqdm(shred_list, ncols=130, leave=True) if self.args.local_rank <= 0 else shred_list
        with torch.no_grad():
            for batch_idx in tbar:
                data, target = self.val_loader.dataset[batch_idx]
                target, data = target.unsqueeze(0).cuda(non_blocking=True), data.unsqueeze(0).cuda(non_blocking=True)

                output = self.evaluator(img=data)
                output = torch.tensor(output, dtype=torch.float).cuda(non_blocking=True).unsqueeze(0)
                target = target.cuda(non_blocking=True)

                # LOSS
                loss = F.cross_entropy(output, target, ignore_index=self.ignore_index)
                total_loss_val.update(loss.item())
                correct, labeled, inter, union = eval_metrics(output, target, self.num_classes, self.ignore_index)
                total_inter, total_union = total_inter + inter, total_union + union
                total_correct, total_label = total_correct + correct, total_label + labeled

            if self.args.gpus > 1:
                total_inter = torch.tensor(total_inter, device=self.args.local_rank)
                total_union = torch.tensor(total_union, device=self.args.local_rank)
                total_correct = torch.tensor(total_correct, device=self.args.local_rank)
                total_label = torch.tensor(total_label, device=self.args.local_rank)
                dist.all_reduce(total_inter, dist.ReduceOp.SUM)
                dist.all_reduce(total_union, dist.ReduceOp.SUM)
                dist.all_reduce(total_correct, dist.ReduceOp.SUM)
                dist.all_reduce(total_label, dist.ReduceOp.SUM)

            # PRINT INFO
            pixAcc = 1.0 * total_correct / (np.spacing(1) + total_label)
            IoU = 1.0 * total_inter / (np.spacing(1) + total_union)
            mIoU = IoU.mean().item()
            pixAcc = pixAcc.item()
            seg_metrics = {"Pixel_Accuracy": np.round(pixAcc, 4),
                           "Mean_IoU": np.round(mIoU, 4),
                           "Class_IoU": dict(zip(range(19),
                                                 np.round(IoU.cpu().numpy(), 4)))}

        if self.args.local_rank <= 0:
            print('EVAL ID ({}) ({}) | PixelAcc: {:.4f}, Mean IoU: {:.4f} |'.format(
                "Model 1",
                epoch,
                pixAcc,
                mIoU))
            log = {
                'val_loss': total_loss_val.average,
                **seg_metrics
            }
            valid_dict = {}
            for k, v in list(seg_metrics.items())[:-1]:
                valid_dict[f'valid_{k}'] = v
            self.tensor_board.upload_wandb_info(valid_dict)

            return log

    def _reset_metrics(self):
        self.loss_sup = AverageMeter()
        self.loss_unsup = AverageMeter()
        self.loss_weakly = AverageMeter()
        self.pair_wise = AverageMeter()
        self.total_inter_l, self.total_union_l = 0, 0
        self.total_correct_l, self.total_label_l = 0, 0
        self.total_inter_ul, self.total_union_ul = 0, 0
        self.total_correct_ul, self.total_label_ul = 0, 0
        self.mIoU_l, self.mIoU_ul = 0, 0
        self.pixel_acc_l, self.pixel_acc_ul = 0, 0
        self.class_iou_l, self.class_iou_ul = {}, {}

    def _update_losses(self, cur_losses):
        if "loss_sup" in cur_losses.keys():
            self.loss_sup.update(cur_losses['loss_sup'].mean().item())
        if "loss_unsup" in cur_losses.keys():
            self.loss_unsup.update(cur_losses['loss_unsup'].mean().item())
        if "loss_weakly" in cur_losses.keys():
            self.loss_weakly.update(cur_losses['loss_weakly'].mean().item())
        if "pair_wise" in cur_losses.keys():
            self.pair_wise.update(cur_losses['pair_wise'].mean().item())

    def _compute_metrics(self, outputs, target_l, target_ul, sup=False):
        seg_metrics_l = eval_metrics(outputs['sup_pred'], target_l, self.num_classes, self.ignore_index)
        self._update_seg_metrics(*seg_metrics_l, True)
        seg_metrics_l = self._get_seg_metrics(True)
        self.pixel_acc_l, self.mIoU_l, self.class_iou_l = seg_metrics_l.values()

        if sup:
            return

        if self.mode == 'semi':
            seg_metrics_ul = eval_metrics(outputs['unsup_pred'], target_ul, self.num_classes, self.ignore_index)
            self._update_seg_metrics(*seg_metrics_ul, False)
            seg_metrics_ul = self._get_seg_metrics(False)
            self.pixel_acc_ul, self.mIoU_ul, self.class_iou_ul = seg_metrics_ul.values()

    def _update_seg_metrics(self, correct, labeled, inter, union, supervised=True):
        if supervised:
            self.total_correct_l += correct
            self.total_label_l += labeled
            self.total_inter_l += inter
            self.total_union_l += union
        else:
            self.total_correct_ul += correct
            self.total_label_ul += labeled
            self.total_inter_ul += inter
            self.total_union_ul += union

    def _get_seg_metrics(self, supervised=True):
        if supervised:
            pixAcc = 1.0 * self.total_correct_l / (np.spacing(1) + self.total_label_l)
            IoU = 1.0 * self.total_inter_l / (np.spacing(1) + self.total_union_l)
        else:
            pixAcc = 1.0 * self.total_correct_ul / (np.spacing(1) + self.total_label_ul)
            IoU = 1.0 * self.total_inter_ul / (np.spacing(1) + self.total_union_ul)
        mIoU = IoU.mean()
        return {
            "Pixel_Accuracy": np.round(pixAcc, 3),
            "Mean_IoU": np.round(mIoU, 3),
            "Class_IoU": dict(zip(range(self.num_classes), np.round(IoU, 3)))
        }

    def _log_values(self, cur_losses):
        logs = {}
        if "loss_sup" in cur_losses.keys():
            logs['loss_sup'] = self.loss_sup.average

        if "loss_unsup" in cur_losses.keys():
            logs['loss_unsup'] = self.loss_unsup.average

        if "loss_weakly" in cur_losses.keys():
            logs['loss_weakly'] = self.loss_weakly.average
        if "pair_wise" in cur_losses.keys():
            logs['pair_wise'] = self.pair_wise.average

        logs['mIoU_labeled'] = self.mIoU_l
        logs['pixel_acc_labeled'] = self.pixel_acc_l

        if self.args.local_rank <= 0:
            self.tensor_board.upload_single_info({'loss_sup': self.loss_sup.average})
            self.tensor_board.upload_single_info({'mIoU_labeled': self.mIoU_l})
            self.tensor_board.upload_single_info({'pixel_acc_labeled': self.pixel_acc_l})

            if self.mode == 'semi':
                logs['mIoU_unlabeled'] = self.mIoU_ul
                logs['pixel_acc_unlabeled'] = self.pixel_acc_ul
                self.tensor_board.upload_single_info({'loss_unsup': self.loss_unsup.average})
                self.tensor_board.upload_single_info({'mIoU_unlabeled':  self.mIoU_ul})
                self.tensor_board.upload_single_info({'pixel_acc_unlabeled': self.pixel_acc_ul})

        return logs


================================================
FILE: LICENSE.md
================================================
MIT License

Copyright (c) 2022 Yuyuan Liu

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.


================================================
FILE: README.md
================================================
# PS-MT 
> **[CVPR'22]** [Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation](https://arxiv.org/abs/2111.12903)
>
> by Yuyuan Liu, [Yu Tian](https://yutianyt.com/), Yuanhong Chen, [Fengbei Liu](https://fbladl.github.io/), [Vasileios Belagiannis](https://campar.in.tum.de/Main/VasileiosBelagiannis) and [Gustavo Carneiro](https://cs.adelaide.edu.au/~carneiro/)
> 
> Computer Vision and Pattern Recognition Conference (CVPR), 2022

![image](https://user-images.githubusercontent.com/102338056/167279043-362e1405-db45-4355-b92b-0993312fe461.png)


### Installation
Please install the dependencies and dataset based on this [***installation***](./docs/installation.md) document.

### Getting start
Please follow this [***instruction***](./docs/before_start.md) document to reproduce our results.

## Update
* blender setting results in VOC12 dataset (under deeplabv3+ with resnet101)
  
  | Approach  | 1/16 (662)| 1/8 (1323)| 1/4 (2646)| 1/2 (5291)|
  |:--------:	|:-----:	|:-----:	|:-----:	|:-----:	|
  | PS-MT  [(wandb_log)](https://wandb.ai/pyedog1976/blender-exps?workspace=user-pyedog1976)    | 78.79     | 80.29     | 80.66     | 80.87        |
  
  * please note that, we update the blender splits list end with an extra 0 (e.g., 6620 for 662 labels) in [the original directory](https://github.com/yyliu01/PS-MT/tree/main/VocCode/DataLoader/voc_splits). 
  * you can find the related launching scripts in [here](https://github.com/yyliu01/PS-MT/blob/main/scripts/train_voc_blender.sh). 
  * **In case you are using blender experiments (which are built on top of the high-quality labels), please compare with the results in this table**.
  
## Results
### Pascal VOC12 dataset
1. augmented set 

    | Backbone 	| 1/16 (662)| 1/8 (1323)| 1/4 (2646)| 1/2 (5291)|
    |:--------:	|:-----:	|:-----:	|:-----:	|:-----:	|
    | 50       	| 72.83 	| 75.70 	| 76.43 	| 77.88 	|
    | 101      	| 75.50 	| 78.20 	| 78.72 	| 79.76 	|
2. high quality set (based on res101)

   | 1/16 (92)| 1/8 (183)| 1/4 (366)| 1/2 (732)| full (1464)|
   |:-----:	|:-----:	|:-----:	|:-----:	|:-----:	|
   | 65.80 	| 69.58 	| 76.57 	| 78.42 	|80.01|

### CityScape dataset
1. following the setting of [CAC](https://arxiv.org/pdf/2106.14133.pdf) (720x720, CE supervised loss)
   
    | Backbone 	| slid. eval| 1/8 (372)| 1/4 (744)| 1/2 (1488)|
    |:--------:	|:-----:	|:-----:	|:-----:	|:-----:	|
    | 50       	| ✗	        |74.37 	    | 75.15 	| 76.02 	| 
    | 50       	| ✓	        |75.76 	    | 76.92 	| 77.64 	| 
    | 101      	| ✓	        |76.89	    | 77.60 	| 79.09 	|       
2. following the setting of [CPS](https://arxiv.org/pdf/2106.01226.pdf) (800x800, OHEM supervised loss)
   
   | Backbone 	| slid. eval| 1/8 (372)| 1/4 (744)| 1/2 (1488)|
   |:--------:	|:-----:	|:-----:	|:-----:	|:-----:	|
   | 50       	| ✓		    |77.12 	    | 78.38 	| 79.22 	|


## Training details
Some examples of training details, including:
1) VOC12 dataset in this [wandb](https://wandb.ai/pyedog1976/PS-MT(VOC12)?workspace=user-pyedog1976) link.
2) Cityscapes dataset in this [wandb](https://wandb.ai/pyedog1976/PS-MT(City)?workspace=user-pyedog1976) link **(w/ 1-teacher inference)**.

In details, after clicking the run (e.g., [1323_voc_rand1](https://wandb.ai/pyedog1976/PS-MT(VOC12)/runs/177s76t6?workspace=user-pyedog1976)), you can checkout:

1) <img src="https://user-images.githubusercontent.com/102338056/167979073-1c1b3144-8a72-4d8d-9084-31d7fdab3e9b.png" width="26" height="22"> overall information (e.g., training command line, hardware information and training time).
2) <img src="https://user-images.githubusercontent.com/102338056/167978940-8c1f3d79-d062-4e7b-b56e-30b97d273ae8.png" width="26" height="22"> training details (e.g., loss curves, validation results and visualization)
3) <img src="https://user-images.githubusercontent.com/102338056/167979238-4847430f-aa0b-483d-b735-8a10b43293a1.png" width="26" height="22"> output logs (well, sometimes might crash ...)

## Acknowledgement & Citation
The code is highly based on the [CCT](https://github.com/yassouali/CCT). Many thanks for their great work.

Please consider citing this project in your publications if it helps your research.
```bibtex
@article{liu2021perturbed,
  title={Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation},
  author={Liu, Yuyuan and Tian, Yu and Chen, Yuanhong and Liu, Fengbei and Belagiannis, Vasileios and Carneiro, Gustavo},
  journal={arXiv preprint arXiv:2111.12903},
  year={2021}
}

```

#### TODO
- [x] Code of deeplabv3+ for voc12
- [x] Code of deeplabv3+ for cityscapes




================================================
FILE: VocCode/Base/base_dataloader.py
================================================
import numpy as np
from torch.utils.data import DataLoader
from torch.utils.data.sampler import SubsetRandomSampler


class BaseDataLoader(DataLoader):
    def __init__(self, dataset, batch_size, shuffle, num_workers, val_split=0.0, sampler=None):
        self.shuffle = shuffle
        self.dataset = dataset
        self.nbr_examples = len(dataset)
        self.drop_last = False
        if sampler is not None:
            self.shuffle = False
            self.drop_last = True

        self.init_kwargs = {
            'dataset': self.dataset,
            'drop_last': self.drop_last,
            'batch_size': batch_size,
            'shuffle': self.shuffle,
            'num_workers': num_workers,
            'pin_memory': True
        }
        super(BaseDataLoader, self).__init__(sampler=sampler, **self.init_kwargs)

    def _split_sampler(self, split):
        if split == 0.0:
            return None, None

        self.shuffle = False

        split_indx = int(self.nbr_examples * split)
        np.random.seed(0)

        indxs = np.arange(self.nbr_examples)
        np.random.shuffle(indxs)
        train_indxs = indxs[split_indx:]
        val_indxs = indxs[:split_indx]
        self.nbr_examples = len(train_indxs)

        train_sampler = SubsetRandomSampler(train_indxs)
        val_sampler = SubsetRandomSampler(val_indxs)
        return train_sampler, val_sampler

    def get_val_loader(self):
        if self.val_sampler is None:
            return None
        return DataLoader(sampler=self.val_sampler, **self.init_kwargs)


================================================
FILE: VocCode/Base/base_dataset.py
================================================
import random
import numpy as np
import cv2
import torch
from torch.utils.data import Dataset
from PIL import Image
from torchvision import transforms


class BaseDataSet(Dataset):
    def __init__(self, data_dir, split, mean, std, ignore_index, base_size=None, augment=True, val=False,
                 jitter=False, use_weak_lables=False, weak_labels_output=None, crop_size=None, scale=False, flip=False,
                 rotate=False, blur=False, return_id=False, n_labeled_examples=None):

        self.root = data_dir
        self.split = split
        self.mean = mean
        self.std = std
        self.augment = augment
        self.crop_size = crop_size
        self.jitter = jitter
        self.image_padding = (np.array(mean) * 255.).tolist()
        self.ignore_index = ignore_index
        self.return_id = return_id
        self.n_labeled_examples = n_labeled_examples
        self.val = val

        self.use_weak_lables = use_weak_lables
        self.weak_labels_output = weak_labels_output

        if self.augment:
            self.base_size = base_size
            self.scale = scale
            self.flip = flip
            self.rotate = rotate
            self.blur = blur

        self.to_tensor = transforms.ToTensor()
        self.normalize = transforms.Normalize(mean, std)

        self.files = []
        self._set_files()

    def _set_files(self):
        raise NotImplementedError

    def _load_data(self, index):
        raise NotImplementedError

    def _rotate(self, image, label):
        # Rotate the image with an angle between -10 and 10
        h, w, _ = image.shape
        angle = random.randint(-10, 10)
        center = (w / 2, h / 2)
        rot_matrix = cv2.getRotationMatrix2D(center, angle, 1.0)
        image = cv2.warpAffine(image, rot_matrix, (w, h), flags=cv2.INTER_CUBIC)  # , borderMode=cv2.BORDER_REFLECT)
        label = cv2.warpAffine(label, rot_matrix, (w, h), flags=cv2.INTER_NEAREST)  # ,  borderMode=cv2.BORDER_REFLECT)
        return image, label

    def _crop(self, image, label):
        # Padding to return the correct crop size
        if (isinstance(self.crop_size, list) or isinstance(self.crop_size, tuple)) and len(self.crop_size) == 2:
            crop_h, crop_w = self.crop_size
        elif isinstance(self.crop_size, int):
            crop_h, crop_w = self.crop_size, self.crop_size
        else:
            raise ValueError

        h, w, _ = image.shape
        pad_h = max(crop_h - h, 0)
        pad_w = max(crop_w - w, 0)
        pad_kwargs = {
            "top": 0,
            "bottom": pad_h,
            "left": 0,
            "right": pad_w,
            "borderType": cv2.BORDER_CONSTANT, }
        if pad_h > 0 or pad_w > 0:
            image = cv2.copyMakeBorder(image, value=self.image_padding, **pad_kwargs)
            label = cv2.copyMakeBorder(label, value=self.ignore_index, **pad_kwargs)

        # Cropping 
        h, w, _ = image.shape
        start_h = random.randint(0, h - crop_h)
        start_w = random.randint(0, w - crop_w)
        end_h = start_h + crop_h
        end_w = start_w + crop_w
        image = image[start_h:end_h, start_w:end_w]
        label = label[start_h:end_h, start_w:end_w]
        return image, label

    def _flip(self, image, label):
        # Random H flip
        if random.random() > 0.5:
            image = np.fliplr(image).copy()
            label = np.fliplr(label).copy()
        return image, label

    def _resize(self, image, label, bigger_side_to_base_size=True):
        if isinstance(self.base_size, int):
            h, w, _ = image.shape
            if self.scale:
                longside = random.randint(int(self.base_size * 0.5), int(self.base_size * 2.0))
            else:
                longside = self.base_size

            if bigger_side_to_base_size:
                h, w = (longside, int(1.0 * longside * w / h + 0.5)) if h > w else (
                int(1.0 * longside * h / w + 0.5), longside)
            else:
                h, w = (longside, int(1.0 * longside * w / h + 0.5)) if h < w else (
                int(1.0 * longside * h / w + 0.5), longside)
            image = np.asarray(Image.fromarray(np.uint8(image)).resize((w, h), Image.BICUBIC))
            label = cv2.resize(label, (w, h), interpolation=cv2.INTER_NEAREST)
            return image, label

        elif (isinstance(self.base_size, list) or isinstance(self.base_size, tuple)) and len(self.base_size) == 2:
            h, w, _ = image.shape
            if self.scale:
                scale = random.random() * 1.5 + 0.5  # Scaling between [0.5, 2]
                h, w = int(self.base_size[0] * scale), int(self.base_size[1] * scale)
            else:
                h, w = self.base_size
            image = np.asarray(Image.fromarray(np.uint8(image)).resize((w, h), Image.BICUBIC))
            label = cv2.resize(label, (w, h), interpolation=cv2.INTER_NEAREST)
            return image, label

        else:
            raise ValueError
    
    @staticmethod
    def data_aug(images):
        kernel_size = int(random.random() * 4.95)
        kernel_size = kernel_size + 1 if kernel_size % 2 == 0 else kernel_size
        blurring_image = transforms.GaussianBlur(kernel_size, sigma=(0.1, 2.0))
        color_jitter = transforms.ColorJitter(brightness=0.5, contrast=0.5, saturation=0.5, hue=0.25)
        mean = [0.485, 0.456, 0.406]
        std = [0.229, 0.224, 0.225]
        normalize = transforms.Normalize(mean, std)
        to_tensor = transforms.ToTensor()

        weak_aug = normalize(to_tensor(images))

        strong_aug = images
        if random.random() < 0.8:
            strong_aug = color_jitter(strong_aug)
        strong_aug = transforms.RandomGrayscale(p=0.2)(strong_aug)

        if random.random() < 0.5:
            strong_aug = blurring_image(strong_aug)

        strong_aug = normalize(to_tensor(strong_aug))
        return weak_aug, strong_aug

    def _val_augmentation(self, image, label):
        if self.base_size is not None:
            image, label = self._resize(image, label)
            image = self.normalize(self.to_tensor(Image.fromarray(np.uint8(image))))
            return image, label

        image = self.normalize(self.to_tensor(Image.fromarray(np.uint8(image))))
        return image, label

    def _augmentation(self, image, label):
        h, w, _ = image.shape

        if self.base_size is not None:
            image, label = self._resize(image, label)

        if self.crop_size is not None:
            image, label = self._crop(image, label)

        if self.flip:
            image, label = self._flip(image, label)

        image = Image.fromarray(np.uint8(image))

        image_wk, image_str = self.data_aug(image)
        return image_wk, image_str, label

    def __len__(self):
        return len(self.files)

    def __getitem__(self, index):
        image, label, image_id = self._load_data(index)
        if self.val:
            image, label = self._val_augmentation(image, label)
            label = torch.from_numpy(np.array(label, dtype=np.int32)).long()
            return image,label
        elif self.augment:
            image_wk, image_str, label = self._augmentation(image, label)
            label = torch.from_numpy(np.array(label, dtype=np.int32)).long()
            return image_wk, image_str, label
        else:
            return None

    def __repr__(self):
        fmt_str = "Dataset: " + self.__class__.__name__ + "\n"
        fmt_str += "    # data: {}\n".format(self.__len__())
        fmt_str += "    Split: {}\n".format(self.split)
        fmt_str += "    Root: {}".format(self.root)
        return fmt_str


================================================
FILE: VocCode/Base/base_model.py
================================================
import logging
import torch.nn as nn
import numpy as np


class BaseModel(nn.Module):
    def __init__(self):
        super(BaseModel, self).__init__()
        self.logger = logging.getLogger(self.__class__.__name__)

    def forward(self):
        raise NotImplementedError

    def summary(self):
        model_parameters = filter(lambda p: p.requires_grad, self.parameters())
        nbr_params = sum([np.prod(p.size()) for p in model_parameters])
        self.logger.info(f'Nbr of trainable parameters: {nbr_params}')

    def __str__(self):
        model_parameters = filter(lambda p: p.requires_grad, self.parameters())
        nbr_params = int(sum([np.prod(p.size()) for p in model_parameters]))
        return f'\nNbr of trainable parameters: {nbr_params}'
        # return super(BaseModel, self).__str__() + f'\nNbr of trainable parameters: {nbr_params}'


