[to #42322933]add license header

Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/10336963

modelscope/metrics/image_portrait_enhancement_metric.py

@@ -1,3 +1,5 @@
+# Part of the implementation is borrowed and modified from BasicSR, publicly available at
+# https://github.com/XPixelGroup/BasicSR/blob/master/basicsr/metrics/psnr_ssim.py
 from typing import Dict
 
 import numpy as np

modelscope/models/cv/face_generation/op/conv2d_gradfix.py

@@ -1,3 +1,5 @@
+# The implementation is adopted from stylegan2-pytorch, made public available under the MIT License
+# at https://github.com/rosinality/stylegan2-pytorch/blob/master/op/conv2d_gradfix.py
 import contextlib
 import warnings
 

modelscope/models/cv/face_generation/op/fused_act.py

@@ -1,3 +1,5 @@
+# The implementation is adopted from stylegan2-pytorch, made public available under the MIT License
+# t https://github.com/rosinality/stylegan2-pytorch/blob/master/op/fused_act.py
 import os
 
 import torch

modelscope/models/cv/face_generation/op/upfirdn2d.py

@@ -1,3 +1,5 @@
+# The implementation is adopted from stylegan2-pytorch, made public available under the MIT License
+# at https://github.com/rosinality/stylegan2-pytorch/blob/master/op/upfirdn2d.py
 import os
 from collections import abc
 

modelscope/models/cv/face_generation/stylegan2.py

@@ -1,3 +1,5 @@
+# The implementation is adopted from stylegan2-pytorch,
+# made public available under the MIT License at https://github.com/rosinality/stylegan2-pytorch/blob/master/model.py
 import functools
 import math
 import operator

modelscope/models/cv/image_colorization/unet.py

@@ -1,3 +1,5 @@
+# The implementation here is modified based on DeOldify, originally MIT License
+# and publicly available at https://github.com/jantic/DeOldify/blob/master/deoldify/unet.py
 import numpy as np
 import torch
 import torch.nn as nn

modelscope/models/cv/image_colorization/utils.py

@@ -1,3 +1,5 @@
+# The implementation here is modified based on DeOldify, originally MIT License and
+# publicly available at https://github.com/jantic/DeOldify/blob/master/fastai/callbacks/hooks.py
 import functools
 from enum import Enum
 

modelscope/models/cv/image_portrait_enhancement/align_faces.py

@@ -1,3 +1,5 @@
+# Part of the implementation is borrowed and modified from Face-Alignment,
+# publicly available at https://github.com/foamliu/Face-Alignment/blob/master/align_faces.py
 import cv2
 import numpy as np
 from skimage import transform as trans

modelscope/models/cv/image_portrait_enhancement/eqface/fqa.py

@@ -1,3 +1,4 @@
+# Copyright (c) Alibaba, Inc. and its affiliates.
 import os
 
 import cv2

modelscope/models/cv/image_portrait_enhancement/eqface/model_resnet.py

@@ -1,3 +1,5 @@
+# The implementation is adopted from FaceQuality, made publicly available under the MIT License
+# at https://github.com/deepcam-cn/FaceQuality/blob/master/models/model_resnet.py
 import torch
 from torch import nn
 

modelscope/models/cv/image_portrait_enhancement/gpen.py

@@ -1,3 +1,5 @@
+# The GPEN implementation is also open-sourced by the authors,
+# and available at https://github.com/yangxy/GPEN/blob/main/face_model/gpen_model.py
 import functools
 import itertools
 import math

modelscope/models/cv/image_portrait_enhancement/image_portrait_enhancement.py

@@ -1,3 +1,4 @@
+# Copyright (c) Alibaba, Inc. and its affiliates.
 import math
 import os.path as osp
 from copy import deepcopy

modelscope/models/cv/image_portrait_enhancement/losses/helpers.py

@@ -1,3 +1,5 @@
+# The implementation is adopted from InsightFace_Pytorch,
+# made publicly available under the MIT License at https://github.com/TreB1eN/InsightFace_Pytorch/blob/master/model.py
 from collections import namedtuple
 
 import torch

modelscope/models/cv/image_portrait_enhancement/losses/losses.py

@@ -1,3 +1,5 @@
+# The GPEN implementation is also open-sourced by the authors,
+# and available at https://github.com/yangxy/GPEN/tree/main/training/loss/id_loss.py
 import torch
 import torch.nn as nn
 import torch.nn.functional as F

modelscope/models/cv/image_portrait_enhancement/losses/model_irse.py

@@ -1,3 +1,5 @@
+# The implementation is adopted from InsightFace_Pytorch,
+# made publicly available under the MIT License at https://github.com/TreB1eN/InsightFace_Pytorch/blob/master/model.py
 from torch.nn import (BatchNorm1d, BatchNorm2d, Conv2d, Dropout, Linear,
                       Module, PReLU, Sequential)
 

modelscope/models/cv/image_portrait_enhancement/retinaface/detection.py

@@ -1,3 +1,5 @@
+# The GPEN implementation is also open-sourced by the authors,
+# and available at https://github.com/yangxy/GPEN/blob/main/face_detect/retinaface_detection.py
 import os
 
 import cv2

modelscope/models/cv/image_portrait_enhancement/retinaface/models/net.py

@@ -1,3 +1,5