================================================
FILE: VocCode/Base/base_trainer.py
================================================
import os
import json
import torch
from Utils import helpers
import Utils.lr_scheduler as lr_scheduler
from torch.nn.parallel import DistributedDataParallel as DDP
import torch.distributed as dist
from itertools import chain
from Utils.helpers import group_weight, init_weight
# from dgx.download_to_pvc import *

bn_eps = 1e-5
bn_momentum = 0.1


def get_instance(module, name, config, *args):
    return getattr(module, config[name]['type'])(*args, **config[name]['args'])


class BaseTrainer:
    def __init__(self, model, config, iters_per_epoch, train_logger=None, args=None):
        self.model = model
        self.config = config
        self.args = args
        self.do_validation = self.config['trainer']['val']
        self.start_epoch = 1
        # SETTING THE DEVICE
        if self.args.local_rank <= 0:
            self.logger = train_logger
            self.logger.critical(
                "distributed data parallel training: {}".format(str("on" if args.ddp is True
                                                                    else "off")))
        if self.args.ddp:
            torch.cuda.set_device(self.args.local_rank)
            self.model.cuda(self.args.local_rank)
            if self.args.architecture == 'deeplabv3+':
                init_weight(model.encoder1.business_layer, torch.nn.init.kaiming_normal_,
                            torch.nn.BatchNorm2d, bn_eps, bn_momentum,
                            mode='fan_in', nonlinearity='relu')
                init_weight(model.encoder2.business_layer, torch.nn.init.kaiming_normal_,
                            torch.nn.BatchNorm2d, bn_eps, bn_momentum,
                            mode='fan_in', nonlinearity='relu')
                init_weight(model.decoder1.business_layer, torch.nn.init.kaiming_normal_,
                            torch.nn.BatchNorm2d, bn_eps, bn_momentum,
                            mode='fan_in', nonlinearity='relu')
                init_weight(model.decoder2.business_layer, torch.nn.init.kaiming_normal_,
                            torch.nn.BatchNorm2d, bn_eps, bn_momentum,
                            mode='fan_in', nonlinearity='relu')
            
            self.model = torch.nn.SyncBatchNorm.convert_sync_batchnorm(self.model)

            self.model = DDP(self.model, device_ids=[self.args.local_rank], find_unused_parameters=True)
        else:
            # SETTING THE DEVICE
            self.device, availble_gpus = self._get_available_devices(self.config['n_gpu'])
            self.model = torch.nn.DataParallel(self.model, device_ids=availble_gpus)

        # CONFIGS
        cfg_trainer = self.config['trainer']
        self.epochs = cfg_trainer['epochs']
        self.save_period = cfg_trainer['save_period']

        if args.architecture == "psp":
            # OPTIMIZER 1
            trainable_params1 = [{'params': filter(lambda p: p.requires_grad, self.model.module.get_other_params(id=1)),
                                  'lr': config['optimizer']['args']['lr']},
                                 {'params': filter(lambda p: p.requires_grad, self.model.module.get_backbone_params(id=1)),
                                  'lr': config['optimizer']['args']['lr']}]

            self.optimizer1 = get_instance(torch.optim, 'optimizer', config, trainable_params1)

            # OPTIMIZER 2
            trainable_params2 = [{'params': filter(lambda p: p.requires_grad, self.model.module.get_other_params(id=2)),
                                  'lr': config['optimizer']['args']['lr']},
                                 {'params': filter(lambda p: p.requires_grad, self.model.module.get_backbone_params(id=2)),
                                  'lr': config['optimizer']['args']['lr']}]

            self.optimizer2 = get_instance(torch.optim, 'optimizer', config, trainable_params2)

            # OPTIMIZER STUDENT
            trainable_params_s = [{'params': filter(lambda p: p.requires_grad, self.model.module.get_other_params(id=3)),
                                   'lr': config['optimizer']['args']['lr']},
                                  {'params': filter(lambda p: p.requires_grad, self.model.module.get_backbone_params(id=3)),
                                   'lr': config['optimizer']['args']['lr']}]

            self.optimizer_s = get_instance(torch.optim, 'optimizer', config, trainable_params_s)
        else:
            norm_layer = torch.nn.BatchNorm2d if not args.ddp else torch.nn.SyncBatchNorm
            params_list_1 = []
            params_list_1 = group_weight(params_list_1, model.encoder1.backbone,
                                         norm_layer, config['optimizer']['args']['lr'])

            for module in chain(model.encoder1.business_layer, model.decoder1.business_layer):
                params_list_1 = group_weight(params_list_1, module, norm_layer,
                                             config['optimizer']['args']['lr'])

            params_list_2 = []
            params_list_2 = group_weight(params_list_2, model.encoder2.backbone,
                                         norm_layer, config['optimizer']['args']['lr'])

            for module in chain(model.encoder2.business_layer, model.decoder2.business_layer):
                params_list_2 = group_weight(params_list_2, module, norm_layer,
                                             config['optimizer']['args']['lr'])

            params_list_s = []
            params_list_s = group_weight(params_list_s, model.encoder_s.backbone,
                                         norm_layer, config['optimizer']['args']['lr'])

            for module in chain(model.encoder_s.business_layer, model.decoder_s.business_layer):
                params_list_s = group_weight(params_list_s, module, norm_layer,
                                             config['optimizer']['args']['lr'])

            self.optimizer1 = get_instance(torch.optim, 'optimizer', config, params_list_1)
            self.optimizer2 = get_instance(torch.optim, 'optimizer', config, params_list_2)
            self.optimizer_s = get_instance(torch.optim, 'optimizer', config, params_list_s)

        self.lr_scheduler_s = getattr(lr_scheduler, config['lr_scheduler'])(optimizer=self.optimizer_s,
                                                                            num_epochs=self.epochs,
                                                                            iters_per_epoch=iters_per_epoch)

        self.warm_up_epoch = config['model']['warm_up_epoch']
        # MONITORING
        self.mnt_current = .0

        # CHECKPOINTS
        run_name = config['experim_name']
        self.checkpoint_dir = os.path.join(cfg_trainer['save_dir'], run_name)
        if self.args.local_rank <= 0:
            helpers.dir_exists(self.checkpoint_dir)
            config_save_path = os.path.join(self.checkpoint_dir, 'config.json')
            with open(config_save_path, 'w') as handle:
                json.dump(self.config, handle, indent=4, sort_keys=True)
        if self.args.ddp:
            dist.barrier()

    def train(self):
        if self.start_epoch <= self.warm_up_epoch:
            for epoch in range(0, self.warm_up_epoch):
                _ = self._warm_up(epoch, id=1)
                _ = self._warm_up(epoch, id=2)
                _ = self._warm_up(epoch, id=3)
                if epoch == self.warm_up_epoch-1:
                    del self.optimizer1
                    del self.optimizer2
        self.model.module.freeze_teachers_parameters()
        for epoch in range(self.start_epoch, self.epochs + 1):
            # current ensemble teacher ID
            curr_id = 1 if epoch % 2 != 0 else 2

            _ = self._train_epoch(epoch, id=curr_id)
            if self.args.ddp:
                dist.barrier()

            if self.do_validation and epoch % self.config['trainer']['val_per_epochs'] == 0 \
                    and self.args.local_rank <= 0:
                results = self._valid_epoch(max(0, epoch), id=[1, 2])
                self.logger.info('\n\n')
                for k, v in results.items():
                    self.logger.info(f'         {str(k):15s}: {v}')
                self.mnt_current = results["Mean_IoU"]

            if self.args.ddp:
                dist.barrier()

            # SAVE CHECKPOINT
            if epoch % self.save_period == 0 and self.args.local_rank <= 0:
                self._save_checkpoint(epoch)
            if self.args.ddp:
                dist.barrier()

    def _save_checkpoint(self, epoch, name=""):
        state = {
            'arch': type(self.model).__name__,
            'epoch': epoch,
            'state_dict': self.model.module.state_dict(),
            'monitor_best': self.mnt_current,
            'args': self.args
        }
        ckpt_name = str(self.args.labeled_examples) + '_mIoU_{}_model{}_e{}.pth'.format(str(state['monitor_best']), str(name), str(epoch))
        filename = os.path.join(self.checkpoint_dir, ckpt_name)
        self.logger.info('\nSaving a checkpoint: {} ...'.format(str(filename)))
        torch.save(state, filename)
        # pvc_dir = os.path.join("yy", "exercise_1", self.args.architecture,
        #                        "resnet{}_ckpt".format(str(self.args.backbone)), "voc_cvpr_final",
        #                                               str(self.args.labeled_examples))

        # upload_checkpoint(local_path=self.checkpoint_dir, prefix=pvc_dir, checkpoint_filepath=ckpt_name)
        # self.logger.info("Uploading current ckpt: mIoU_{}_model.pth to {}".format(str(state['monitor_best']),
        #                                                                           pvc_dir))

    def _get_available_devices(self, n_gpu):
        sys_gpu = torch.cuda.device_count()
        if sys_gpu == 0:
            self.logger.warning('No GPUs detected, using the CPU')
            n_gpu = 0
        elif n_gpu > sys_gpu:
            self.logger.warning(f'Nbr of GPU requested is {n_gpu} but only {sys_gpu} are available')
            n_gpu = sys_gpu

        device = torch.device('cuda:0' if n_gpu > 0 else 'cpu')
        self.logger.info(f'Detected GPUs: {sys_gpu} Requested: {n_gpu}')
        available_gpus = list(range(n_gpu))
        return device, available_gpus

    def _train_epoch(self, epoch, id):
        raise NotImplementedError

    def _valid_epoch(self, epoch, id):
        raise NotImplementedError

    def _eval_metrics(self, output, target):
        raise NotImplementedError

    def _warm_up(self, epoch, id):
        raise NotImplementedError



================================================
FILE: VocCode/DataLoader/voc.py
================================================
from Base.base_dataset import BaseDataSet
from Base.base_dataloader import BaseDataLoader

import numpy as np
import os
import torch
from PIL import Image
from torch.utils.data import Dataset


def get_voc_pallete(num_classes):
    n = num_classes
    pallete = [0] * (n * 3)
    for j in range(0, n):
        lab = j
        pallete[j * 3 + 0] = 0
        pallete[j * 3 + 1] = 0
        pallete[j * 3 + 2] = 0
        i = 0
        while (lab > 0):
            pallete[j * 3 + 0] |= (((lab >> 0) & 1) << (7 - i))
            pallete[j * 3 + 1] |= (((lab >> 1) & 1) << (7 - i))
            pallete[j * 3 + 2] |= (((lab >> 2) & 1) << (7 - i))
            i = i + 1
            lab >>= 3
    return pallete


class VOCDataset(BaseDataSet):
    def __init__(self, ddp_training, dgx, **kwargs):
        self.num_classes = 21
        self.ddp_training = ddp_training
        self.dgx = dgx
        self.palette = get_voc_pallete(self.num_classes)
        super(VOCDataset, self).__init__(**kwargs)

    def _set_files(self):
        self.root = os.path.join(self.root, 'VOCdevkit/VOC2012')
        prefix = "VocCode"
#if self.dgx else ""
        if self.split == "val":
            file_list = os.path.join(prefix, "DataLoader/voc_splits", f"{self.split}" + ".txt")
        elif self.split in ["train_supervised", "train_unsupervised"]:
            file_list = os.path.join(prefix, "DataLoader/voc_splits", f"{self.n_labeled_examples}_{self.split}" + ".txt")
        else:
            raise ValueError(f"Invalid split name {self.split}")

        file_list = [line.rstrip().split(' ') for line in tuple(open(file_list, "r"))]
        self.files, self.labels = list(zip(*file_list))

    def _load_data(self, index):
        image_path = os.path.join(self.root, self.files[index][1:])
        image = np.asarray(Image.open(image_path), dtype=np.float32)
        image_id = self.files[index].split("/")[-1].split(".")[0]
        if self.use_weak_lables:
            label_path = os.path.join(self.weak_labels_output, image_id + ".png")
        else:
            label_path = os.path.join(self.root, self.labels[index][1:])
        label = np.asarray(Image.open(label_path), dtype=np.int32)
        return image, label, image_id


class VOC(BaseDataLoader):
    def __init__(self, kwargs, ddp_training=False, dgx=False):
        self.MEAN = [0.485, 0.456, 0.406]
        self.STD = [0.229, 0.224, 0.225]
        self.batch_size = kwargs.pop('batch_size')
        kwargs['mean'] = self.MEAN
        kwargs['std'] = self.STD
        kwargs['ignore_index'] = 255
        try:
            shuffle = kwargs.pop('shuffle')
        except:
            shuffle = False
        num_workers = kwargs.pop('num_workers')
        self.dataset = VOCDataset(ddp_training, **kwargs, dgx=dgx)
        if ddp_training:
            train_sampler = torch.utils.data.distributed.DistributedSampler(self.dataset)
        else:
            train_sampler = None
        super(VOC, self).__init__(self.dataset, self.batch_size, shuffle, num_workers, val_split=None,
                                  sampler=train_sampler)



================================================
FILE: VocCode/DataLoader/voc_splits/13230_train_supervised.txt
================================================
/JPEGImages/2011_000068.jpg /SegmentationClassAug/2011_000068.png
/JPEGImages/2008_004588.jpg /SegmentationClassAug/2008_004588.png
/JPEGImages/2009_001664.jpg /SegmentationClassAug/2009_001664.png
/JPEGImages/2011_002350.jpg /SegmentationClassAug/2011_002350.png
/JPEGImages/2011_000895.jpg /SegmentationClassAug/2011_000895.png
/JPEGImages/2010_002733.jpg /SegmentationClassAug/2010_002733.png
/JPEGImages/2007_002055.jpg /SegmentationClassAug/2007_002055.png
/JPEGImages/2010_000043.jpg /SegmentationClassAug/2010_000043.png
/JPEGImages/2008_004080.jpg /SegmentationClassAug/2008_004080.png
/JPEGImages/2011_000790.jpg /SegmentationClassAug/2011_000790.png
/JPEGImages/2007_003431.jpg /SegmentationClassAug/2007_003431.png
/JPEGImages/2008_000162.jpg /SegmentationClassAug/2008_000162.png
/JPEGImages/2007_007591.jpg /SegmentationClassAug/2007_007591.png
/JPEGImages/2009_002083.jpg /SegmentationClassAug/2009_002083.png
/JPEGImages/2010_000132.jpg /SegmentationClassAug/2010_000132.png
/JPEGImages/2008_003947.jpg /SegmentationClassAug/2008_003947.png
/JPEGImages/2009_002422.jpg /SegmentationClassAug/2009_002422.png
/JPEGImages/2010_003174.jpg /SegmentationClassAug/2010_003174.png
/JPEGImages/2007_006832.jpg /SegmentationClassAug/2007_006832.png
/JPEGImages/2010_004478.jpg /SegmentationClassAug/2010_004478.png
/JPEGImages/2011_003078.jpg /SegmentationClassAug/2011_003078.png
/JPEGImages/2007_000768.jpg /SegmentationClassAug/2007_000768.png
/JPEGImages/2008_002255.jpg /SegmentationClassAug/2008_002255.png
/JPEGImages/2009_003200.jpg /SegmentationClassAug/2009_003200.png
/JPEGImages/2008_006032.jpg /SegmentationClassAug/2008_006032.png
/JPEGImages/2008_000860.jpg /SegmentationClassAug/2008_000860.png
/JPEGImages/2009_002713.jpg /SegmentationClassAug/2009_002713.png
/JPEGImages/2008_000217.jpg /SegmentationClassAug/2008_000217.png
/JPEGImages/2007_004951.jpg /SegmentationClassAug/2007_004951.png
/JPEGImages/2007_009436.jpg /SegmentationClassAug/2007_009436.png
/JPEGImages/2010_005932.jpg /SegmentationClassAug/2010_005932.png
/JPEGImages/2010_005927.jpg /SegmentationClassAug/2010_005927.png
/JPEGImages/2009_004643.jpg /SegmentationClassAug/2009_004643.png
/JPEGImages/2007_008526.jpg /SegmentationClassAug/2007_008526.png
/JPEGImages/2007_008948.jpg /SegmentationClassAug/2007_008948.png
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FILE: VocCode/DataLoader/voc_splits/13230_train_unsupervised.txt
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FILE: VocCode/DataLoader/voc_splits/1323_train_supervised.txt
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FILE: VocCode/DataLoader/voc_splits/1323_train_unsupervised.txt
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FILE: VocCode/DataLoader/voc_splits/1464_train_supervised.txt
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FILE: VocCode/DataLoader/voc_splits/183_train_supervised.txt
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================================================
FILE: VocCode/DataLoader/voc_splits/183_train_unsupervised.txt
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FILE: VocCode/DataLoader/voc_splits/26460_train_unsupervised.txt
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FILE: VocCode/DataLoader/voc_splits/2646_train_supervised.txt
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FILE: VocCode/DataLoader/voc_splits/2646_train_unsupervised.txt
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FILE: VocCode/DataLoader/voc_splits/366_train_supervised.txt
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FILE: VocCode/DataLoader/voc_splits/366_train_unsupervised.txt
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FILE: VocCode/DataLoader/voc_splits/52910_train_supervised.txt
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FILE: VocCode/DataLoader/voc_splits/52910_train_unsupervised.txt
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FILE: VocCode/DataLoader/voc_splits/5291_train_supervised.txt
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FILE: VocCode/DataLoader/voc_splits/5291_train_unsupervised.txt
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FILE: VocCode/DataLoader/voc_splits/6620_train_supervised.txt
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FILE: VocCode/DataLoader/voc_splits/6620_train_unsupervised.txt
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FILE: VocCode/DataLoader/voc_splits/662_train_unsupervised.txt
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FILE: VocCode/DataLoader/voc_splits/732_train_unsupervised.txt
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FILE: VocCode/DataLoader/voc_splits/92_train_supervised.txt
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}

================================================
FILE: VocCode/DataLoader/voc_splits/classes.json
================================================
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================================================
FILE: VocCode/DataLoader/voc_splits/split_reminder.txt
================================================
* These are the settings we used for the different ratio experiment (VOC) *

Entire Datset Split:
1/2 -> 5291
1/4 -> 2646
1/8 -> 1323
1/16-> 662

High Quality Annotation (Original From Pascal VOC):
1464

Few supervision (1465 in total):
1/2 -> 732
1/4 -> 366
1/8 -> 183
1/16-> 92 


================================================
FILE: VocCode/DataLoader/voc_splits/val.txt
================================================
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================================================
FILE: VocCode/Model/Deeplabv3_plus/Backbones/pretrained/.gitkeep
================================================


================================================
FILE: VocCode/Model/Deeplabv3_plus/Backbones/pretrained/nil
================================================


================================================
FILE: VocCode/Model/Deeplabv3_plus/Backbones/resnet.py
================================================
import functools
import torch.nn as nn

from Utils.pyt_utils import load_model


__all__ = ['ResNet', 'resnet18', 'resnet34', 'resnet50', 'resnet101',
           'resnet152']


def conv3x3(in_planes, out_planes, stride=1):
    """3x3 convolution with padding"""
    return nn.Conv2d(in_planes, out_planes, kernel_size=3, stride=stride,
                     padding=1, bias=False)


class BasicBlock(nn.Module):
    expansion = 1

    def __init__(self, inplanes, planes, stride=1, norm_layer=None,
                 bn_eps=1e-5, bn_momentum=0.1, downsample=None, inplace=True):
        super(BasicBlock, self).__init__()
        self.conv1 = conv3x3(inplanes, planes, stride)
        self.bn1 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.relu = nn.ReLU(inplace=inplace)
        self.relu_inplace = nn.ReLU(inplace=True)
        self.conv2 = conv3x3(planes, planes)
        self.bn2 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.downsample = downsample
        self.stride = stride
        self.inplace = inplace

    def forward(self, x):
        residual = x
        out = self.conv1(x)
        out = self.bn1(out)
        out = self.relu(out)

        out = self.conv2(out)
        out = self.bn2(out)

        if self.downsample is not None:
            residual = self.downsample(x)

        if self.inplace:
            out += residual
        else:
            out = out + residual

        out = self.relu_inplace(out)

        return out


class Bottleneck(nn.Module):
    expansion = 4

    def __init__(self, inplanes, planes, stride=1,
                 norm_layer=None, bn_eps=1e-5, bn_momentum=0.1,
                 downsample=None, inplace=True):
        super(Bottleneck, self).__init__()
        self.conv1 = nn.Conv2d(inplanes, planes, kernel_size=1, bias=False)
        self.bn1 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, stride=stride,
                               padding=1, bias=False)
        self.bn2 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.conv3 = nn.Conv2d(planes, planes * self.expansion, kernel_size=1,
                               bias=False)
        self.bn3 = norm_layer(planes * self.expansion, eps=bn_eps,
                              momentum=bn_momentum)
        self.relu = nn.ReLU(inplace=inplace)
        self.relu_inplace = nn.ReLU(inplace=True)
        self.downsample = downsample
        self.stride = stride
        self.inplace = inplace

    def forward(self, x):
        residual = x

        out = self.conv1(x)
        out = self.bn1(out)
        out = self.relu(out)

        out = self.conv2(out)
        out = self.bn2(out)
        out = self.relu(out)

        out = self.conv3(out)
        out = self.bn3(out)

        if self.downsample is not None:
            residual = self.downsample(x)

        if self.inplace:
            out += residual
        else:
            out = out + residual
        out = self.relu_inplace(out)

        return out


class ResNet(nn.Module):
    def __init__(self, block, layers, norm_layer=nn.BatchNorm2d, bn_eps=1e-5,
                 bn_momentum=0.1, deep_stem=False, stem_width=32, inplace=True):
        self.inplanes = stem_width * 2 if deep_stem else 64
        super(ResNet, self).__init__()
        if deep_stem:
            self.conv1 = nn.Sequential(
                nn.Conv2d(3, stem_width, kernel_size=3, stride=2, padding=1,
                          bias=False),
                norm_layer(stem_width, eps=bn_eps, momentum=bn_momentum),
                nn.ReLU(inplace=inplace),
                nn.Conv2d(stem_width, stem_width, kernel_size=3, stride=1,
                          padding=1,
                          bias=False),
                norm_layer(stem_width, eps=bn_eps, momentum=bn_momentum),
                nn.ReLU(inplace=inplace),
                nn.Conv2d(stem_width, stem_width * 2, kernel_size=3, stride=1,
                          padding=1,
                          bias=False),
            )
        else:
            self.conv1 = nn.Conv2d(3, 64, kernel_size=7, stride=2, padding=3,
                                   bias=False)

        self.bn1 = norm_layer(stem_width * 2 if deep_stem else 64, eps=bn_eps,
                              momentum=bn_momentum)
        self.relu = nn.ReLU(inplace=inplace)
        self.maxpool = nn.MaxPool2d(kernel_size=3, stride=2, padding=1)
        self.layer1 = self._make_layer(block, norm_layer, 64, layers[0],
                                       inplace,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)
        self.layer2 = self._make_layer(block, norm_layer, 128, layers[1],
                                       inplace, stride=2,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)
        self.layer3 = self._make_layer(block, norm_layer, 256, layers[2],
                                       inplace, stride=2,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)
        self.layer4 = self._make_layer(block, norm_layer, 512, layers[3],
                                       inplace, stride=2,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)

    def _make_layer(self, block, norm_layer, planes, blocks, inplace=True,
                    stride=1, bn_eps=1e-5, bn_momentum=0.1):
        downsample = None
        if stride != 1 or self.inplanes != planes * block.expansion:
            downsample = nn.Sequential(
                nn.Conv2d(self.inplanes, planes * block.expansion,
                          kernel_size=1, stride=stride, bias=False),
                norm_layer(planes * block.expansion, eps=bn_eps,
                           momentum=bn_momentum),
            )

        layers = []
        layers.append(block(self.inplanes, planes, stride, norm_layer, bn_eps,
                            bn_momentum, downsample, inplace))
        self.inplanes = planes * block.expansion
        for i in range(1, blocks):
            layers.append(block(self.inplanes, planes,
                                norm_layer=norm_layer, bn_eps=bn_eps,
                                bn_momentum=bn_momentum, inplace=inplace))

        return nn.Sequential(*layers)

    def forward(self, x):
        x = self.conv1(x)
        x = self.bn1(x)
        x = self.relu(x)
        x = self.maxpool(x)

        blocks = []
        x = self.layer1(x);
        blocks.append(x)
        x = self.layer2(x);
        blocks.append(x)
        x = self.layer3(x);
        blocks.append(x)
        x = self.layer4(x);
        blocks.append(x)

        return blocks


def resnet18(pretrained_model=None, **kwargs):
    model = ResNet(BasicBlock, [2, 2, 2, 2], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet34(pretrained_model=None, **kwargs):
    model = ResNet(BasicBlock, [3, 4, 6, 3], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet50(pretrained_model=None, **kwargs):
    model = ResNet(Bottleneck, [3, 4, 6, 3], **kwargs)
    if pretrained_model is True:
        pretrained_model = 'Model/Deeplabv3_plus/Backbones/pretrained/resnet50.pth'

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet101(pretrained_model=None, **kwargs):
    model = ResNet(Bottleneck, [3, 4, 23, 3], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet152(pretrained_model=None, **kwargs):
    model = ResNet(Bottleneck, [3, 8, 36, 3], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


================================================
FILE: VocCode/Model/Deeplabv3_plus/EntireModel.py
================================================
import torch.nn
from Utils.losses import *
from itertools import chain
from Base.base_model import BaseModel
from Model.Deeplabv3_plus.encoder_decoder import *

res_net = "VocCode/Model/PSPNet/Backbones/pretrained/3x3resnet{}-imagenet.pth"
res_net_2 = "VocCode/Model/Deeplabv3_plus/Backbones/pretrained/resnet{}.pth"


class EntireModel(BaseModel):
    def __init__(self, num_classes, config, sup_loss=None, cons_w_unsup=None, ignore_index=None,
                 pretrained=True, use_weak_lables=False, weakly_loss_w=0.4):
        super(EntireModel, self).__init__()
        self.encoder1 = EncoderNetwork(num_classes=num_classes, norm_layer=nn.BatchNorm2d,
                                       pretrained_model=None, back_bone=config['resnet'])
        self.decoder1 = DecoderNetwork(num_classes=num_classes, data_shape=config['data_h_w'])
        self.encoder2 = EncoderNetwork(num_classes=num_classes, norm_layer=nn.BatchNorm2d,
                                       pretrained_model=None, back_bone=config['resnet'])
        self.decoder2 = DecoderNetwork(num_classes=num_classes, data_shape=config['data_h_w'])
        self.encoder_s = EncoderNetwork(num_classes=num_classes, norm_layer=nn.BatchNorm2d,
                                        pretrained_model=res_net_2.format(str(config['resnet'])),
                                        back_bone=config['resnet'])
        self.decoder_s = VATDecoderNetwork(num_classes=num_classes, data_shape=config['data_h_w'])
        self.mode = "semi" if config['semi'] else "sup"
        self.sup_loss = sup_loss
        self.ignore_index = ignore_index
        self.unsup_loss_w = cons_w_unsup
        self.unsuper_loss = semi_ce_loss

    def freeze_teachers_parameters(self):
        for p in self.encoder1.parameters():
            p.requires_grad = False
        for p in self.decoder1.parameters():
            p.requires_grad = False

        for p in self.encoder2.parameters():
            p.requires_grad = False
        for p in self.decoder2.parameters():
            p.requires_grad = False

    def warm_up_forward(self, id, x, y):
        if id == 1:
            output_l = self.decoder1(self.encoder1(x))
        elif id == 2:
            output_l = self.decoder2(self.encoder2(x))
        else:
            output_l = self.decoder_s(self.encoder_s(x))

        loss = F.cross_entropy(output_l, y, ignore_index=self.ignore_index)
        curr_losses = {'loss_sup': loss}
        outputs = {'sup_pred': output_l}
        return loss, curr_losses, outputs

    def forward(self, x_l=None, target_l=None, x_ul=None, target_ul=None, curr_iter=None, epoch=None, id=0,
                warm_up=False, image_level_label=None, semi_p_th=0.6, semi_n_th=0.0):
        if warm_up:
            return self.warm_up_forward(id=id, x=x_l, y=target_l)

        output_l = self.decoder_s(self.encoder_s(x_l), t_model=[self.decoder1, self.decoder2])
        # supervised loss
        loss_sup = F.cross_entropy(output_l, target_l, ignore_index=self.ignore_index)
        curr_losses = {'loss_sup': loss_sup}
        output_ul = self.decoder_s(self.encoder_s(x_ul), t_model=[self.decoder1, self.decoder2])

        # unsupervised loss
        # in our experiments, negative learning doesn't bring consist improvements
        # fix to be 0 in cmd arguments
        loss_unsup, pass_rate, neg_loss = self.unsuper_loss(inputs=output_ul, targets=target_ul,
                                                            conf_mask=True, threshold=semi_p_th,
                                                            threshold_neg=semi_n_th)

        if semi_n_th > .0:
            confident_reg = .5 * torch.mean(F.softmax(output_ul, dim=1) ** 2)
            loss_unsup += neg_loss
            loss_unsup += confident_reg

        loss_unsup = loss_unsup * self.unsup_loss_w(epoch=epoch, curr_iter=curr_iter)

        total_loss = loss_unsup + loss_sup
        """
        # for image_level experiments;
        if image_level_label is not None:
            inverse_prob = 1 - torch.softmax(target_ul, dim=1).max(1)[0]
            inverse_prob = torch.clamp(inverse_prob, min=1e-6, max=1.0)
            ignore_mask = image_level_label == 255
            weakly_loss = F.cross_entropy(output_ul, image_level_label,
                                          reduction="none", ignore_index=self.ignore_index) * inverse_prob
            weakly_loss = weakly_loss[~ignore_mask].mean() * self.unsup_loss_w(epoch=epoch, curr_iter=curr_iter)
            total_loss += weakly_loss
            curr_losses['loss_weakly'] = weakly_loss
        else:
            weakly_loss = torch.tensor(.0, device=loss_unsup.device)
            curr_losses['loss_weakly'] = weakly_loss
        """
        curr_losses['loss_unsup'] = loss_unsup
        curr_losses['pass_rate'] = pass_rate
        curr_losses['neg_loss'] = neg_loss
        outputs = {'sup_pred': output_l, 'unsup_pred': output_ul}
        return total_loss, curr_losses, outputs

    def get_other_params(self, id):
        if id == 1:
            return chain(self.encoder1.get_module_params(), self.decoder1.parameters())
        elif id == 2:
            return chain(self.encoder2.get_module_params(), self.decoder2.parameters())
        else:
            return chain(self.encoder_s.get_module_params(), self.decoder_s.parameters())

    def get_backbone_params(self, id):
        if id == 1:
            return self.encoder1.get_backbone_params()
        elif id == 2:
            return self.encoder2.get_backbone_params()
        else:
            return self.encoder_s.get_backbone_params()



================================================
FILE: VocCode/Model/Deeplabv3_plus/encoder_decoder.py
================================================
import torch
import torch.nn as nn
import torch.nn.functional as F
from functools import partial
# from config import config
from Model.Deeplabv3_plus.Backbones.resnet import resnet50, resnet101
bn_eps = 1e-5
bn_momentum = 0.1


class EncoderNetwork(nn.Module):
    def __init__(self, num_classes, norm_layer=nn.BatchNorm2d, back_bone=None, pretrained_model=None):
        super(EncoderNetwork, self).__init__()
        if back_bone is 101:
            self.backbone = resnet101(pretrained_model, norm_layer=norm_layer,
                                      bn_eps=bn_eps,
                                      bn_momentum=bn_momentum,
                                      deep_stem=True, stem_width=64)
        else:
            self.backbone = resnet50(pretrained_model, norm_layer=norm_layer,
                                     bn_eps=bn_eps,
                                     bn_momentum=bn_momentum,
                                     deep_stem=True, stem_width=64)

        self.dilate = 2
        for m in self.backbone.layer4.children():
            m.apply(partial(self._nostride_dilate, dilate=self.dilate))
            self.dilate *= 2

        self.head = Head(num_classes, norm_layer, bn_momentum)
        self.business_layer = []
        self.business_layer.append(self.head)

    def _nostride_dilate(self, m, dilate):
        if isinstance(m, nn.Conv2d):
            if m.stride == (2, 2):
                m.stride = (1, 1)
                if m.kernel_size == (3, 3):
                    m.dilation = (dilate, dilate)
                    m.padding = (dilate, dilate)

            else:
                if m.kernel_size == (3, 3):
                    m.dilation = (dilate, dilate)
                    m.padding = (dilate, dilate)

    def forward(self, data):
        blocks = self.backbone(data)
        f = self.head(blocks)
        return f


def _l2_normalize(d):
    d_reshaped = d.view(d.shape[0], -1, *(1 for _ in range(d.dim() - 2)))
    d /= torch.norm(d_reshaped, dim=1, keepdim=True) + 1e-8
    return d


def get_r_adv_t(x, decoder1, decoder2, it=1, xi=1e-1, eps=10.0):
    # stop bn
    decoder1.eval()
    decoder2.eval()
    
    x_detached = x.detach()
    with torch.no_grad():
        # get the ensemble results from teacher
        pred = F.softmax((decoder1(x_detached) + decoder2(x_detached))/2, dim=1)

    d = torch.rand(x.shape).sub(0.5).to(x.device)
    d = _l2_normalize(d)

    # assist students to find the effective va-noise
    for _ in range(it):
        d.requires_grad_()
        pred_hat = (decoder1(x_detached + xi * d) + decoder2(x_detached + xi * d))/2
        logp_hat = F.log_softmax(pred_hat, dim=1)
        adv_distance = F.kl_div(logp_hat, pred, reduction='batchmean')
        adv_distance.backward()
        d = _l2_normalize(d.grad)
        decoder1.zero_grad()
        decoder2.zero_grad()

    r_adv = d * eps

    # reopen bn, but freeze other params.
    # https://discuss.pytorch.org/t/why-is-it-when-i-call-require-grad-false-on-all-my-params-my-weights-in-the-network-would-still-update/22126/16
    decoder1.train()
    decoder2.train()
    return r_adv


class upsample(nn.Module):
    def __init__(self, in_channels, out_channels, data_shape,
                 norm_act=nn.BatchNorm2d):
        super(upsample, self).__init__()
        self.data_shape = data_shape
        self.classifier = nn.Conv2d(in_channels, out_channels, kernel_size=1, bias=True)
        self.last_conv = nn.Sequential(nn.Conv2d(304, 256, kernel_size=3, stride=1, padding=1, bias=False),
                                       norm_act(256, momentum=bn_momentum),
                                       nn.ReLU(),
                                       nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1, bias=False),
                                       norm_act(256, momentum=bn_momentum),
                                       nn.ReLU())

    def forward(self, x, data_shape=None):
        f = self.last_conv(x)
        pred = self.classifier(f)
        if self.training:
            h, w = self.data_shape[0], self.data_shape[1]
        else:
            if data_shape is not None:
                h, w = data_shape[0], data_shape[1]
            else:
                h, w = self.data_shape[0], self.data_shape[1]

        return F.interpolate(pred, size=(h, w), mode='bilinear', align_corners=True)


class DecoderNetwork(nn.Module):
    def __init__(self, num_classes,
                 data_shape,
                 conv_in_ch=256):

        super(DecoderNetwork, self).__init__()
        self.upsample = upsample(conv_in_ch, num_classes, norm_act=torch.nn.BatchNorm2d,
                                 data_shape=data_shape)
        self.business_layer = []
        self.business_layer.append(self.upsample.last_conv)
        self.business_layer.append(self.upsample.classifier)

    def forward(self, f, data_shape=None):
        pred = self.upsample(f, data_shape)
        return pred


class VATDecoderNetwork(nn.Module):
    def __init__(self, num_classes,
                 data_shape,
                 conv_in_ch=256):

        super(VATDecoderNetwork, self).__init__()
        self.upsample = upsample(conv_in_ch, num_classes, norm_act=torch.nn.BatchNorm2d,
                                 data_shape=data_shape)
        self.business_layer = []
        self.business_layer.append(self.upsample.last_conv)
        self.business_layer.append(self.upsample.classifier)

    def forward(self, f, data_shape=None, t_model=None):
        if t_model is not None:
            r_adv = get_r_adv_t(f, t_model[0], t_model[1], it=1, xi=1e-6, eps=2.0)
            f += r_adv

        pred = self.upsample(f, data_shape)
        return pred


class ASPP(nn.Module):
    def __init__(self,
                 in_channels,
                 out_channels,
                 dilation_rates=(12, 24, 36),
                 hidden_channels=256,
                 norm_act=nn.BatchNorm2d,
                 pooling_size=None):
        super(ASPP, self).__init__()
        self.pooling_size = pooling_size

        self.map_convs = nn.ModuleList([
            nn.Conv2d(in_channels, hidden_channels, 1, bias=False),
            nn.Conv2d(in_channels, hidden_channels, 3, bias=False, dilation=dilation_rates[0],
                      padding=dilation_rates[0]),
            nn.Conv2d(in_channels, hidden_channels, 3, bias=False, dilation=dilation_rates[1],
                      padding=dilation_rates[1]),
            nn.Conv2d(in_channels, hidden_channels, 3, bias=False, dilation=dilation_rates[2],
                      padding=dilation_rates[2])
        ])
        self.map_bn = norm_act(hidden_channels * 4)

        self.global_pooling_conv = nn.Conv2d(in_channels, hidden_channels, 1, bias=False)
        self.global_pooling_bn = norm_act(hidden_channels)

        self.red_conv = nn.Conv2d(hidden_channels * 4, out_channels, 1, bias=False)
        self.pool_red_conv = nn.Conv2d(hidden_channels, out_channels, 1, bias=False)
        self.red_bn = norm_act(out_channels)

        self.leak_relu = nn.LeakyReLU()

    def forward(self, x):
        # Map convolutions
        out = torch.cat([m(x) for m in self.map_convs], dim=1)
        out = self.map_bn(out)
        out = self.leak_relu(out)       # add activation layer
        out = self.red_conv(out)

        # Global pooling
        pool = self._global_pooling(x)
        pool = self.global_pooling_conv(pool)
        pool = self.global_pooling_bn(pool)
        pool = self.leak_relu(pool)  # add activation layer
        pool = self.pool_red_conv(pool)
        if self.training or self.pooling_size is None:
            pool = pool.repeat(1, 1, x.size(2), x.size(3))

        out += pool
        out = self.red_bn(out)
        out = self.leak_relu(out)  # add activation layer
        return out

    def _global_pooling(self, x):
        if self.training or self.pooling_size is None:
            pool = x.view(x.size(0), x.size(1), -1).mean(dim=-1)
            pool = pool.view(x.size(0), x.size(1), 1, 1)
        else:
            raise NotImplementedError
        return pool


class Head(nn.Module):
    def __init__(self, classify_classes, norm_act=nn.BatchNorm2d, bn_momentum=0.0003):
        super(Head, self).__init__()

        self.classify_classes = classify_classes
        self.aspp = ASPP(2048, 256, [6, 12, 18], norm_act=norm_act)

        self.reduce = nn.Sequential(
            nn.Conv2d(256, 48, 1, bias=False),
            norm_act(48, momentum=bn_momentum),
            nn.ReLU(),
        )
        self.last_conv = nn.Sequential(nn.Conv2d(304, 256, kernel_size=3, stride=1, padding=1, bias=False),
                                       norm_act(256, momentum=bn_momentum),
                                       nn.ReLU(),
                                       nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1, bias=False),
                                       norm_act(256, momentum=bn_momentum),
                                       nn.ReLU(),
                                       )

    def forward(self, f_list):
        f = f_list[-1]
        f = self.aspp(f)
        low_level_features = f_list[0]
        low_h, low_w = low_level_features.size(2), low_level_features.size(3)
        low_level_features = self.reduce(low_level_features)
        f = F.interpolate(f, size=(low_h, low_w),
                          mode='bilinear', align_corners=True)
        f = torch.cat((f, low_level_features), dim=1)
        return f




================================================
FILE: VocCode/Model/Deeplabv3_plus/resnet.py
================================================
import functools
import torch.nn as nn

from Utils.pyt_utils import load_model


__all__ = ['ResNet', 'resnet18', 'resnet34', 'resnet50', 'resnet101',
           'resnet152']


def conv3x3(in_planes, out_planes, stride=1):
    """3x3 convolution with padding"""
    return nn.Conv2d(in_planes, out_planes, kernel_size=3, stride=stride,
                     padding=1, bias=False)


class BasicBlock(nn.Module):
    expansion = 1

    def __init__(self, inplanes, planes, stride=1, norm_layer=None,
                 bn_eps=1e-5, bn_momentum=0.1, downsample=None, inplace=True):
        super(BasicBlock, self).__init__()
        self.conv1 = conv3x3(inplanes, planes, stride)
        self.bn1 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.relu = nn.ReLU(inplace=inplace)
        self.relu_inplace = nn.ReLU(inplace=True)
        self.conv2 = conv3x3(planes, planes)
        self.bn2 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.downsample = downsample
        self.stride = stride
        self.inplace = inplace

    def forward(self, x):
        residual = x
        out = self.conv1(x)
        out = self.bn1(out)
        out = self.relu(out)

        out = self.conv2(out)
        out = self.bn2(out)

        if self.downsample is not None:
            residual = self.downsample(x)

        if self.inplace:
            out += residual
        else:
            out = out + residual

        out = self.relu_inplace(out)

        return out


class Bottleneck(nn.Module):
    expansion = 4

    def __init__(self, inplanes, planes, stride=1,
                 norm_layer=None, bn_eps=1e-5, bn_momentum=0.1,
                 downsample=None, inplace=True):
        super(Bottleneck, self).__init__()
        self.conv1 = nn.Conv2d(inplanes, planes, kernel_size=1, bias=False)
        self.bn1 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, stride=stride,
                               padding=1, bias=False)
        self.bn2 = norm_layer(planes, eps=bn_eps, momentum=bn_momentum)
        self.conv3 = nn.Conv2d(planes, planes * self.expansion, kernel_size=1,
                               bias=False)
        self.bn3 = norm_layer(planes * self.expansion, eps=bn_eps,
                              momentum=bn_momentum)
        self.relu = nn.ReLU(inplace=inplace)
        self.relu_inplace = nn.ReLU(inplace=True)
        self.downsample = downsample
        self.stride = stride
        self.inplace = inplace

    def forward(self, x):
        residual = x

        out = self.conv1(x)
        out = self.bn1(out)
        out = self.relu(out)

        out = self.conv2(out)
        out = self.bn2(out)
        out = self.relu(out)

        out = self.conv3(out)
        out = self.bn3(out)

        if self.downsample is not None:
            residual = self.downsample(x)

        if self.inplace:
            out += residual
        else:
            out = out + residual
        out = self.relu_inplace(out)

        return out


class ResNet(nn.Module):
    def __init__(self, block, layers, norm_layer=nn.BatchNorm2d, bn_eps=1e-5,
                 bn_momentum=0.1, deep_stem=False, stem_width=32, inplace=True):
        self.inplanes = stem_width * 2 if deep_stem else 64
        super(ResNet, self).__init__()
        if deep_stem:
            self.conv1 = nn.Sequential(
                nn.Conv2d(3, stem_width, kernel_size=3, stride=2, padding=1,
                          bias=False),
                norm_layer(stem_width, eps=bn_eps, momentum=bn_momentum),
                nn.ReLU(inplace=inplace),
                nn.Conv2d(stem_width, stem_width, kernel_size=3, stride=1,
                          padding=1,
                          bias=False),
                norm_layer(stem_width, eps=bn_eps, momentum=bn_momentum),
                nn.ReLU(inplace=inplace),
                nn.Conv2d(stem_width, stem_width * 2, kernel_size=3, stride=1,
                          padding=1,
                          bias=False),
            )
        else:
            self.conv1 = nn.Conv2d(3, 64, kernel_size=7, stride=2, padding=3,
                                   bias=False)

        self.bn1 = norm_layer(stem_width * 2 if deep_stem else 64, eps=bn_eps,
                              momentum=bn_momentum)
        self.relu = nn.ReLU(inplace=inplace)
        self.maxpool = nn.MaxPool2d(kernel_size=3, stride=2, padding=1)
        self.layer1 = self._make_layer(block, norm_layer, 64, layers[0],
                                       inplace,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)
        self.layer2 = self._make_layer(block, norm_layer, 128, layers[1],
                                       inplace, stride=2,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)
        self.layer3 = self._make_layer(block, norm_layer, 256, layers[2],
                                       inplace, stride=2,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)
        self.layer4 = self._make_layer(block, norm_layer, 512, layers[3],
                                       inplace, stride=2,
                                       bn_eps=bn_eps, bn_momentum=bn_momentum)

    def _make_layer(self, block, norm_layer, planes, blocks, inplace=True,
                    stride=1, bn_eps=1e-5, bn_momentum=0.1):
        downsample = None
        if stride != 1 or self.inplanes != planes * block.expansion:
            downsample = nn.Sequential(
                nn.Conv2d(self.inplanes, planes * block.expansion,
                          kernel_size=1, stride=stride, bias=False),
                norm_layer(planes * block.expansion, eps=bn_eps,
                           momentum=bn_momentum),
            )

        layers = []
        layers.append(block(self.inplanes, planes, stride, norm_layer, bn_eps,
                            bn_momentum, downsample, inplace))
        self.inplanes = planes * block.expansion
        for i in range(1, blocks):
            layers.append(block(self.inplanes, planes,
                                norm_layer=norm_layer, bn_eps=bn_eps,
                                bn_momentum=bn_momentum, inplace=inplace))

        return nn.Sequential(*layers)

    def forward(self, x):
        x = self.conv1(x)
        x = self.bn1(x)
        x = self.relu(x)
        x = self.maxpool(x)

        blocks = []
        x = self.layer1(x);
        blocks.append(x)
        x = self.layer2(x);
        blocks.append(x)
        x = self.layer3(x);
        blocks.append(x)
        x = self.layer4(x);
        blocks.append(x)

        return blocks


def resnet18(pretrained_model=None, **kwargs):
    model = ResNet(BasicBlock, [2, 2, 2, 2], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet34(pretrained_model=None, **kwargs):
    model = ResNet(BasicBlock, [3, 4, 6, 3], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet50(pretrained_model=None, **kwargs):
    model = ResNet(Bottleneck, [3, 4, 6, 3], **kwargs)
    if pretrained_model is True:
        pretrained_model = 'VocCode/Model/Deeplabv3_plus/Backbones/pretrained/resnet50.pth'

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet101(pretrained_model=None, **kwargs):
    model = ResNet(Bottleneck, [3, 4, 23, 3], **kwargs)

    if pretrained_model is True:
        pretrained_model = 'VocCode/Model/Deeplabv3_plus/Backbones/pretrained/resnet101.pth'

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


def resnet152(pretrained_model=None, **kwargs):
    model = ResNet(Bottleneck, [3, 8, 36, 3], **kwargs)

    if pretrained_model is not None:
        model = load_model(model, pretrained_model)
    return model


================================================
FILE: VocCode/Utils/conv_2_5d.py
================================================
#!/usr/bin/env python
# -*- coding: utf-8 -*-
# @Time    : 2019-03-04 20:52
# @Author  : Jingbo Wang
# @E-mail    : wangjingbo1219@foxmail.com & wangjingbo@megvii.com
# @File    : conv_2.5d.py
# @Software: PyCharm
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.nn.parameter import Parameter



def _ntuple(n):
    def parse(x):
        if isinstance(x, list) or isinstance(x, tuple):
            return x
        return tuple([x]*n)
    return parse
_pair = _ntuple(2)


class Conv2_5D_disp(nn.Module):
    def __init__(self, in_channels, out_channels, kernel_size, stride=1, padding=0, dilation=1, bias=True,
                 pixel_size=16):
        super(Conv2_5D_disp, self).__init__()
        kernel_size = _pair(kernel_size)
        stride = _pair(stride)
        padding = _pair(padding)
        dilation = _pair(dilation)
        
        self.in_channels = in_channels
        self.out_channels = out_channels
        self.kernel_size = kernel_size
        self.kernel_size_prod = self.kernel_size[0] * self.kernel_size[1]
        self.stride = stride
        self.padding = padding
        self.dilation = dilation
        self.pixel_size = pixel_size
        assert self.kernel_size_prod % 2 == 1
        
        self.weight_0 = Parameter(torch.Tensor(out_channels, in_channels, *kernel_size))
        self.weight_1 = Parameter(torch.Tensor(out_channels, in_channels, *kernel_size))
        self.weight_2 = Parameter(torch.Tensor(out_channels, in_channels, *kernel_size))
        if bias:
            self.bias = Parameter(torch.Tensor(out_channels))
        else:
            self.register_parameter('bias', None)
    
    def forward(self, x, disp, camera_params):
        N, C, H, W = x.size(0), x.size(1), x.size(2), x.size(3)
        out_H = (H + 2 * self.padding[0] - self.dilation[0] * (self.kernel_size[0] - 1) - 1) // self.stride[0] + 1
        out_W = (W + 2 * self.padding[1] - self.dilation[1] * (self.kernel_size[1] - 1) - 1) // self.stride[1] + 1
        intrinsic, extrinsic = camera_params['intrinsic'], camera_params['extrinsic']
        
        x_col = F.unfold(x, self.kernel_size, dilation=self.dilation, padding=self.padding,
                         stride=self.stride)  # (N, C*kh*kw, out_H*out_W)
        x_col = x_col.view(N, C, self.kernel_size_prod, out_H * out_W)
        
        disp_col = F.unfold(disp, self.kernel_size, dilation=self.dilation, padding=self.padding,
                            stride=self.stride)  # (N, kh*kw, out_H*out_W)
        valid_mask = 1 - disp_col.eq(0.).to(torch.float32)
        valid_mask *= valid_mask[:, self.kernel_size_prod // 2, :].view(N, 1, out_H * out_W)
        disp_col *= valid_mask
        depth_col = (extrinsic['baseline'] * intrinsic['fx']).view(N, 1, 1).cuda() / torch.clamp(disp_col, 0.01, 256)
        valid_mask = valid_mask.view(N, 1, self.kernel_size_prod, out_H * out_W)
        
        center_depth = depth_col[:, self.kernel_size_prod // 2, :].view(N, 1, out_H * out_W)
        grid_range = self.pixel_size * self.dilation[0] * center_depth / intrinsic['fx'].view(N, 1, 1).cuda()
        
        mask_0 = torch.abs(depth_col - (center_depth + grid_range)).le(grid_range / 2).view(N, 1, self.kernel_size_prod,
                                                                                            out_H * out_W).to(
            torch.float32)
        mask_1 = torch.abs(depth_col - (center_depth)).le(grid_range / 2).view(N, 1, self.kernel_size_prod,
                                                                               out_H * out_W).to(torch.float32)
        mask_1 = (mask_1 + 1 - valid_mask).clamp(min=0., max=1.)
        mask_2 = torch.abs(depth_col - (center_depth - grid_range)).le(grid_range / 2).view(N, 1, self.kernel_size_prod,
                                                                                            out_H * out_W).to(
            torch.float32)
        
        output = torch.matmul(self.weight_0.view(-1, C * self.kernel_size_prod),
                              (x_col * mask_0).view(N, C * self.kernel_size_prod, out_H * out_W))
        output += torch.matmul(self.weight_1.view(-1, C * self.kernel_size_prod),
                               (x_col * mask_1).view(N, C * self.kernel_size_prod, out_H * out_W))
        output += torch.matmul(self.weight_2.view(-1, C * self.kernel_size_prod),
                               (x_col * mask_2).view(N, C * self.kernel_size_prod, out_H * out_W))
        output = output.view(N, -1, out_H, out_W)
        if self.bias:
            output += self.bias.view(1, -1, 1, 1)
        return output
    
    def extra_repr(self):
        s = ('{in_channels}, {out_channels}, kernel_size={kernel_size}'
             ', stride={stride}')
        if self.padding != (0,) * len(self.padding):
            s += ', padding={padding}'
        if self.dilation != (1,) * len(self.dilation):
            s += ', dilation={dilation}'
        if self.bias is None:
            s += ', bias=False'
        return s.format(**self.__dict__)


class Conv2_5D_depth(nn.Module):
    def __init__(self, in_channels, out_channels, kernel_size, stride=1, padding=0, dilation=1, bias=False,
                 pixel_size=1, is_graph=False):
        super(Conv2_5D_depth, self).__init__()
        kernel_size = _pair(kernel_size)
        stride = _pair(stride)
        padding = _pair(padding)
        dilation = _pair(dilation)

        self.in_channels = in_channels
        self.out_channels = out_channels
        self.kernel_size = kernel_size
        self.kernel_size_prod = self.kernel_size[0] * self.kernel_size[1]
        self.stride = stride
        self.padding = padding
        self.dilation = dilation
        self.pixel_size = pixel_size
        assert self.kernel_size_prod % 2 == 1
        self.is_graph = is_graph
        if self.is_graph:
            self.weight_0 = Parameter(torch.Tensor(out_channels, 1, *kernel_size))
            self.weight_1 = Parameter(torch.Tensor(out_channels, 1, *kernel_size))
            self.weight_2 = Parameter(torch.Tensor(out_channels, 1, *kernel_size))
        else:
            self.weight_0 = Parameter(torch.Tensor(out_channels, in_channels, *kernel_size))
            self.weight_1 = Parameter(torch.Tensor(out_channels, in_channels, *kernel_size))
            self.weight_2 = Parameter(torch.Tensor(out_channels, in_channels, *kernel_size))
        if bias:
            self.bias = Parameter(torch.Tensor(out_channels))
        else:
            self.register_parameter('bias', None)

    def forward(self, x, depth, camera_params):
        # if self.is_graph:
        #     weight_0 = self.weight_0.expand(self.out_channels, self.in_channels, *self.kernel_size).contiguous()
        #     weight_1 = self.weight_1.expand(self.out_channels, self.in_channels, *self.kernel_size).contiguous()
        #     weight_2 = self.weight_2.expand(self.out_channels, self.in_channels, *self.kernel_size).contiguous()
        # else:
        #     weight_0 = self.weight_0
        #     weight_1 = self.weight_1
        #     weight_2 = self.weight_2
        N, C, H, W = x.size(0), x.size(1), x.size(2), x.size(3)
        out_H = (H + 2 * self.padding[0] - self.dilation[0] * (self.kernel_size[0] - 1) - 1) // self.stride[0] + 1
        out_W = (W + 2 * self.padding[1] - self.dilation[1] * (self.kernel_size[1] - 1) - 1) // self.stride[1] + 1
        intrinsic = camera_params['intrinsic']
        x_col = F.unfold(x, self.kernel_size, dilation=self.dilation, padding=self.padding,
                         stride=self.stride)  # N*(C*kh*kw)*(out_H*out_W)
        x_col = x_col.view(N, C, self.kernel_size_prod, out_H * out_W)
        depth_col = F.unfold(depth, self.kernel_size, dilation=self.dilation, padding=self.padding,
                             stride=self.stride)  # N*(kh*kw)*(out_H*out_W)
        center_depth = depth_col[:, self.kernel_size_prod // 2, :]
        #print(depth_col.size())
        center_depth  = center_depth.view(N, 1, out_H * out_W)
        # grid_range = self.pixel_size * center_depth / (intrinsic['fx'].view(N,1,1) * camera_params['scale'].view(N,1,1))
        grid_range = self.pixel_size * center_depth / intrinsic['fx'].cuda().view(N, 1, 1)

        mask_0 = torch.abs(depth_col - (center_depth + grid_range)).le(grid_range / 2).view(N, 1, self.kernel_size_prod,
                                                                                            out_H * out_W).to(
            torch.float32)
        mask_1 = torch.abs(depth_col - (center_depth)).le(grid_range / 2).view(N, 1, self.kernel_size_prod,
                                                                               out_H * out_W).to(torch.float32)
        mask_2 = torch.abs(depth_col - (center_depth - grid_range)).le(grid_range / 2).view(N, 1, self.kernel_size_prod,
                                                                                            out_H * out_W).to(
            torch.float32)
        output = torch.matmul(self.weight_0.view(-1, C * self.kernel_size_prod),
                              (x_col * mask_0).view(N, C * self.kernel_size_prod, out_H * out_W))
        output += torch.matmul(self.weight_1.view(-1, C * self.kernel_size_prod),
                               (x_col * mask_1).view(N, C * self.kernel_size_prod, out_H * out_W))
        output += torch.matmul(self.weight_2.view(-1, C * self.kernel_size_prod),
                               (x_col * mask_2).view(N, C * self.kernel_size_prod, out_H * out_W))
        output = output.view(N, -1, out_H, out_W)
        if self.bias:
            output += self.bias.view(1, -1, 1, 1)
        return output



    def extra_repr(self):
        s = ('{in_channels}, {out_channels}, kernel_size={kernel_size}'
             ', stride={stride}')
        if self.padding != (0,) * len(self.padding):
            s += ', padding={padding}'
        if self.dilation != (1,) * len(self.dilation):
            s += ', dilation={dilation}'
        if self.bias is None:
            s += ', bias=False'
        return s.format(**self.__dict__)


================================================
FILE: VocCode/Utils/helpers.py
================================================
import os
import PIL
import numpy as np
import torch.nn as nn
from Utils.conv_2_5d import Conv2_5D_depth, Conv2_5D_disp


def __init_weight(feature, conv_init, norm_layer, bn_eps, bn_momentum,
                  **kwargs):
    for name, m in feature.named_modules():
        if isinstance(m, (nn.Conv1d, nn.Conv2d, nn.Conv3d)):
            conv_init(m.weight, **kwargs)
        elif isinstance(m, Conv2_5D_depth):
            conv_init(m.weight_0, **kwargs)
            conv_init(m.weight_1, **kwargs)
            conv_init(m.weight_2, **kwargs)
        elif isinstance(m, Conv2_5D_disp):
            conv_init(m.weight_0, **kwargs)
            conv_init(m.weight_1, **kwargs)
            conv_init(m.weight_2, **kwargs)
        elif isinstance(m, norm_layer):
            m.eps = bn_eps
            m.momentum = bn_momentum
            nn.init.constant_(m.weight, 1)
            nn.init.constant_(m.bias, 0)


def init_weight(module_list, conv_init, norm_layer, bn_eps, bn_momentum,
                **kwargs):
    if isinstance(module_list, list):
        for feature in module_list:
            __init_weight(feature, conv_init, norm_layer, bn_eps, bn_momentum,
                          **kwargs)
    else:
        __init_weight(module_list, conv_init, norm_layer, bn_eps, bn_momentum,
                      **kwargs)

def group_weight(weight_group, module, norm_layer, lr):
    group_decay = []
    group_no_decay = []
    for m in module.modules():
        if isinstance(m, nn.Linear):
            group_decay.append(m.weight)
            if m.bias is not None:
                group_no_decay.append(m.bias)
        elif isinstance(m, (nn.Conv1d, nn.Conv2d, nn.Conv3d, nn.ConvTranspose2d, nn.ConvTranspose3d)):
            group_decay.append(m.weight)
            if m.bias is not None:
                group_no_decay.append(m.bias)
        elif isinstance(m, Conv2_5D_depth):
            group_decay.append(m.weight_0)
            group_decay.append(m.weight_1)
            group_decay.append(m.weight_2)
            if m.bias is not None:
                group_no_decay.append(m.bias)
        elif isinstance(m, Conv2_5D_disp):
            group_decay.append(m.weight_0)
            group_decay.append(m.weight_1)
            group_decay.append(m.weight_2)
            if m.bias is not None:
                group_no_decay.append(m.bias)
        elif isinstance(m, norm_layer) or isinstance(m, nn.BatchNorm1d) or isinstance(m, nn.BatchNorm2d) \
                or isinstance(m, nn.BatchNorm3d) or isinstance(m, nn.GroupNorm):
            if m.weight is not None:
                group_no_decay.append(m.weight)
            if m.bias is not None:
                group_no_decay.append(m.bias)
        elif isinstance(m, nn.Parameter):
            group_decay.append(m)
        elif isinstance(m, nn.Embedding):
            group_decay.append(m)

    assert len(list(module.parameters())) == len(group_decay) + len(
        group_no_decay)
    weight_group.append(dict(params=group_decay, lr=lr))
    weight_group.append(dict(params=group_no_decay, weight_decay=.0, lr=lr))
    return weight_group

def get_voc_pallete(num_classes):
    n = num_classes
    pallete = [0] * (n * 3)
    for j in range(0, n):
        lab = j
        pallete[j * 3 + 0] = 0
        pallete[j * 3 + 1] = 0
        pallete[j * 3 + 2] = 0
        i = 0
        while (lab > 0):
            pallete[j * 3 + 0] |= (((lab >> 0) & 1) << (7 - i))
            pallete[j * 3 + 1] |= (((lab >> 1) & 1) << (7 - i))
            pallete[j * 3 + 2] |= (((lab >> 2) & 1) << (7 - i))
            i = i + 1
            lab >>= 3
    return pallete


class DeNormalize(object):
    def __init__(self, mean, std):
        self.mean = mean
        self.std = std

    def __call__(self, tensor):
        for t, m, s in zip(tensor, self.mean, self.std):
            t.mul_(s).add_(m)
        return tensor


def dir_exists(path):
    if not os.path.exists(path):
        os.makedirs(path)


def initialize_weights(*models):
    for model in models:
        for m in model.modules():
            if isinstance(m, nn.Conv2d):
                nn.init.kaiming_normal_(m.weight, mode='fan_out', nonlinearity='relu')
                if m.bias is not None:
                    nn.init.constant_(m.bias, 0)
            elif isinstance(m, nn.BatchNorm2d):
                nn.init.constant_(m.weight, 1)
                nn.init.constant_(m.bias, 0)
            elif isinstance(m, nn.Linear):
                nn.init.normal_(m.weight, 0, 0.01)
                nn.init.constant_(m.bias, 0)


def colorize_mask(mask, palette):
    zero_pad = 256 * 3 - len(palette)
    for i in range(zero_pad):
        palette.append(0)
    palette[-3:] = [255, 255, 255]
    new_mask = PIL.Image.fromarray(mask.astype(np.uint8)).convert('P')
    new_mask.putpalette(palette)
    return new_mask


def set_trainable_attr(m, b):
    m.trainable = b
    for p in m.parameters(): p.requires_grad = b


def apply_leaf(m, f):
    c = m if isinstance(m, (list, tuple)) else list(m.children())
    if isinstance(m, nn.Module):
        f(m)
    if len(c) > 0:
        for l in c:
            apply_leaf(l, f)


def set_trainable(l, b):
    apply_leaf(l, lambda m: set_trainable_attr(m, b))


================================================
FILE: VocCode/Utils/logger.py
================================================
import json
import logging


# logging.basicConfig(level=logging.INFO, format='')
# logging.addLevelName(logging.CRITICAL, "\033[1;41m%s\033[1;0m" % logging.getLevelName(logging.CRITICAL))


class Logger:
    """
    Training process logger

    Note:
        Used by BaseTrainer to save training history.
    """

    def __init__(self):
        self.entries = {}

    def add_entry(self, entry):
        self.entries[len(self.entries) + 1] = entry

    def __str__(self):
        return json.dumps(self.entries, sort_keys=True, indent=4)


BLACK, RED, GREEN, YELLOW, BLUE, MAGENTA, CYAN, WHITE = range(8)

# The background is set with 40 plus the number of the color, and the foreground with 30
# These are the sequences need to get colored ouput
RESET_SEQ = "\033[0m"
COLOR_SEQ = "\033[1;%dm"
BOLD_SEQ = "\033[1m"


def formatter_message(message, use_color=True):
    if use_color:
        message = message.replace("$RESET", RESET_SEQ).replace("$BOLD", BOLD_SEQ)
    else:
        message = message.replace("$RESET", "").replace("$BOLD", "")
    return message


COLORS = {
    'WARNING': BLUE,
    'INFO': WHITE,
    'DEBUG': GREEN,
    'CRITICAL': YELLOW,
    'ERROR': RED
}


class ColoredFormatter(logging.Formatter):
    def __init__(self, msg, use_color=True):
        logging.Formatter.__init__(self, msg)
        self.use_color = use_color

    def format(self, record):
        levelname = record.levelname
        if self.use_color and levelname in COLORS:
            levelname_color = COLOR_SEQ % (30 + COLORS[levelname]) + levelname + RESET_SEQ
            record.levelname = levelname_color
        return logging.Formatter.format(self, record)


# FORMAT = "[$BOLD%(name)-20s$RESET][%(levelname)-18s]  %(message)s ($BOLD%(filename)s$RESET:%(lineno)d)"

class ColoredLogger(logging.Logger):
    FORMAT = "[$BOLD%(name)s$RESET][%(levelname)s] %(message)-s "
    COLOR_FORMAT = formatter_message(FORMAT, True)

    def __init__(self, name):
        logging.Logger.__init__(self, name, logging.INFO)
        color_formatter = ColoredFormatter(self.COLOR_FORMAT)
        console = logging.StreamHandler()
        console.setFormatter(color_formatter)
        self.addHandler(console)
        return


logging.setLoggerClass(ColoredLogger)



================================================
FILE: VocCode/Utils/losses.py
================================================
import torch
from Utils import ramps
import torch.nn.functional as F


class ConsistencyWeight(object):
    """
    ramp_types = ['sigmoid_rampup', 'linear_rampup', 'cosine_rampup', 'log_rampup', 'exp_rampup']
    """

    def __init__(self, final_w, iters_per_epoch, rampup_starts=0, rampup_ends=7, ramp_type='sigmoid_rampup'):
        self.final_w = final_w
        self.iters_per_epoch = iters_per_epoch
        self.rampup_starts = rampup_starts * iters_per_epoch
        self.rampup_ends = rampup_ends * iters_per_epoch
        self.rampup_length = (self.rampup_ends - self.rampup_starts)
        self.rampup_func = getattr(ramps, ramp_type)
        self.current_rampup = 0

    def __call__(self, epoch, curr_iter):
        cur_total_iter = self.iters_per_epoch * epoch + curr_iter
        if cur_total_iter < self.rampup_starts:
            return 0
        self.current_rampup = self.rampup_func(cur_total_iter - self.rampup_starts, self.rampup_length)
        return self.final_w * self.current_rampup


def CE_loss(input_logits, target_targets, ignore_index, temperature=1):
    if len(target_targets.shape) > 3:
        target_targets = torch.argmax(target_targets, dim=1)
    return F.cross_entropy(input_logits / temperature, target_targets, ignore_index=ignore_index)
    # return -torch.mean(torch.sum(F.log_softmax(outputs_x, dim=1) * targets_x, dim=1))


def semi_ce_loss(inputs, targets,
                 conf_mask=True, threshold=None,
                 threshold_neg=.0, temperature_value=1):
    # target => logit, input => logit
    pass_rate = {}
    if conf_mask:
        # for negative
        targets_prob = F.softmax(targets/temperature_value, dim=1)
        
        # for positive
        targets_real_prob = F.softmax(targets, dim=1)
        
        weight = targets_real_prob.max(1)[0]
        total_number = len(targets_prob.flatten(0))
        boundary = ["< 0.1", "0.1~0.2", "0.2~0.3",
                    "0.3~0.4", "0.4~0.5", "0.5~0.6",
                    "0.6~0.7", "0.7~0.8", "0.8~0.9",
                    "> 0.9"]

        rate = [torch.sum((torch.logical_and((i - 1) / 10 < targets_real_prob, targets_real_prob < i / 10)) == True)
                / total_number for i in range(1, 11)]

        max_rate = [torch.sum((torch.logical_and((i - 1) / 10 < weight, weight < i / 10)) == True)
                    / weight.numel() for i in range(1, 11)]

        pass_rate["entire_prob_boundary"] = [[label, val] for (label, val) in zip(boundary, rate)]
        pass_rate["max_prob_boundary"] = [[label, val] for (label, val) in zip(boundary, max_rate)]

        mask = (weight >= threshold)

        mask_neg = (targets_prob < threshold_neg)

        neg_label = torch.nn.functional.one_hot(torch.argmax(targets_prob, dim=1)).type(targets.dtype)
        if neg_label.shape[-1] != 21:
            neg_label = torch.cat((neg_label, torch.zeros([neg_label.shape[0], neg_label.shape[1],
                                                           neg_label.shape[2], 21 - neg_label.shape[-1]]).cuda()),
                                  dim=3)
        neg_label = neg_label.permute(0, 3, 1, 2)
        neg_label = 1 - neg_label
          
        if not torch.any(mask):
            neg_prediction_prob = torch.clamp(1-F.softmax(inputs, dim=1), min=1e-7, max=1.)
            negative_loss_mat = -(neg_label * torch.log(neg_prediction_prob))
            zero = torch.tensor(0., dtype=torch.float, device=negative_loss_mat.device)
            return zero, pass_rate, negative_loss_mat[mask_neg].mean()
        else:
            positive_loss_mat = F.cross_entropy(inputs, torch.argmax(targets, dim=1), reduction="none")
            positive_loss_mat = positive_loss_mat * weight

            neg_prediction_prob = torch.clamp(1-F.softmax(inputs, dim=1), min=1e-7, max=1.)
            negative_loss_mat = -(neg_label * torch.log(neg_prediction_prob))

            return positive_loss_mat[mask].mean(), pass_rate, negative_loss_mat[mask_neg].mean()
    else:
        raise NotImplementedError



================================================
FILE: VocCode/Utils/lr_scheduler.py
================================================
import math
from torch.optim.lr_scheduler import _LRScheduler


class Step(_LRScheduler):
    def __init__(self, optimizer, num_epochs, steps=2, gamma=0.1, last_epoch=-1, **_):
        self.step_size = num_epochs // steps
        self.num_epochs = num_epochs
        self.gamma = gamma
        super(Step, self).__init__(optimizer, last_epoch)

    def get_lr(self):
        if self.step_size != 0:
            return [base_lr * self.gamma ** (self.last_epoch // self.step_size)
                    for base_lr in self.base_lrs]
        return self.base_lrs


class Poly(_LRScheduler):
    def __init__(self, optimizer, num_epochs, iters_per_epoch, warmup_epochs=0, last_epoch=-1):
        self.iters_per_epoch = iters_per_epoch
        self.cur_iter = 0
        self.N = num_epochs * iters_per_epoch
        self.warmup_iters = warmup_epochs * iters_per_epoch
        super(Poly, self).__init__(optimizer, last_epoch)

    def get_lr(self):
        T = self.last_epoch * self.iters_per_epoch + self.cur_iter
        factor = pow((1 - 1.0 * T / self.N), 0.9)
        if self.warmup_iters > 0 and T < self.warmup_iters:
            factor = 1.0 * T / self.warmup_iters

        self.cur_iter %= self.iters_per_epoch
        self.cur_iter += 1
        assert factor >= 0, 'error in lr_scheduler'
        return [base_lr * factor for base_lr in self.base_lrs]


class OneCycle(_LRScheduler):
    def __init__(self, optimizer, num_epochs, iters_per_epoch=0, last_epoch=-1,
                 momentums=(0.85, 0.95), div_factor=25, phase1=0.3):
        self.iters_per_epoch = iters_per_epoch
        self.cur_iter = 0
        self.N = num_epochs * iters_per_epoch
        self.phase1_iters = int(self.N * phase1)
        self.phase2_iters = (self.N - self.phase1_iters)
        self.momentums = momentums
        self.mom_diff = momentums[1] - momentums[0]

        self.low_lrs = [opt_grp['lr'] / div_factor for opt_grp in optimizer.param_groups]
        self.final_lrs = [opt_grp['lr'] / (div_factor * 1e4) for opt_grp in optimizer.param_groups]
        super(OneCycle, self).__init__(optimizer, last_epoch)

    def get_lr(self):
        T = self.last_epoch * self.iters_per_epoch + self.cur_iter
        self.cur_iter %= self.iters_per_epoch
        self.cur_iter += 1

        # Going from base_lr / 25 -> base_lr
        if T <= self.phase1_iters:
            cos_anneling = (1 + math.cos(math.pi * T / self.phase1_iters)) / 2
            for i in range(len(self.optimizer.param_groups)):
                self.optimizer.param_groups[i]['momentum'] = self.momentums[0] + self.mom_diff * cos_anneling

            return [base_lr - (base_lr - low_lr) * cos_anneling
                    for base_lr, low_lr in zip(self.base_lrs, self.low_lrs)]

        # Going from base_lr -> base_lr / (25e4)
        T -= self.phase1_iters
        cos_anneling = (1 + math.cos(math.pi * T / self.phase2_iters)) / 2
        for i in range(len(self.optimizer.param_groups)):
            self.optimizer.param_groups[i]['momentum'] = self.momentums[1] - self.mom_diff * cos_anneling
        return [final_lr + (base_lr - final_lr) * cos_anneling
                for base_lr, final_lr in zip(self.base_lrs, self.final_lrs)]


================================================
FILE: VocCode/Utils/metrics.py
================================================
import numpy as np
import torch
import torch.nn.functional as F
import torch.nn as nn


class AverageMeter(object):
    """Computes and stores the average and current value"""

    def __init__(self):
        self.initialized = False
        self.val = 0
        self.avg = 0
        self.sum = 0
        self.count = 0

    def initialize(self, val, weight):
        self.val = val
        self.avg = val
        self.sum = np.multiply(val, weight)
        self.count = weight
        self.initialized = True

    def update(self, val, weight=1):
        if not self.initialized:
            self.initialize(val, weight)
        else:
            self.add(val, weight)

    def add(self, val, weight):
        self.val = val
        self.sum = np.add(self.sum, np.multiply(val, weight))
        self.count = self.count + weight
        self.avg = self.sum / self.count

    @property
    def value(self):
        return self.val

    @property
    def average(self):
        return np.round(self.avg, 5)


def batch_pix_accuracy(output, target):
    _, predict = torch.max(output, 1)

    predict = predict.int() + 1
    target = target.int() + 1

    pixel_labeled = (target > 0).sum()
    pixel_correct = ((predict == target) * (target > 0)).sum()
    assert pixel_correct <= pixel_labeled, "Correct area should be smaller than Labeled"
    return pixel_correct.cpu().numpy(), pixel_labeled.cpu().numpy()


def batch_intersection_union(output, target, num_class):
    _, predict = torch.max(output, 1)
    predict = predict + 1
    target = target + 1

    predict = predict * (target > 0).long()
    intersection = predict * (predict == target).long()

    area_inter = torch.histc(intersection.float(), bins=num_class, max=num_class, min=1)
    area_pred = torch.histc(predict.float(), bins=num_class, max=num_class, min=1)
    area_lab = torch.histc(target.float(), bins=num_class, max=num_class, min=1)
    area_union = area_pred + area_lab - area_inter
    assert (area_inter <= area_union).all(), "Intersection area should be smaller than Union area"
    return area_inter.cpu().numpy(), area_union.cpu().numpy()


def eval_metrics(output, target, num_classes, ignore_index):
    target = target.clone()
    if ignore_index is not None:
        target[target == ignore_index] = -1
    correct, labeled = batch_pix_accuracy(output.data, target)
    inter, union = batch_intersection_union(output.data, target, num_classes)
    return [np.round(correct, 5), np.round(labeled, 5), np.round(inter, 5), np.round(union, 5)]


# ref https://github.com/CSAILVision/sceneparsing/blob/master/evaluationCode/utils_eval.py
def pixel_accuracy(output, target):
    output = np.asarray(output)
    target = np.asarray(target)
    pixel_labeled = np.sum(target > 0)
    pixel_correct = np.sum((output == target) * (target > 0))
    return pixel_correct, pixel_labeled


def inter_over_union(output, target, num_class):
    output = np.asarray(output) + 1
    target = np.asarray(target) + 1
    output = output * (target > 0)

    intersection = output * (output == target)
    area_inter, _ = np.histogram(intersection, bins=num_class, range=(1, num_class))
    area_pred, _ = np.histogram(output, bins=num_class, range=(1, num_class))
    area_lab, _ = np.histogram(target, bins=num_class, range=(1, num_class))
    area_union = area_pred + area_lab - area_inter
    return area_inter, area_union


================================================
FILE: VocCode/Utils/pyt_utils.py
================================================
# encoding: utf-8
import time
import torch
import random
import torchvision
from collections import OrderedDict

# from engine.logger import get_logger

# logger = logging.getLogger()

model_urls = {
    'resnet18': 'https://download.pytorch.org/models/resnet18-5c106cde.pth',
    'resnet34': 'https://download.pytorch.org/models/resnet34-333f7ec4.pth',
    'resnet50': 'https://download.pytorch.org/models/resnet50-19c8e357.pth',
    'resnet101': 'https://download.pytorch.org/models/resnet101-5d3b4d8f.pth',
    'resnet152': 'https://download.pytorch.org/models/resnet152-b121ed2d.pth',
}


def load_model(model, model_file, is_restore=False):
    t_start = time.time()

    if model_file is None:
        return model

    if isinstance(model_file, str):
        state_dict = torch.load(model_file)
        if 'model' in state_dict.keys():
            state_dict = state_dict['model']
    else:
        state_dict = model_file
    t_ioend = time.time()

    if is_restore:
        new_state_dict = OrderedDict()
        for k, v in state_dict.items():
            name = 'module.' + k
            new_state_dict[name] = v
        state_dict = new_state_dict

    model.load_state_dict(state_dict, strict=False)
    ckpt_keys = set(state_dict.keys())
    own_keys = set(model.state_dict().keys())
    del state_dict
    t_end = time.time()
    print(
        "Load model, Time usage:\n\tIO: {}, initialize parameters: {}".format(
            t_ioend - t_start, t_end - t_ioend))

    return model


class SquarePad:
    def __call__(self, image, output_size):

        if len(image.shape) == 4:
            w, h = image.shape[3], image.shape[2]
        else:
            w, h = image.shape[2], image.shape[1]

        o_w, o_h = output_size[0], output_size[1]
        hp = int((o_w - w) / 2)
        vp = int((o_h - h) / 2)
        padding = (hp, vp, hp, vp)
        return torchvision.transforms.functional.pad(image, padding,
                                                     fill=0, padding_mode='constant')


class PostAug(torch.nn.Module):
    def __init__(self, width_size, height_size):
        super(PostAug, self).__init__()
        self.width_size = width_size
        self.height_size = height_size
        self.zoom_in_area = [0.1, 0.3]
        self.zoom_out_area = [0.3, 0.5]
        self.image_resize = torchvision.transforms.Resize(size=(self.width_size, self.height_size),
                                                          interpolation=torchvision.transforms.InterpolationMode.BILINEAR)

        self.mask_resize = torchvision.transforms.Resize(size=(self.width_size, self.height_size),
                                                         interpolation=torchvision.transforms.InterpolationMode.NEAREST)
        self.square_pad = SquarePad()

    def zoom_in_operation(self, x, y, y_hat):
        i, j, h, w = torchvision.transforms.RandomResizedCrop.get_params(x, scale=self.zoom_in_area,
                                                                         ratio=[0.995, 1.333])
        x = torchvision.transforms.functional.crop(x, i, j, h, w)
        y = torchvision.transforms.functional.crop(y, i, j, h, w)

        y_hat = torchvision.transforms.functional.crop(y_hat, i, j, h, w) if y_hat is not None else None
        return self.image_resize(x), self.mask_resize(y), self.mask_resize(y_hat) if y_hat is not None else None

    def zoom_out_operation(self, x, y, y_hat):
        current_scale = random.uniform(self.zoom_out_area[0], self.zoom_out_area[1])
        x = torchvision.transforms.functional.resize(x, [int(self.height_size*current_scale),
                                                         int(self.width_size*current_scale)])
        x = self.square_pad(image=x, output_size=[self.width_size, self.height_size])

        y = torchvision.transforms.functional.resize(y, [int(self.height_size*current_scale),
                                                         int(self.width_size*current_scale)])
        y = self.square_pad(image=y, output_size=[self.width_size, self.height_size])

        if y_hat is not None:
            y_hat = torchvision.transforms.functional.resize(y_hat, [int(self.height_size*current_scale),
                                                                     int(self.width_size*current_scale)])

            y_hat = self.square_pad(image=y_hat, output_size=[self.width_size, self.height_size])

        return self.image_resize(x), self.mask_resize(y), self.mask_resize(y_hat) if y_hat is not None else None

    def forward(self, x, y, y_hat):
        dice_throw = random.uniform(.0, 1.)
        if dice_throw < .4:
            return self.zoom_in_operation(x, y, y_hat)
        elif .4 <= dice_throw < .6:
            return self.zoom_out_operation(x, y, y_hat)
        else:
            return x, y, y_hat



================================================
FILE: VocCode/Utils/ramps.py
================================================
import numpy as np


def gaussian_rampup(start, current, rampup_length):
    assert rampup_length >= 0
    if current ==0:
        return .0
    if current < start:
        return .0
    if current >= rampup_length:
        return 1.0
    return np.exp(-5 * (1 - current / rampup_length) ** 2)

def sigmoid_rampup(current, rampup_length):
    if rampup_length == 0:
        return 1.0
    current = np.clip(current, 0.0, rampup_length)
    phase = 1.0 - current / rampup_length

    return float(np.exp(-5.0 * phase * phase))


def linear_rampup(current, rampup_length):
    assert current >= 0 and rampup_length >= 0
    if current >= rampup_length:
        return 1.0
    return current / rampup_length


def cosine_rampup(current, rampup_length):
    if rampup_length == 0:
        return 1.0
    current = np.clip(current, 0.0, rampup_length)
    return 1 - float(.5 * (np.cos(np.pi * current / rampup_length) + 1))


def log_rampup(current, rampup_length):
    if rampup_length == 0:
        return 1.0
    current = np.clip(current, 0.0, rampup_length)
    return float(1 - np.exp(-5.0 * current / rampup_length))


def exp_rampup(current, rampup_length):
    if rampup_length == 0:
        return 1.0
    current = np.clip(current, 0.0, rampup_length)
    return float(np.exp(5.0 * (current / rampup_length - 1)))


================================================
FILE: VocCode/Utils/tensor_board.py
================================================
import os
import PIL
import wandb
import numpy
import torch
import torchvision
import seaborn as sns
import matplotlib.pyplot as plt
from Utils.helpers import DeNormalize


class Tensorboard:
    def __init__(self, config, online=False, root_dir="./"):
        # os.environ['WANDB_API_KEY'] = "your key"
        os.system("wandb login")
        os.system("wandb {}".format("online" if online else "offline"))
        self.tensor_board = wandb.init(project=config['name'], name=config['experim_name'],
                                       config=config)

        self.restore_transform = torchvision.transforms.Compose([
            DeNormalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),
            torchvision.transforms.ToPILImage()])

        self.palette = self.get_voc_pallete(21)
        self.current_step = 0
        self.root_dir = os.path.join(config['trainer']['save_dir'],
                                     config['experim_name'])

    def step_forward(self, global_step):
        self.current_step = global_step

    def upload_single_info(self, info):
        key, value = info.popitem()
        self.tensor_board.log({key: value,
                               "global_step": self.current_step})
        return

    def upload_wandb_info(self, info_dict):
        for i, info in enumerate(info_dict):
            self.tensor_board.log({info: info_dict[info],
                                   "global_step": self.current_step})
        return

    def update_wandb_voc_bar(self, info_dict, columns, title):
        voc_class_name = ['background', 'aeroplane', 'bicycle', 'bird', 'boat', 'bottle', 'bus', 'car',
                          'cat', 'chair', 'cow', 'dining_table', 'dog', 'horse', 'motorbike', 'person',
                          'potted_plant', 'sheep', 'sofa', 'train', 'tv_monitor']
        collect = []
        voc_class_name = voc_class_name[(len(voc_class_name)-len(info_dict)):]
        for i in range(0, len(voc_class_name)):
            collect.append([voc_class_name[i], info_dict[i]])
        table = wandb.Table(data=collect, columns=columns)
        wandb.log({columns[1]: wandb.plot.bar(table, columns[0], columns[1],
                                              title=title)})

    def update_wandb_image(self, images,
                           teacher_prediction,
                           ground_truth,
                           img_number=4):

        predict_mask_soft = torch.softmax(teacher_prediction, dim=1)
        predict_mask_hard = torch.argmax(predict_mask_soft, dim=1)
        predict_mask_soft = predict_mask_soft.max(1)[0]
        predict_mask_soft = predict_mask_soft.cpu()

        predict_mask_hard[predict_mask_hard == 21] = 255
        predict_mask_hard = self.de_normalize(predict_mask_hard)

        clean_pad = torch.zeros(predict_mask_soft.shape)
        boundary = predict_mask_soft < 0.6
        clean_pad[boundary] = 255
        ratio = numpy.asarray([torch.sum(clean_pad[i] == 255) / torch.numel(clean_pad[i]) < 0.05
                               for i in range(0, clean_pad.shape[0])])
        clean_pad[~ratio] = 255
        clean_pad = torch.repeat_interleave(clean_pad.unsqueeze(1), 3, dim=1)

        predict_mask_soft = predict_mask_soft.numpy()
        confident_heat_map_path = os.path.join(self.root_dir, 'confident_heat_map')
        teacher_prediction_path = os.path.join(self.root_dir, 'teacher_prediction')
        if not os.path.exists(confident_heat_map_path):
            os.mkdir(path=confident_heat_map_path)

        if not os.path.exists(teacher_prediction_path):
            os.mkdir(path=teacher_prediction_path)

        if not os.path.exists(os.path.join(confident_heat_map_path, 'step_{}'.format(str(self.current_step)))):
            os.mkdir(path=os.path.join(confident_heat_map_path, 'step_{}'.format(str(self.current_step))))

        if not os.path.exists(os.path.join(teacher_prediction_path, 'step_{}'.format(str(self.current_step)))):
            os.mkdir(path=os.path.join(teacher_prediction_path, 'step_{}'.format(str(self.current_step))))

        upload_weight = []
        upload_prediction = []
        upload_student = []

        for i in range(0, img_number):
            _ = sns.heatmap(predict_mask_soft[i], vmin=.0, vmax=1., yticklabels=False, xticklabels=False,
                            cbar=True if i == img_number - 1 else False)
            plt.savefig(os.path.join(confident_heat_map_path,
                                     'step_{}/heatmap_{}'.format(str(self.current_step), str(i)) + '.png'))

            plt.clf()
            upload_weight.append(plt.imread(os.path.join(confident_heat_map_path,
                                                         'step_{}/heatmap_{}.png'.format(str(self.current_step), str(i)))))

            predict_mask_hard[i].save(os.path.join(teacher_prediction_path, 'step_{}'.format(str(self.current_step)),
                                                   "predict_{}.png".format(str(i))))
            plt.clf()
            upload_prediction.append(plt.imread(os.path.join(teacher_prediction_path,
                                                             'step_{}/predict_{}.png'.format(str(self.current_step), str(i)))))

        upload_weight = numpy.asarray(upload_weight)
        upload_student = numpy.asarray(upload_student)
        upload_prediction = numpy.asarray(upload_prediction)

        wandb.log({"confident_weight": [wandb.Image(j, caption="id {}".format(str(i)))
                                        for i, j in enumerate(upload_weight)], "global_step": self.current_step})

        wandb.log({"teacher_prediction": [wandb.Image(j, caption="id {}".format(str(i)))
                                          for i, j in enumerate(upload_prediction)]})

        wandb.log({"student_prediction": [wandb.Image(j, caption="id {}".format(str(i)))
                                          for i, j in enumerate(upload_student)]})

        wandb.log({"ground_truth": [wandb.Image(j, caption="id {}".format(str(i)))
                                    for i, j in enumerate(self.de_normalize(ground_truth[:img_number, :, :]))],
                   "global_step": self.current_step})
        images = self.de_normalize(images)
        wandb.log({"images": [wandb.Image(j, caption="id {}".format(str(i)))
                              for i, j in enumerate(images[:img_number])], "global_step": self.current_step})

        wandb.log({"boundary_detection": [wandb.Image(j, caption="id {}".format(str(i)))
                                          for i, j in enumerate(clean_pad[:img_number])],
                   "global_step": self.current_step})

    def update_table(self, table_info, axis_name, title=""):
        x_name, y_name = axis_name['x'], axis_name['y']
        table = wandb.Table(data=table_info,
                            columns=[x_name, y_name])
        wandb.log({title: wandb.plot.bar(table, x_name, y_name, title=title)})

    def de_normalize(self, image):
        return [self.restore_transform(i) if (isinstance(i, torch.Tensor) and len(i.shape) == 3)
                else self.colorize_mask(i.numpy(), self.palette)
                for i in image.detach().cpu()]

    def colorize_mask(self, mask, palette):
        zero_pad = 256 * 3 - len(palette)
        for i in range(zero_pad):
            palette.append(0)
        palette[-3:] = [255, 255, 255]
        new_mask = PIL.Image.fromarray(mask.astype(numpy.uint8)).convert('P')
        new_mask.putpalette(palette)
        return new_mask

    @staticmethod
    def get_voc_pallete(num_classes):
        n = num_classes
        pallete = [0] * (n * 3)
        for j in range(0, n):
            lab = j
            pallete[j * 3 + 0] = 0
            pallete[j * 3 + 1] = 0
            pallete[j * 3 + 2] = 0
            i = 0
            while (lab > 0):
                pallete[j * 3 + 0] |= (((lab >> 0) & 1) << (7 - i))
                pallete[j * 3 + 1] |= (((lab >> 1) & 1) << (7 - i))
                pallete[j * 3 + 2] |= (((lab >> 2) & 1) << (7 - i))
                i = i + 1
                lab >>= 3
        return pallete

    @staticmethod
    def finish():
        wandb.finish()


================================================
FILE: VocCode/configs/config_deeplab_v3+.json
================================================
{
    "name": "PS-MT(VOC12)",
    "experim_name": "your run name",
    "n_labeled_examples": 1323,
    "ramp_up": 12,
    "unsupervised_w": 1.5,
    "ignore_index": 255,
    "lr_scheduler": "Poly",
    "use_weak_lables":false,
    "weakly_loss_w": 0.4,

    "model":{
        "supervised": false,
        "semi": true,
        "resnet": 50,
        "sup_loss": "CE",
        "un_loss": "semi_ce",
        "warm_up_epoch": 0
    },


    "optimizer": {
        "type": "SGD",
        "args":{
            "lr": 1e-2,
            "weight_decay": 1e-4,
            "momentum": 0.9
        }
    },


    "train_supervised": {
        "data_dir": "path/to/your/VOCtrainval_11-May-2012",
        "batch_size": 8,
        "crop_size": 512,
        "shuffle": true,
        "base_size": 600,
        "scale": true,
        "augment": true,
        "flip": true,
        "rotate": false,
        "split": "train_supervised",
        "num_workers": 8
    },

    "train_unsupervised": {
        "data_dir": "path/to/your/VOCtrainval_11-May-2012",
        "weak_labels_output": "pseudo_labels/result/pseudo_labels",
        "batch_size": 8,
        "crop_size": 512,
        "shuffle": true,
        "base_size": 600,
        "scale": true,
        "augment": true,
        "flip": true,
        "rotate": false,
        "split": "train_unsupervised",
        "num_workers": 8
    },

    "val_loader": {
        "data_dir": "path/to/your/VOCtrainval_11-May-2012",
        "batch_size": 1,
        "val": true,
        "split": "val",
        "shuffle": false,
        "num_workers": 4
    },

    "trainer": {
        "epochs": 80,
        "save_dir": "saved/",
        "save_period": 1,
        "log_dir": "saved/",
        "log_per_iter": 20,
        "val": true,
        "val_per_epochs": 1,
        "gamma": 0.5,
        "sharp_temp": 0.5
    }
}


================================================
FILE: VocCode/dgx/download_to_pvc.py
================================================
import logging
import os
import zipfile
from pathlib import Path
from typing import Union

from google.cloud import storage
from tqdm import tqdm


# log = logging.getLogger(__file__)
# log.setLevel(logging.DEBUG)

bucket_namespace = "your bucket namespace"
bucket_name = "your bucket name"


def get_bucket(bucket_namespace: str, bucket_name: str):
    client = storage.Client(project=bucket_namespace)
    bucket = client.get_bucket(bucket_name)
    return bucket


def download_voc_unzip(data_dir: str, prefix, pvc=False):
    if pvc:
        data_dir = "/pvc/" + data_dir
    bucket_prefix = 'voc.zip'
    dst_folder = Path(data_dir)
    print('Destination Foder list ==> {}'.format(dst_folder))
    if dst_folder.exists():
        # print(os.listdir('/pvc/'))
        print('Skipping download as data dir already exists')
        return
    else:
        print('searching blob ...')
        bucket = get_bucket('', '')
        blob = bucket.blob(prefix+bucket_prefix)
        print('downloading ...')
        path = "/pvc" if pvc else "./"
        with open(Path(path)/bucket_prefix, 'wb') as sink:
            blob.download_to_file(sink)
        print('unziping the {} ...'.format(bucket_prefix))
        with zipfile.ZipFile('{}/voc.zip'.format(path), 'r') as zip_ref:
            zip_ref.extractall('{}/'.format(path))
    print(os.listdir(path))



def upload_checkpoint(local_path: str, prefix: str, checkpoint_filepath: Union[Path, str]):
    """Upload a model checkpoint to the specified bucket in GCS."""
    bucket_prefix = prefix
    src_path = f"{local_path}/{checkpoint_filepath}"
    dst_path = f"{bucket_prefix}/{checkpoint_filepath}"
    print('Uploading {} => {}'.format(src_path, dst_path))
    bucket = get_bucket(bucket_namespace, bucket_name)
    blob = bucket.blob(dst_path)
    blob.upload_from_filename(src_path)
    print('finish uploading.')



def download_checkpoint(checkpoint_filepath: str, prefix: str, 
        bucket_namespace: str, bucket_name: str):
    src_path = f"yy/exercise_1/{prefix}"
    dest_path = f"{checkpoint_filepath}/{prefix}"
    print('Downloading {} => {}'.format(src_path, checkpoint_filepath))
    bucket = get_bucket(bucket_namespace, bucket_name)
    print('searching blob ...')
    blob = bucket.blob(src_path)
    print('start downloading ...')
    
    blob.download_to_filename(dest_path)
    print('finish downloading.')

#def download_checkpoint(checkpoint_filepath: str, prefix:str, bucket_namespace: str, bucket_name: str):
#    src_path = f"{prefix}/{checkpoint_filepath}"
#    print('Downloading {} => {}'.format(checkpoint_filepath,src_path))
#    bucket = get_bucket(bucket_namespace, bucket_name)
#    blob = bucket.blob(src_path)
#    blob.download_to_filename(checkpoint_filepath)
#    print('Finish downloading')



================================================
FILE: VocCode/inference.py
================================================
import argparse

from DataLoader.voc import VOC
import json
from Utils.helpers import colorize_mask
import torch
import torchvision
import torch.nn.functional as F
import os
from tqdm import tqdm
from math import ceil
from Model.Deeplabv3_plus.EntireModel import EntireModel as model_deep
import matplotlib.pyplot as plt
import seaborn as sns

voc_class_name = ['background', 'aeroplane', 'bicycle', 'bird', 'boat', 'bottle', 'bus', 'car',
                  'cat', 'chair', 'cow', 'dining_table', 'dog', 'horse', 'motorbike', 'person',
                  'potted_plant', 'sheep', 'sofa', 'train', 'tv_monitor']


def get_voc_pallete(num_classes):
    n = num_classes
    pallete = [0] * (n * 3)
    for j in range(0, n):
        lab = j
        pallete[j * 3 + 0] = 0
        pallete[j * 3 + 1] = 0
        pallete[j * 3 + 2] = 0
        i = 0
        while (lab > 0):
            pallete[j * 3 + 0] |= (((lab >> 0) & 1) << (7 - i))
            pallete[j * 3 + 1] |= (((lab >> 1) & 1) << (7 - i))
            pallete[j * 3 + 2] |= (((lab >> 2) & 1) << (7 - i))
            i = i + 1
            lab >>= 3
    return pallete


class DeNormalize(object):
    def __init__(self, mean, std):
        self.mean = mean
        self.std = std

    def __call__(self, tensor):
        for t, m, s in zip(tensor, self.mean, self.std):
            t.mul_(s).add_(m)
        return tensor


palette = get_voc_pallete(21)
restore_transform = torchvision.transforms.Compose([
    DeNormalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),
    torchvision.transforms.ToPILImage()])


def running_inference(loader, model, folder_name, save_img=False):
    tbar = tqdm(loader, ncols=100)
    statistic_conf_bar = torch.zeros([21, ], dtype=torch.float).cuda(non_blocking=True)
    num_record = torch.zeros([21, ], dtype=torch.float).cuda(non_blocking=True)
    for batch_idx, (data, target) in enumerate(tbar):
        data = data.cuda(non_blocking=True)
        target = target.cuda(non_blocking=True)
        H, W = target.size(1), target.size(2)
        up_sizes = (ceil(H / 8) * 8, ceil(W / 8) * 8)
        data = torch.nn.functional.interpolate(data, size=(up_sizes[0], up_sizes[1]),
                                               mode='bilinear', align_corners=True)
        with torch.no_grad():
            prediction = model.module.decoder1(model.module.encoder1(data),
                                               data_shape=[data.shape[-2], data.shape[-1]],
                                               req_feature=True)

        prediction = torch.nn.functional.interpolate(prediction, size=(H, W),
                                                     mode='bilinear', align_corners=True)

        conf_result = torch.softmax(prediction.squeeze(), dim=0).max(0)[0]
        hard_result = torch.argmax(prediction.squeeze().squeeze(), dim=0)
        false_mask = hard_result != target.squeeze()

        for i in range(0, 21):
            idx_mask = i == target.squeeze()
            mask = idx_mask & false_mask
            num_record[i] += torch.sum(mask)
            statistic_conf_bar[i] += torch.sum(conf_result[mask])

        if save_img:
            prediction = prediction.squeeze().detach()
            _ = sns.heatmap(torch.softmax(prediction, dim=0).max(0)[0].cpu().numpy(),
                            vmin=.0, vmax=1., yticklabels=False, xticklabels=False, cbar=True)
            plt.savefig(os.path.join(folder_name, str(batch_idx) + "_conf" + ".png"))
            plt.clf()

            prediction = torch.argmax(prediction, dim=0).cpu().numpy()
            prediction_im = colorize_mask(prediction, palette)
            prediction_im.save(os.path.join(folder_name, str(batch_idx) + "_pred" + ".png"))

            gt = colorize_mask(target.detach().squeeze().cpu().numpy(), palette)
            gt.save(os.path.join(folder_name, str(batch_idx) + "_gt" + ".png"))
            data = restore_transform(data.squeeze())
            data.save(os.path.join(folder_name, str(batch_idx) + "_img" + ".png"))

    plt.xlim(-1, 22)
    plt.xticks(ticks=range(0, 21), labels=voc_class_name, rotation='vertical')
    plt.bar(range(0, 21), (statistic_conf_bar/num_record).detach().cpu().numpy(), width=0.5)
    plt.savefig(os.path.join(folder_name, "static_overconfident.png"))


def parse_arguments():
    parser = argparse.ArgumentParser(description='PyTorch Training')
    parser.add_argument('--config', default='your path to configs', type=str,
                        help='Path to the config file')
    parser.add_argument('--model', default="your path to mode", type=str,
                        help='Path to the trained .pth model')
    parser.add_argument('--save', action='store_true', help='Save images')
    parser.add_argument('--backbone', default=int, help='backbone in use')
    args = parser.parse_args()
    return args


def main():
    args = parse_arguments()
    config = json.load(open(args.config))
    # DATA
    loader = VOC(config['val_loader'])
    config['model']['resnet'] = args.backbone
    config['model']['data_h_w'] = [0, 0]

    # MODEL
    model = model_deep(num_classes=21, config=config['model'],
                       sup_loss=None, cons_w_unsup=None,
                       ignore_index=255)

    checkpoint = torch.load(args.model)
    model = torch.nn.DataParallel(model)
    try:
        model.module.load_state_dict(checkpoint['state_dict'], strict=True)
    except Exception as e:
        print(f'Some modules are missing: {e}')
        model.module.load_state_dict(checkpoint['state_dict'], strict=False)
    model.eval()
    model.cuda()

    folder_name = os.path.join("saved", args.model.split('/')[-1].split('.')[0])
    if not os.path.exists(folder_name):
        os.makedirs(folder_name)
    running_inference(loader=loader, model=model, folder_name=folder_name, save_img=args.save)


if __name__ == '__main__':
    main()


================================================
FILE: VocCode/main.py
================================================
import os
import random
import warnings
import argparse
from train import Trainer
from Utils.losses import *
from DataLoader.voc import VOC
import torch.distributed as dist
import torch.multiprocessing as mp
from Utils.tensor_board import Tensorboard
from Model.Deeplabv3_plus.EntireModel import EntireModel as model_deep

from Utils.logger import *
warnings.filterwarnings("ignore")
# from dgx.download_to_pvc import *
# from Model.PSPNet.EntireModel import EntireModel as model_psp


def main(gpu,  ngpus_per_node, config, args):
    args.local_rank = gpu
    if args.local_rank <= 0:
        logger = logging.getLogger("PS-MT")
        logger.propagate = False
        logger.warning("Training start, 总共 {} epochs".format(str(config['trainer']['epochs'])))
        logger.critical("DGX: {} with [{} x v100]".format("On" if args.dgx else "Off", str(args.gpus)))
        logger.critical("GPUs: {}".format(args.gpus))
        logger.critical("Network Architecture: {}, with ResNet {} backbone".format(args.architecture,
                                                                                   str(args.backbone)))
        logger.critical("Current Labeled Example: {}".format(config['n_labeled_examples']))
        logger.critical("Learning rate: other {}, and head is the SAME [world]".format(config['optimizer']['args']['lr']))

        logger.info("Image: {}x{} based on {}x{}".format(config['train_supervised']['crop_size'],
                                                         config['train_unsupervised']['crop_size'],
                                                         config['train_supervised']['base_size'],
                                                         config['train_unsupervised']['base_size']))

        logger.info("Current batch: {} [world]".format(int(config['train_unsupervised']
                                                           ['batch_size']) * args.world_size +
                                                       int(config['train_supervised']
                                                           ['batch_size']) * args.world_size))

        logger.info("Current unsupervised loss function: {}, with weight {} and length {}".format(config['model']['un_loss'],
                                                                                                  config['unsupervised_w'],
                                                                                                  config['ramp_up']))
        logger.info("Current config+args: \n{}".format({**config, **vars(args)}))
    if args.ddp:
        dist.init_process_group(
            backend='nccl',
            init_method='env://',
            rank=args.local_rank,
            world_size=args.world_size
        )
        if args.gcloud:
            if args.local_rank <= 0:
                logger.info("downloading voc dataset ...")
                download_voc_unzip(data_dir="./VOCtrainval_11-May-2012", prefix="your/prefix/")
                logger.info("downloading resnet {} pretrained checkpoint ...".format(str(args.backbone)))
                download_checkpoint("VocCode/Model/PSPNet/Backbones/pretrained/",
                                    '3x3resnet{}-imagenet.pth'.format(str(args.backbone)))
                
                download_checkpoint("VocCode/Model/Deeplabv3_plus/Backbones/pretrained/",
                                    'resnet{}.pth'.format(str(args.backbone)))
            dist.barrier()

    random.seed(42)
    torch.manual_seed(42)
    torch.cuda.manual_seed_all(42)
    torch.backends.cudnn.benchmark = True
    # DATA LOADERS
    config['train_supervised']['n_labeled_examples'] = config['n_labeled_examples']
    config['train_unsupervised']['n_labeled_examples'] = config['n_labeled_examples']
    config['train_unsupervised']['use_weak_lables'] = config['use_weak_lables']

    supervised_loader = VOC(config['train_supervised'], ddp_training=args.ddp, dgx=args.dgx)
    unsupervised_loader = VOC(config['train_unsupervised'], ddp_training=args.ddp, dgx=args.dgx)

    val_loader = VOC(config['val_loader'], dgx=args.dgx)

    iter_per_epoch = len(unsupervised_loader)

    # SUPERVISED LOSS
    if config['model']['sup_loss'] == 'CE':
        sup_loss = CE_loss
    else:
        raise NotImplementedError

    cons_w_unsup = ConsistencyWeight(final_w=config['unsupervised_w'], iters_per_epoch=len(unsupervised_loader),
                                     rampup_starts=0, rampup_ends=config['ramp_up'],  ramp_type="cosine_rampup")
    if args.architecture == "psp":
        assert "Code will be uploaded soon."

    elif args.architecture == "deeplabv3+":
        Model = model_deep
        config['model']['data_h_w'] = [config['train_supervised']['crop_size'],
                                       config['train_supervised']['crop_size']]
    else:
        raise NotImplementedError

    model = Model(num_classes=val_loader.dataset.num_classes, config=config['model'],
                  sup_loss=sup_loss, cons_w_unsup=cons_w_unsup,
                  weakly_loss_w=config['weakly_loss_w'], use_weak_lables=config['use_weak_lables'],
                  ignore_index=val_loader.dataset.ignore_index)

    if args.local_rank <= 0:
        wandb_run = Tensorboard(config=config, online=False)

    trainer = Trainer(model=model,
                      config=config,
                      supervised_loader=supervised_loader,
                      unsupervised_loader=unsupervised_loader,
                      val_loader=val_loader,
                      iter_per_epoch=iter_per_epoch,
                      train_logger=logger if args.local_rank <= 0 else None,
                      wandb_run=wandb_run if args.local_rank <= 0 else None,
                      args=args)

    trainer.train()
    if args.local_rank <= 0:
        wandb_run.finish()


if __name__ == '__main__':
    # PARSE THE ARGS
    parser = argparse.ArgumentParser(description='PyTorch Training')
    parser.add_argument('-n', '--nodes', default=1,
                        type=int, metavar='N')

    parser.add_argument('--batch_size', default=8, type=int)
    
    parser.add_argument('--epochs', default=-1, type=int)

    parser.add_argument('--warm_up', default=0, type=int)

    parser.add_argument('--labeled_examples', default=1464, type=int)
    
    parser.add_argument('-lr', '--learning-rate', default=1e-3, type=float,
                        help='Default HEAD Learning rate for PSP, '
                             '*Note: the head layers lr will automatically divide by 10*'
                             '*Note: in ddp training, lr will automatically times by n_gpu')

    parser.add_argument('-g', '--gpus', default=2, type=int,
                        help='number of gpus per node')

    parser.add_argument('--gcloud', action='store_true',
                        help='using gcloud or not.')

    parser.add_argument("--local_rank", type=int, default=-1)

    parser.add_argument("-a", "--architecture", default='deeplabv3+', type=str,
                        help="pick a architecture, either pspnet [psp] or deeplabv3+ [deeplabv3+]")

    parser.add_argument("-b", "--backbone", default=50, type=int,
                        help="the backbone is fixed to be resnet -- following previous work;"
                             "the resnet x {50, 101} layers")

    parser.add_argument("--ddp", action="store_true",
                        help="distributed data parallel training or not;"
                             "MUST SPECIFIED")

    parser.add_argument("--dgx", action="store_true",
                        help="use dgx == [4*v100] to train the machine; combo with pvc"
                             "the only difference is the batch v.s. lr")
    
    parser.add_argument('--semi_p_th', type=float, default=0.6,
                        help='positive_threshold for semi-supervised loss')
    
    parser.add_argument('--semi_n_th', type=float, default=0.6,
                        help='negative_threshold for semi-supervised loss')

    parser.add_argument('--unsup_weight', type=float, default=1.5,
                        help='unsupervised weight for the semi-supervised loss')

    args = parser.parse_args()

    args.world_size = args.gpus * args.nodes
    args.ddp = True if args.gpus > 1 else False

    if args.architecture == "psp":
        config = json.load(open("VocCode/configs/config_psp.json"))
    else:
        config = json.load(open("VocCode/configs/config_deeplab_v3+.json"))

    config['n_gpu'] = args.gpus

    if args.epochs != -1:
        config['trainer']['epochs'] = args.epochs

    config['train_supervised']['batch_size'] = args.batch_size
    config['train_unsupervised']['batch_size'] = args.batch_size
    config['model']['warm_up_epoch'] = args.warm_up
    config['n_labeled_examples'] = args.labeled_examples
    config['model']['resnet'] = args.backbone
    args.world_size = args.gpus * args.nodes
    config['optimizer']['args']['lr'] = args.learning_rate
    config['unsupervised_w'] = args.unsup_weight

    if args.ddp:
        os.environ['MASTER_ADDR'] = '127.0.0.1'
        os.environ['MASTER_PORT'] = '9901'
        config['optimizer']['args']['lr'] = config['optimizer']['args']['lr'] * args.world_size
        if args.dgx is True:
            config['train_supervised']['batch_size'] = int(32/args.gpus)
            config['train_unsupervised']['batch_size'] = int(32/args.gpus)

    if args.ddp:
        mp.spawn(main, nprocs=config['n_gpu'], args=(config['n_gpu'], config, args))
    else:
        main(-1, 1, config, args)




================================================
FILE: VocCode/train.py
================================================
import torch
from tqdm import tqdm
from math import ceil
from Utils.ramps import *
from itertools import cycle
import torch.nn.functional as F
import torch.distributed as dist
from collections import OrderedDict
from Utils.pyt_utils import PostAug
from Base.base_trainer import BaseTrainer
from Utils.metrics import eval_metrics, AverageMeter


class Trainer(BaseTrainer):
    def __init__(self, model, config, supervised_loader, unsupervised_loader, iter_per_epoch,
                 val_loader=None, train_logger=None, wandb_run=None, args=None):
        super(Trainer, self).__init__(model, config, iter_per_epoch, train_logger, args)

        self.supervised_loader = supervised_loader
        self.unsupervised_loader = unsupervised_loader
        self.val_loader = val_loader
        self.args = args
        self.tensor_board = wandb_run if self.args.local_rank <= 0 else None
        self.iter_per_epoch = iter_per_epoch
        self.ignore_index = self.val_loader.dataset.ignore_index
        self.log_step = config['trainer'].get('log_per_iter', int(np.sqrt(self.val_loader.batch_size)))
        if config['trainer']['log_per_iter']:
            self.log_step = int(self.log_step / self.val_loader.batch_size) + 1
        self.num_classes = self.val_loader.dataset.num_classes
        self.mode = self.model.module.mode
        self.gamma = config['trainer']['gamma']
        self.post_aug_process = PostAug(width_size=config['train_unsupervised']['crop_size'],
                                        height_size=config['train_unsupervised']['crop_size'])

    @torch.no_grad()
    def update_teachers(self, teacher_encoder, teacher_decoder, keep_rate=0.996):
        student_encoder_dict = self.model.module.encoder_s.state_dict()
        student_decoder_dict = self.model.module.decoder_s.state_dict()
        new_teacher_encoder_dict = OrderedDict()
        new_teacher_decoder_dict = OrderedDict()

        for key, value in teacher_encoder.state_dict().items():

            if key in student_encoder_dict.keys():
                new_teacher_encoder_dict[key] = (
                        student_encoder_dict[key] * (1 - keep_rate) + value * keep_rate
                )
            else:
                raise Exception("{} is not found in student encoder model".format(key))

        for key, value in teacher_decoder.state_dict().items():

            if key in student_decoder_dict.keys():
                new_teacher_decoder_dict[key] = (
                        student_decoder_dict[key] * (1 - keep_rate) + value * keep_rate
                )
            else:
                raise Exception("{} is not found in student decoder model".format(key))
        teacher_encoder.load_state_dict(new_teacher_encoder_dict, strict=True)
        teacher_decoder.load_state_dict(new_teacher_decoder_dict, strict=True)

    @staticmethod
    def rand_bbox_1(size, lam=None):
        # past implementation
        W = size[2]
        H = size[3]
        B = size[0]
        cut_rat = np.sqrt(1. - lam)
        cut_w = np.int(W * cut_rat)
        cut_h = np.int(H * cut_rat)

        cx = np.random.randint(size=[B, ], low=int(W/8), high=W)
        cy = np.random.randint(size=[B, ], low=int(H/8), high=H)

        bbx1 = np.clip(cx - cut_w // 2, 0, W)
        bby1 = np.clip(cy - cut_h // 2, 0, H)

        bbx2 = np.clip(cx + cut_w // 2, 0, W)
        bby2 = np.clip(cy + cut_h // 2, 0, H)

        return bbx1, bby1, bbx2, bby2

    def cut_mix(self, labeled_image, labeled_mask,
                unlabeled_image=None, unlabeled_mask=None):
        mix_unlabeled_image = unlabeled_image.clone()
        mix_unlabeled_target = unlabeled_mask.clone()
        u_rand_index = torch.randperm(unlabeled_image.size()[0])[:unlabeled_image.size()[0]].cuda()
        u_bbx1, u_bby1, u_bbx2, u_bby2 = self.rand_bbox_1(unlabeled_image.size(), lam=np.random.beta(4, 4))

        for i in range(0, mix_unlabeled_image.shape[0]):
            mix_unlabeled_image[i, :, u_bbx1[i]:u_bbx2[i], u_bby1[i]:u_bby2[i]] = \
                unlabeled_image[u_rand_index[i], :, u_bbx1[i]:u_bbx2[i], u_bby1[i]:u_bby2[i]]

            mix_unlabeled_target[i, :, u_bbx1[i]:u_bbx2[i], u_bby1[i]:u_bby2[i]] = \
                unlabeled_mask[u_rand_index[i], :, u_bbx1[i]:u_bbx2[i], u_bby1[i]:u_bby2[i]]

        del unlabeled_image, unlabeled_mask

        return labeled_image, labeled_mask, mix_unlabeled_image, mix_unlabeled_target

    def predict_with_out_grad(self, image):
        with torch.no_grad():
            predict_target_ul1 = self.model.module.decoder1(self.model.module.encoder1(image),
                                                            data_shape=[image.shape[-2], image.shape[-1]])
            predict_target_ul2 = self.model.module.decoder2(self.model.module.encoder2(image),
                                                            data_shape=[image.shape[-2], image.shape[-1]])
            predict_target_ul1 = torch.nn.functional.interpolate(predict_target_ul1,
                                                                 size=(image.shape[-2], image.shape[-1]),
                                                                 mode='bilinear',
                                                                 align_corners=True)

            predict_target_ul2 = torch.nn.functional.interpolate(predict_target_ul2,
                                                                 size=(image.shape[-2], image.shape[-1]),
                                                                 mode='bilinear',
                                                                 align_corners=True)

            assert predict_target_ul1.shape == predict_target_ul2.shape, "Expect two prediction in same shape,"
        return predict_target_ul1, predict_target_ul2

    # NOTE: the func in here doesn't bring improvements, but stabilize the early stage's training curve.
    def assist_mask_calculate(self, core_predict, assist_predict, topk=1):
        _, index = torch.topk(assist_predict, k=topk, dim=1)
        mask = torch.nn.functional.one_hot(index.squeeze())
        # k!= 1, sum them
        mask = mask.sum(dim=1) if topk > 1 else mask
        if mask.shape[-1] != self.num_classes:
            mask = torch.cat((mask, torch.zeros([mask.shape[0], mask.shape[1],
                                                 mask.shape[2], self.num_classes - mask.shape[-1]]).cuda()),
                             dim=3)
        mask = mask.permute(0, 3, 1, 2)
        # get the topk result of the assist map
        assist_predict = torch.mul(assist_predict, mask)

        # fullfill with core predict value for the other entries;
        # as it will be merged based on threshold value
        assist_predict[torch.where(assist_predict == .0)] = core_predict[torch.where(assist_predict == .0)]
        return assist_predict

    def _warm_up(self, epoch, id):
        self.model.train()
        assert id == 1 or id == 2 or id == 3, "Expect ID in 1, 2 or 3"
        dataloader = iter(self.supervised_loader)
        tbar = range(len(self.supervised_loader))

        if self.args.ddp:
            self.supervised_loader.sampler.set_epoch(epoch=epoch-1)

        tbar = tqdm(tbar, ncols=135) if self.args.local_rank <= 0 else tbar
        self._reset_metrics()
        for batch_idx in tbar:
            (input_l_wk, input_l_str, target_l) = next(dataloader)

            # we only train the strong augmented student
            input_l = input_l_wk if id == 1 or id == 2 else input_l_str

            input_l, target_l = input_l.cuda(non_blocking=True), target_l.cuda(non_blocking=True)

            total_loss, cur_losses, outputs = self.model(x_l=input_l, target_l=target_l, x_ul=None,
                                                         target_ul=None, curr_iter=batch_idx,
                                                         epoch=epoch-1, id=id, warm_up=True)
            if id == 1:
                self.optimizer1.zero_grad()
            elif id == 2:
                self.optimizer2.zero_grad()
            else:
                self.optimizer_s.zero_grad()

            total_loss = total_loss.mean()
            total_loss.backward()
            if id == 1:
                self.optimizer1.step()
            elif id == 2:
                self.optimizer2.step()
            else:
                self.optimizer_s.step()

            self._update_losses(cur_losses)
            self._compute_metrics(outputs, target_l, None, sup=True)
            _ = self._log_values(cur_losses)

            del input_l, target_l
            del total_loss, cur_losses, outputs

            if self.args.local_rank <= 0:
                tbar.set_description('ID {} Warm ({}) | Ls {:.2f} |'.format(id, epoch, self.loss_sup.average))

        return

    def _train_epoch(self, epoch, id):
        assert id == 1 or id == 2, "Expect ID in 1 or 2"
        self.model.module.freeze_teachers_parameters()
        self.model.train()
        if self.args.ddp:
            self.supervised_loader.sampler.set_epoch(epoch=epoch-1)
            self.unsupervised_loader.sampler.set_epoch(epoch=epoch-1)
        dataloader = iter(zip(cycle(self.supervised_loader), self.unsupervised_loader))
        tbar = range(len(self.unsupervised_loader))

        tbar = tqdm(tbar, ncols=135) if self.args.local_rank <= 0 else tbar
        self._reset_metrics()
        for batch_idx in tbar:
            if self.args.local_rank <= 0:
                self.tensor_board.step_forward(len(self.unsupervised_loader)*(epoch-1)+batch_idx)

            if self.mode == "semi":
                (_, input_l, target_l), (input_ul_wk, input_ul_str, target_ul) = next(dataloader)
                input_ul_wk, input_ul_str, target_ul = input_ul_wk.cuda(non_blocking=True), \
                                                       input_ul_str.cuda(non_blocking=True), \
                                                       target_ul.cuda(non_blocking=True)
            else:
                (_, input_l, target_l) = next(dataloader)
                input_ul_wk, input_ul_str, target_ul = None, None, None
            
            # strong aug for all the supervised images
            input_l, target_l = input_l.cuda(non_blocking=True), target_l.cuda(non_blocking=True)

            # predicted unlabeled data
            if self.mode == "semi":
                t1_prob, t2_prob = self.predict_with_out_grad(input_ul_wk)
                # calculate the assistance result from other teacher
                if id == 1:
                    t2_prob = self.assist_mask_calculate(core_predict=t1_prob,
                                                         assist_predict=t2_prob,
                                                         topk=7)
                else:
                    t1_prob = self.assist_mask_calculate(core_predict=t2_prob,
                                                         assist_predict=t1_prob,
                                                         topk=7)
                predict_target_ul = self.gamma * t1_prob + (1 - self.gamma) * t2_prob
            else:
                predict_target_ul = None

            if self.args.ddp:
                dist.barrier()
            
            if batch_idx == 0 or batch_idx == int(len(self.unsupervised_loader)/2):
                if self.args.local_rank <= 0:
                    self.tensor_board.update_wandb_image(images=input_ul_wk,
                                                         ground_truth=target_ul,
                                                         teacher_prediction=predict_target_ul,
                                                         img_number=min(self.args.batch_size, 4))

                if self.args.ddp:
                    dist.barrier()

            origin_predict = predict_target_ul.detach().clone()

            if self.args.architecture == "psp" and id == 1:
                input_ul, predict_target_ul, _ = self.post_aug_process(input_ul_str,
                                                                       predict_target_ul, None)

            input_l, target_l, input_ul_str, predict_target_ul = self.cut_mix(input_l, target_l,
                                                                              input_ul_str,
                                                                              predict_target_ul)

            total_loss, cur_losses, outputs = self.model(x_l=input_l, target_l=target_l,
                                                         x_ul=input_ul_str,
                                                         target_ul=predict_target_ul,
                                                         curr_iter=batch_idx, epoch=epoch-1, id=id, 
                                                         semi_p_th=self.args.semi_p_th, 
                                                         semi_n_th=self.args.semi_n_th)

            total_loss = total_loss.mean()

            self.optimizer_s.zero_grad()
            total_loss.backward()

            self.optimizer_s.step()
            self._update_losses(cur_losses)
            outputs['unsup_pred'] = origin_predict
            self._compute_metrics(outputs, target_l, target_ul,
                                  sup=True if self.model.module.mode == "supervised" else False)

            _ = self._log_values(cur_losses)
            if self.args.local_rank <= 0:
                if batch_idx == 0 or batch_idx == int(len(self.unsupervised_loader)/2):
                    self.tensor_board.update_table(cur_losses['pass_rate']['entire_prob_boundary'],
                                                   axis_name={"x": "boundary", "y": "rate"},
                                                   title="pass_in_each_boundary")

                    self.tensor_board.update_table(cur_losses['pass_rate']['max_prob_boundary'],
                                                   axis_name={"x": "boundary", "y": "rate"},
                                                   title="max_prob_in_each_boundary")

                if batch_idx % self.log_step == 0:
                    for i, opt_group in enumerate(self.optimizer_s.param_groups[:2]):
                        self.tensor_board.upload_single_info({f"learning_rate_{i}": opt_group['lr']})
                    self.tensor_board.upload_single_info({"ramp_up": self.model.module.unsup_loss_w.current_rampup})
                tbar.set_description('ID {} T ({}) | Ls {:.3f} Lu {:.3f} Lw {:.3f} m1 {:.3f} m2 {:.3f}|'.format(
                    id, epoch, self.loss_sup.average, self.loss_unsup.average, self.loss_weakly.average,
                    self.mIoU_l, self.mIoU_ul))
            
            if self.args.ddp:
                dist.barrier()
            
            del input_l, target_l, input_ul_wk, input_ul_str, target_ul
            del total_loss, cur_losses, outputs

            self.lr_scheduler_s.step(epoch=epoch-1)

            with torch.no_grad():
                if id == 1:
                    self.update_teachers(teacher_encoder=self.model.module.encoder1,
                                         teacher_decoder=self.model.module.decoder1)
                else:
                    self.update_teachers(teacher_encoder=self.model.module.encoder2,
                                         teacher_decoder=self.model.module.decoder2)
                if self.args.ddp:
                    dist.barrier()

        return

    def _valid_epoch(self, epoch, id):
        assert self.val_loader is not None, "val loader error."
        self.logger.info('evaluating ...')
        self.model.eval()
        total_loss_val = AverageMeter()
        total_inter, total_union = 0, 0
        total_correct, total_label = 0, 0
        tbar = tqdm(self.val_loader, ncols=130)
        with torch.no_grad():
            for batch_idx, (data, target) in enumerate(tbar):
                target, data = target.cuda(non_blocking=True), data.cuda(non_blocking=True)
                H, W = target.size(1), target.size(2)
                up_sizes = (ceil(H / 8) * 8, ceil(W / 8) * 8)
                # resize to network acceptable
                data = torch.nn.functional.interpolate(data,
                                                       size=(up_sizes[0], up_sizes[1]),
                                                       mode='bilinear',
                                                       align_corners=True)

                output1, output2 = self.predict_with_out_grad(data)
                output = (output1 + output2)/2
                output = torch.nn.functional.interpolate(output,
                                                         size=(H, W),
                                                         mode='bilinear',
                                                         align_corners=True)

                # LOSS
                loss = F.cross_entropy(output, target, ignore_index=self.ignore_index)
                total_loss_val.update(loss.item())

                correct, labeled, inter, union = eval_metrics(output, target, self.num_classes, self.ignore_index)
                total_inter, total_union = total_inter + inter, total_union + union
                total_correct, total_label = total_correct + correct, total_label + labeled

                # PRINT INFO
                pixAcc = 1.0 * total_correct / (np.spacing(1) + total_label)
                IoU = 1.0 * total_inter / (np.spacing(1) + total_union)
                mIoU = IoU.mean().item()
                seg_metrics = {"Pixel_Accuracy": np.round(pixAcc, 4), "Mean_IoU": np.round(mIoU, 4),
                               "Class_IoU": dict(zip(range(self.num_classes), np.round(IoU, 4)))}

                tbar.set_description('EVAL ID ({}) ({}) | Loss: {:.4f}, PixelAcc: {:.4f}, Mean IoU: {:.4f} |'.format(
                    "Teachers",
                    epoch,
                    total_loss_val.average,
                    pixAcc,
                    mIoU))

            valid_dict = {}
            for k, v in list(seg_metrics.items())[:-1]:
                valid_dict[f'valid_{k}'] = v
            self.tensor_board.upload_wandb_info(valid_dict)

            log = {
                'val_loss': total_loss_val.average,
                **seg_metrics
            }
        return log

    def _reset_metrics(self):
        self.loss_sup = AverageMeter()
        self.loss_unsup = AverageMeter()
        self.loss_weakly = AverageMeter()
        self.pair_wise = AverageMeter()
        self.total_inter_l, self.total_union_l = 0, 0
        self.total_correct_l, self.total_label_l = 0, 0
        self.total_inter_ul, self.total_union_ul = 0, 0
        self.total_correct_ul, self.total_label_ul = 0, 0
        self.mIoU_l, self.mIoU_ul = 0, 0
        self.pixel_acc_l, self.pixel_acc_ul = 0, 0
        self.class_iou_l, self.class_iou_ul = {}, {}

    def _update_losses(self, cur_losses):
        if "loss_sup" in cur_losses.keys():
            self.loss_sup.update(cur_losses['loss_sup'].mean().item())
        if "loss_unsup" in cur_losses.keys():
            self.loss_unsup.update(cur_losses['loss_unsup'].mean().item())
        if "loss_weakly" in cur_losses.keys():
            self.loss_weakly.update(cur_losses['loss_weakly'].mean().item())
        if "pair_wise" in cur_losses.keys():
            self.pair_wise.update(cur_losses['pair_wise'].mean().item())

    def _compute_metrics(self, outputs, target_l, target_ul, sup=False):
        seg_metrics_l = eval_metrics(outputs['sup_pred'], target_l, self.num_classes, self.ignore_index)
        self._update_seg_metrics(*seg_metrics_l, True)
        seg_metrics_l = self._get_seg_metrics(True)
        self.pixel_acc_l, self.mIoU_l, self.class_iou_l = seg_metrics_l.values()

        if sup:
            return

        if self.mode == 'semi':
            seg_metrics_ul = eval_metrics(outputs['unsup_pred'], target_ul, self.num_classes, self.ignore_index)
            self._update_seg_metrics(*seg_metrics_ul, False)
            seg_metrics_ul = self._get_seg_metrics(False)
            self.pixel_acc_ul, self.mIoU_ul, self.class_iou_ul = seg_metrics_ul.values()

    def _update_seg_metrics(self, correct, labeled, inter, union, supervised=True):
        if supervised:
            self.total_correct_l += correct
            self.total_label_l += labeled
            self.total_inter_l += inter
            self.total_union_l += union
        else:
            self.total_correct_ul += correct
            self.total_label_ul += labeled
            self.total_inter_ul += inter
            self.total_union_ul += union

    def _get_seg_metrics(self, supervised=True):
        if supervised:
            pixAcc = 1.0 * self.total_correct_l / (np.spacing(1) + self.total_label_l)
            IoU = 1.0 * self.total_inter_l / (np.spacing(1) + self.total_union_l)
        else:
            pixAcc = 1.0 * self.total_correct_ul / (np.spacing(1) + self.total_label_ul)
            IoU = 1.0 * self.total_inter_ul / (np.spacing(1) + self.total_union_ul)
        mIoU = IoU.mean()
        return {
            "Pixel_Accuracy": np.round(pixAcc, 3),
            "Mean_IoU": np.round(mIoU, 3),
            "Class_IoU": dict(zip(range(self.num_classes), np.round(IoU, 3)))
        }

    def _log_values(self, cur_losses):
        logs = {}
        if "loss_sup" in cur_losses.keys():
            logs['loss_sup'] = self.loss_sup.average

        if "loss_unsup" in cur_losses.keys():
            logs['loss_unsup'] = self.loss_unsup.average

        if "loss_weakly" in cur_losses.keys():
            logs['loss_weakly'] = self.loss_weakly.average
        if "pair_wise" in cur_losses.keys():
            logs['pair_wise'] = self.pair_wise.average

        logs['mIoU_labeled'] = self.mIoU_l
        logs['pixel_acc_labeled'] = self.pixel_acc_l

        if self.args.local_rank <= 0:
            self.tensor_board.upload_single_info({'loss_sup': self.loss_sup.average})
            self.tensor_board.upload_single_info({'mIoU_labeled': self.mIoU_l})
            self.tensor_board.upload_single_info({'pixel_acc_labeled': self.pixel_acc_l})

            if self.mode == 'semi':
                logs['mIoU_unlabeled'] = self.mIoU_ul
                logs['pixel_acc_unlabeled'] = self.pixel_acc_ul
                self.tensor_board.upload_single_info({'loss_unsup': self.loss_unsup.average})
                self.tensor_board.upload_single_info({'mIoU_unlabeled':  self.mIoU_ul})
                self.tensor_board.upload_single_info({'pixel_acc_unlabeled': self.pixel_acc_ul})

        return logs




================================================
FILE: docs/before_start.md
================================================
# Getting Started
we visualize our training details via wandb (https://wandb.ai/site).
## visualization
1) you'll need to login
   ```shell 
   $ wandb login
   ```
   you can find you API key in (https://wandb.ai/authorize), and copy & paste it in terminal.
   
2) you can (optionally) add the key to the **main.py** for the server use, with
   ```shell
   import os
   os.environ['WANDB_API_KEY'] = "you key"
   ```
   

## checkpoints
1) for the deeplabv3+ experiments, we utilize exactly same checkpoints as provided by the [CPS](https://github.com/charlesCXK/TorchSemiSeg) in [here](https://1drv.ms/u/s!AsvBenvUFxO3hn9hIs_esxf0aLoH?e=c5cZvF).
2) for the pspnet experiments, we follow the [CCT](https://github.com/yassouali/CCT) as provided in [here](https://1drv.ms/u/s!AsvBenvUFxO3hwCoBdieaWLzV7pp?e=a0C60K).
  
## training
The code is trained under 4xV100(32Gb) for the voc12 dataset, 
and 2xV100 (32Gb) for the cityscapes. 

Our approach performs robust under different hardware's test, please see the training logs for more details.

### VOC12 Setting
**(global)** we utilize batch_size=64 (32 labelled, 32 unlabelled data) for the training, with learning rate 1e-2, under 4 GPUs.

**(local)** in each GPU, we utilize batch_size=16 (8 labelled, 8 unlabelled data) under the learning rate 2.5e-3.

1) augset experiment
   
   | hyper-param 	| 1/16 (662)| 1/8 (1323)| 1/4 (2646)| 1/2 (5291)|
   |:--------:	    |:-----:	|:-----:	|:-----:	|:-----:	|
   | epoch          | 80 	| 80 	| 200 	| 300 	|
   | weight      	| 1.5 	| 1.5 	| 1.5 	| 1.5 	|
   
   run the scripts with 

   ```shell
   # -l -> labelled_num; -g -> gpus; -b -> resnet backbone;
   ./scripts/train_voc_aug.sh -l 1323 -g 2 -b 101
   ```
   
2) high-quality experiment

   | hyper-param 	| 1/16 (92)| 1/8 (183)| 1/4 (366)| 1/2 (732)|
   |:--------:	    |:-----:	|:-----:	|:-----:	|:-----:	|
   | epoch          | 80 	| 80 	| 80 	| 80 	|
   | weight      	| 0.06 	| 0.6 	| 0.6 	| 0.6 	|
   
   run the scripts with 
   ```shell
   # -l -> labelled_num; -g -> gpus; -b -> resnet backbone;
   ./scripts/train_voc_hq.sh -l 732 -g 2 -b 101
   ```
P.S., for 1464 high quality setting, our experiments show that, the training under half of the batch_size (i.e., GPU=2xV100) are likely to perform 
**higher** than the paper reported result. 

### Cityscapes Setting
we utilize batch_size=16 (8 labelled, 8 unlabelled data) under the learning rate 4.5e-3. 
(I have to reduce the batch size, as our dgx faced some issues in 2021 Nov. )

   | hyper-param 	| 1/8 (372) | 1/4 (744) | 1/2 (1488)|
   |:--------:	    |:-----:	|:-----:	|:-----:	|
   | epoch         | 320 	| 450 	| 550 	|
   | weight        | 3.0 	| 3.0	| 3.0 	|

   run the scripts with
   ```shell
   # -l -> labelled_num; -g -> gpus; -b -> resnet backbone;
   ./scripts/train_city.sh -l 372 -g 2 -b 50
   ```


================================================
FILE: docs/installation.md
================================================
# Installation
The project is based on the pytorch 1.8.1 with python 3.7.
### 1. Clone the Git  repo
``` shell
$ git clone https://github.com/yyliu01/PS-MT.git
$ cd PS-MT
```
### 2. Install dependencies
1) create conda env
    ```shell
    $ conda env create -f ps-mt.yml
    ```
2) install the torch 1.8.1
    ```shell
    $ conda activate ps-mt
    # IF cuda version < 11.0
    $ pip install torch==1.8.1+cu102 torchvision==0.9.1+cu102 torchaudio==0.8.1 -f https://download.pytorch.org/whl/torch_stable.html
    # IF cuda version >= 11.0 (e.g., 30x or above)
    $ pip install torch==1.8.1+cu111 torchvision==0.9.1+cu111 torchaudio==0.8.1 -f https://download.pytorch.org/whl/torch_stable.html
    ```

### 3. Prepare dataset

1) please download the VOC12 and Cityscapes dataset (gt_Fine).
2) organize the filepath to point out the root folder for each of them, in the config file.
``` shell
    "train_supervised": {
        "data_dir": "path_to/VOCtrainval_11-May-2012",
        ...
    }
    "train_unsupervised": {
        "data_dir": "path_to/VOCtrainval_11-May-2012",
        ...
    }
    "val": {
        "data_dir": "path_to/VOCtrainval_11-May-2012",
        ...
    }
```
3) (optional) you might need to preprocess Cityscapes labels in [here](https://github.com/mcordts/cityscapesScripts/tree/master/cityscapesscripts/preparation),
   as we follow the common setting with **19** classes.   
   
please note, our training details (e.g., training id, input resolution, and batch size) follow the previous works
[CPS](https://github.com/charlesCXK/TorchSemiSeg) and [PseudoSeg](https://github.com/googleinterns/wss).



================================================
FILE: k8s_launch/Dockerfile
================================================
# FROM pytorch/pytorch:1.8.1-cuda11.1-cudnn8-runtime
FROM pytorch/pytorch:1.8.1-cuda10.2-cudnn7-runtime
RUN apt-get update && apt-get install -y ffmpeg libsm6 libxext6 libglib2.0-0 git  && apt-get clean
COPY requirements.txt requirements.txt
COPY VocCode VocCode
COPY CityCode CityCode
RUN pip install -r requirements.txt
RUN pip install --upgrade google-cloud-storage


================================================
FILE: k8s_launch/jobs/ept_dgx_runner_city_deep_res101.yml
================================================
# --exp_name list: co-seg[ablation], co-seg[low_quality], co-seg[high_quality], co-seg[few_supervision], co-seg[pseudo_label]
# --data_set list: voc, city
apiVersion: batch/v1
kind: Job
metadata:
  name: city-dataset-res101
  namespace: "your namespace"
spec:
  template:
    spec:
      restartPolicy: Never
      containers:
        - name: city-dataset-res101
          image: "your docker image path"
          stdin: true
          tty: true
          volumeMounts:
            - name: gcp-credentials
              mountPath: /etc/gcp
              readOnly: true
            - mountPath: /dev/shm
              name: shared-memory-hack
              # - mountPath: "/scratch"
              # name: gcp-credentials
          command: 
           [
              "python", "CityCode/main.py",
              "--gcloud",
              "--nodes=1",
              "--ddp",
              "--dgx",
              "--gpus=2",
              "--learning-rate=4.5e-3",
              "--warm_up=5",
              "--backbone=50",
              "--batch_size=4",
              "--labeled_examples=744",
              "--semi_p_th=0.6",
              "--epochs=450",
              # "--unsupervised_w=3.0",
           ]
          resources:
            limits:
              nvidia.com/gpu: 2
              memory: 120Gi
              cpu: 16000m
            requests:
              memory: 120Gi
              cpu: 16000m
          env:
            - name: GOOGLE_APPLICATION_CREDENTIALS
              value: /etc/gcp/credentials.json

      volumes:
        - name: gcp-credentials
          secret:
            secretName: gcp
            items:
              - key: data-manager
                path: credentials.json
        - name: shared-memory-hack
          emptyDir:
            medium: Memory



================================================
FILE: k8s_launch/jobs/ept_dgx_runner_voc_deep_res101.yml
================================================
# --exp_name list: co-seg[ablation], co-seg[low_quality], co-seg[high_quality], co-seg[few_supervision], co-seg[pseudo_label]
# --data_set list: voc, city
apiVersion: batch/v1
kind: Job
metadata:
  name: voc-dataset-res101
  namespace: "your namespace"
spec:
  template:
    spec:
      restartPolicy: Never
      containers:
        - name: voc-dataset-res101
          image: "your docker image path"
          stdin: true
          tty: true
          volumeMounts:
            - name: gcp-credentials
              mountPath: /etc/gcp
              readOnly: true
            - mountPath: /dev/shm
              name: shared-memory-hack
          command: 
           [
              "python", "VocCode/main.py",
              "--gcloud",
              "--nodes=1",
              "--ddp",
              "--gpus=4",
              "--backbone=101",
              "--batch_size=8",
              "--labeled_examples=2646",
              "--learning-rate=2.5e-3",
              "--warm_up=5",
              "--semi_p_th=0.6",
              "--semi_n_th=0.",
              "--epochs=200",
           ]
          resources:
            limits:
              nvidia.com/gpu: 4
              memory: 80Gi
              cpu: 20000m
            requests:
              memory: 80Gi
              cpu: 20000m
          env:
            - name: GOOGLE_APPLICATION_CREDENTIALS
              value: /etc/gcp/credentials.json

      volumes:
        - name: gcp-credentials
          secret:
            secretName: gcp
            items:
              - key: data-manager
                path: credentials.json
        - name: shared-memory-hack
          emptyDir:
            medium: Memory



================================================
FILE: k8s_launch/requirements.txt
================================================
absl-py==0.12.0
cachetools==4.2.1
certifi==2020.12.5
chardet==4.0.0
click==7.1.2
configparser==5.0.2
cycler==0.10.0
Cython==0.29.22
decorator==4.4.2
docker-pycreds==0.4.0
dominate==2.6.0
gitdb==4.0.7
GitPython==3.1.14
google-auth==1.28.0
google-auth-oauthlib==0.4.3
grpcio==1.36.1
idna==2.10
imageio==2.9.0
importlib-metadata==3.7.3
kiwisolver==1.3.1
Markdown==3.3.4
matplotlib==3.4.2
networkx==2.5
numpy==1.19.5
oauthlib==3.1.0
opencv-python==4.5.1.48
pandas==1.1.5
pathtools==0.1.2
Pillow==8.1.2
promise==2.3
protobuf==3.15.6
psutil==5.8.0
pyasn1==0.4.8
pyasn1-modules==0.2.8
pyparsing==2.4.7
python-dateutil==2.8.1
pytz==2021.1
PyWavelets==1.1.1
requests==2.25.1
requests-oauthlib==1.3.0
rsa==4.7.2
scikit-image==0.17.2
scipy==1.5.4
seaborn==0.11.1
sentry-sdk==1.0.0
shortuuid==1.0.1
six==1.15.0
smmap==4.0.0
subprocess32==3.5.4
tifffile==2020.9.3
tqdm==4.59.0
typing-extensions==3.7.4.3
urllib3==1.26.4
Werkzeug==1.0.1
zipp==3.4.1
easydict==1.9

wandb>=0.12.14
google-cloud>=0.20.0



================================================
FILE: ps-mt.yml
================================================
# pytorch=1.8.1=py3.7_cuda10.2_cudnn7.6.5_0
# torchvision=0.9.1=py37_cu102
name: ps-mt
channels:
  - defaults
dependencies:
  - _libgcc_mutex=0.1=main
  - backcall=0.2.0=pyhd3eb1b0_0
  - beautifulsoup4=4.9.3=pyha847dfd_0
  - blas=1.0=mkl
  - brotlipy=0.7.0=py37h27cfd23_1003
  - bzip2=1.0.8=h7b6447c_0
  - ca-certificates=2021.5.25=h06a4308_1
  - cffi=1.14.5=py37h261ae71_0
  - conda=4.10.1=py37h06a4308_1
  - conda-build=3.21.4=py37h06a4308_0
  - conda-package-handling=1.7.3=py37h27cfd23_1
  - cryptography=3.4.7=py37hd23ed53_0
  - cudatoolkit=10.2.89=hfd86e86_1
  - filelock=3.0.12=pyhd3eb1b0_1
  - freetype=2.10.4=h5ab3b9f_0
  - glob2=0.7=pyhd3eb1b0_0
  - gmp=6.2.1=h2531618_2
  - gnutls=3.6.15=he1e5248_0
  - icu=58.2=he6710b0_3
  - idna=2.10=py_0
  - intel-openmp=2021.2.0=h06a4308_610
  - ipython=7.22.0=py37hb070fc8_0
  - ipython_genutils=0.2.0=pyhd3eb1b0_1
  - jedi=0.17.0=py37_0
  - jpeg=9b=h024ee3a_2
  - lame=3.100=h7b6447c_0
  - lcms2=2.12=h3be6417_0
  - ld_impl_linux-64=2.33.1=h53a641e_7
  - libarchive=3.4.2=h62408e4_0
  - libedit=3.1.20191231=h14c3975_1
  - libffi=3.3=he6710b0_2
  - libgcc-ng=9.1.0=hdf63c60_0
  - libiconv=1.15=h63c8f33_5
  - libidn2=2.3.1=h27cfd23_0
  - liblief=0.10.1=he6710b0_0
  - libpng=1.6.37=hbc83047_0
  - libstdcxx-ng=9.1.0=hdf63c60_0
  - libtasn1=4.16.0=h27cfd23_0
  - libtiff=4.2.0=h85742a9_0
  - libunistring=0.9.10=h27cfd23_0
  - libuv=1.40.0=h7b6447c_0
  - libwebp-base=1.2.0=h27cfd23_0
  - libxml2=2.9.10=hb55368b_3
  - lz4-c=1.9.3=h2531618_0
  - markupsafe=2.0.1=py37h27cfd23_0
  - mkl=2021.2.0=h06a4308_296
  - mkl-service=2.3.0=py37h27cfd23_1
  - mkl_fft=1.3.0=py37h42c9631_2
  - mkl_random=1.2.1=py37ha9443f7_2
  - ncurses=6.2=he6710b0_1
  - nettle=3.7.3=hbbd107a_1
  - ninja=1.10.2=hff7bd54_1
  - olefile=0.46=py37_0
  - openh264=2.1.0=hd408876_0
  - openssl=1.1.1k=h27cfd23_0
  - parso=0.8.2=pyhd3eb1b0_0
  - patchelf=0.12=h2531618_1
  - pexpect=4.8.0=pyhd3eb1b0_3
  - pickleshare=0.7.5=pyhd3eb1b0_1003
  - pip=21.1.1=py37h06a4308_0
  - pkginfo=1.7.0=py37h06a4308_0
  - prompt-toolkit=3.0.17=pyh06a4308_0
  - psutil=5.8.0=py37h27cfd23_1
  - ptyprocess=0.7.0=pyhd3eb1b0_2
  - py-lief=0.10.1=py37h403a769_0
  - pycosat=0.6.3=py37h27cfd23_0
  - pycparser=2.20=py_2
  - pygments=2.9.0=pyhd3eb1b0_0
  - pyopenssl=19.1.0=pyhd3eb1b0_1
  - pysocks=1.7.1=py37_1
  - python=3.7.10=hdb3f193_0
  - python-libarchive-c=2.9=pyhd3eb1b0_1
  - pytz=2021.1=pyhd3eb1b0_0
  - pyyaml=5.4.1=py37h27cfd23_1
  - readline=8.0=h7b6447c_0
  - ripgrep=12.1.1=0
  - ruamel_yaml=0.15.100=py37h27cfd23_0
  - setuptools=52.0.0=py37h06a4308_0
  - six=1.15.0=py37h06a4308_0
  - soupsieve=2.2.1=pyhd3eb1b0_0
  - sqlite=3.33.0=h62c20be_0
  - tk=8.6.10=hbc83047_0
  - traitlets=5.0.5=pyhd3eb1b0_0
  - typing_extensions=3.7.4.3=pyha847dfd_0
  - wcwidth=0.2.5=py_0
  - wheel=0.35.1=pyhd3eb1b0_0
  - xz=5.2.5=h7b6447c_0
  - yaml=0.2.5=h7b6447c_0
  - zlib=1.2.11=h7b6447c_3
  - zstd=1.4.9=haebb681_0
  - pip:
    - absl-py==0.12.0
    - cachetools==4.2.1
    - certifi==2020.12.5
    - chardet==4.0.0
    - click==7.1.2
    - configparser==5.0.2
    - cycler==0.10.0
    - cython==0.29.22
    - decorator==4.4.2
    - dnspython==2.1.0
    - docker-pycreds==0.4.0
    - dominate==2.6.0
    - gitdb==4.0.7
    - gitpython==3.1.14
    - google-api-core==2.7.2
    - google-auth==2.6.5
    - google-cloud-core==2.3.0
    - google-cloud-storage==2.3.0
    - google-crc32c==1.3.0
    - google-resumable-media==2.3.2    
    - googleapis-common-protos==1.56.0
    - grpcio==1.36.1
    - imageio==2.9.0
    - importlib-metadata==3.7.3
    - jinja2==3.0.0
    - kiwisolver==1.3.1
    - markdown==3.3.4
    - matplotlib==3.4.2
    - networkx==2.5
    - numpy==1.19.5
    - oauthlib==3.1.0
    - opencv-python==4.5.1.48
    - packaging==21.3
    - pandas==1.1.5
    - pathtools==0.1.2
    - pillow==8.1.2
    - promise==2.3
    - proto-plus==1.19.6
    - protobuf==3.15.6
    - pyasn1==0.4.8
    - pyasn1-modules==0.2.8
    - pyparsing==2.4.7
    - python-dateutil==2.8.1
    - python-etcd==0.4.5
    - pywavelets==1.1.1
    - requests==2.25.1
    - requests-oauthlib==1.3.0
    - rsa==4.7.2
    - scikit-image==0.17.2
    - scipy==1.5.4
    - seaborn==0.11.1
    - sentry-sdk==1.0.0
    - setproctitle==1.2.3
    - shortuuid==1.0.1
    - smmap==4.0.0
    - subprocess32==3.5.4
    - tensorboard-plugin-wit==1.8.0
    - tifffile==2020.9.3
    - tqdm==4.59.0
    - urllib3==1.26.4
    - werkzeug==1.0.1
    - zipp==3.4.1
    
    - wandb>=0.12.15
    - google-cloud>=0.20.0

prefix: /anaconda/envs/ps-mt


================================================
FILE: scripts/train_city.sh
================================================
#!/bin/bash

helpFunction()
{
   echo ""
   echo "Usage: $0 -l labelled_num -b backbone in use -g gpus"
   echo -e "\t-l labelled examples in experiments."
   echo -e "\t-g gpus that in use. "
   echo -e "\t-b backbone in use based on res 50 or 101"
   exit 1
}

while getopts "l:b:g:" opt; do
  case "$opt" in
    l ) labelled="$OPTARG"
          if ((labelled != 372 && labelled != 744 && labelled != 1488 )); then
                 echo "we support the experimental setup for cityscapes as follows:"
                 echo "
    +-------------+------------+------------+------------+
    | hyper-param | 1/8 (372)  | 1/4 (744)  | 1/2 (1488) |
    +-------------+------------+------------+------------+
    |    epoch    |     320    |     450    |     550    |
    +-------------+------------+------------+------------+
    |    weight   |     3.0    |     3.0    |     3.0    |
    +-------------+------------+------------+------------+"
              exit 1
        fi
        ;;
    b ) backbone="$OPTARG"
      if ((backbone != 50 && backbone != 101)); then
        echo "backbone should be 50 or 101"
        exit 1
      fi
      ;;
    g ) gpus="$OPTARG" ;;
    ? ) helpFunction ;;
  esac
done

if [ "${labelled}" == 744 ]; then
  max_epochs=450
elif [ "${labelled}" == 1488 ]; then
  max_epochs=550
else
  max_epochs=320
fi


nohup python3 CityCode/main.py --labeled_examples="${labelled}" --gpus=${gpus} --backbone=${backbone} --warm_up=5 --batch_size=4 --semi_p_th=.6 --semi_n_th=.0 \
--epochs=${max_epochs} > city_"${labelled}"_"${backbone}".out &




================================================
FILE: scripts/train_voc_aug.sh
================================================
#!/bin/bash

helpFunction()
{
   echo ""
   echo "Usage: $0 -l labelled_num -b backbone in use -g gpus"
   echo -e "\t-l labelled examples in experiments."
   echo -e "\t-g gpus that in use. "
   echo -e "\t-b backbone in use based on res 50 or 101"
   exit 1
}

while getopts "l:b:g:" opt; do
  case "$opt" in
    l ) labelled="$OPTARG"
          if ((labelled != 662 && labelled != 1323 && labelled != 2646 && labelled != 5291)); then
                 echo "we support the experimental setup for voc12 aug as follows:"
                 echo "
    +-------------+------------+------------+------------+------------+
    | hyper-param | 1/16 (662) | 1/8 (1323) | 1/4 (2646) | 1/2 (5291) |
    +-------------+------------+------------+------------+------------+
    |    epoch    |     80     |     80     |     200    |     300    |
    +-------------+------------+------------+------------+------------+
    |    weight   |     1.5    |     1.5    |     1.5    |     1.5    |
    +-------------+------------+------------+------------+------------+"
              exit 1
        fi
        ;;
    b ) backbone="$OPTARG"
      if ((backbone != 50 && backbone != 101)); then
        echo "backbone should be 50 or 101"
        exit 1
      fi
      ;;
    g ) gpus="$OPTARG" ;;
    ? ) helpFunction ;;
  esac
done

if [ "${labelled}" == 2646 ]; then
  max_epochs=200
elif [ "${labelled}" == 5291 ]; then
  max_epochs=300
else
  max_epochs=80
fi
unsup_weight=1.5

nohup python3 VocCode/main.py --labeled_examples="${labelled}" --gpus=${gpus} --backbone=${backbone} --warm_up=5 --batch_size=8 --semi_p_th=.6 --semi_n_th=.0 --learning-rate=2.5e-3 \
--epochs=${max_epochs} --unsup_weight=${unsup_weight} > voc_aug_"${labelled}"_"${backbone}".out &




================================================
FILE: scripts/train_voc_blender.sh
================================================
#!/bin/bash

helpFunction()
{
   echo ""
   echo "Usage: $0 -l labelled_num -b backbone in use -g gpus"
   echo -e "\t-l labelled examples in experiments."
   echo -e "\t-g gpus that in use. "
   echo -e "\t-b backbone in use based on res 50 or 101"
   exit 1
}

while getopts "l:b:g:" opt; do
  case "$opt" in
    l ) labelled="$OPTARG"
          if ((labelled != 662 && labelled != 1323 && labelled != 2646 && labelled != 5291)); then
                 echo "we support the experimental setup for voc12 aug as follows:"
                 echo "
    +-------------+------------+------------+------------+------------+
    | hyper-param | 1/16 (6620) | 1/8 (13230) | 1/4 (26460) | 1/2 (52910) |
    +-------------+------------+------------+------------+------------+
    |    epoch    |     80     |     80     |     200    |     300    |
    +-------------+------------+------------+------------+------------+
    |    weight   |     1.5    |     1.5    |     1.5    |     1.5    |
    +-------------+------------+------------+------------+------------+"
              exit 1
        fi
        ;;
    b ) backbone="$OPTARG"
      if ((backbone != 50 && backbone != 101)); then
        echo "backbone should be 50 or 101"
        exit 1
      fi
      ;;
    g ) gpus="$OPTARG" ;;
    ? ) helpFunction ;;
  esac
done

if [ "${labelled}" == 2646 ]; then
  max_epochs=200
elif [ "${labelled}" == 5291 ]; then
  max_epochs=300
else
  max_epochs=80
fi
unsup_weight=1.5

nohup python3 VocCode/main.py --labeled_examples="${labelled}0" --gpus=${gpus} --backbone=${backbone} --warm_up=5 --batch_size=8 --semi_p_th=.6 --semi_n_th=.0 --learning-rate=2.5e-3 \
--epochs=${max_epochs} --unsup_weight=${unsup_weight} > voc_aug_"${labelled}"_"${backbone}".out &




================================================
FILE: scripts/train_voc_hq.sh
================================================
#!/bin/bash

helpFunction()
{
   echo ""
   echo "Usage: $0 -l labelled_num -b backbone in use -g gpus"
   echo -e "\t-l labelled examples in experiments."
   echo -e "\t-g gpus that in use. "
   echo -e "\t-b backbone in use based on res 50 or 101"
   exit 1
}

while getopts "l:b:g:" opt; do
  case "$opt" in
    l ) labelled="$OPTARG"
          if ((labelled != 92 && labelled != 183 && labelled != 366 && labelled != 732)); then
                 echo "we support the experimental setup for voc12 aug as follows:"
                 echo "
                  +-------------+-----------+-----------+-----------+-----------+
                  | hyper-param | 1/16 (92) | 1/8 (183) | 1/4 (366) | 1/2 (732) |
                  +-------------+-----------+-----------+-----------+-----------+
                  |    epoch    |     80    |     80    |    80     |     80    |
                  +-------------+-----------+-----------+-----------+-----------+
                  |    weight   |    0.06   |    0.6    |    0.6    |    0.6    |
                  +-------------+-----------+-----------+-----------+-----------+"
              exit 1
        fi
        ;;
    b ) backbone="$OPTARG"
      if ((backbone != 50 && backbone != 101)); then
        echo "backbone should be 50 or 101"
        exit 1
      fi
      ;;
    g ) gpus="$OPTARG" ;;
    ? ) helpFunction ;;
  esac
done

if [ "${labelled}" == 92 ]; then
  unsup_weight=0.06
else
  unsup_weight=0.6
fi

max_epochs=80

nohup python3 VocCode/main.py --labeled_examples="${labelled}" --gpus=${gpus} --backbone=${backbone} --warm_up=5 --batch_size=8 --semi_p_th=.6 --semi_n_th=.0 --learning-rate=2.5e-3 \
--epochs=${max_epochs} --unsup_weight=${unsup_weight} > voc_hq_"${labelled}"_"${backbone}".out &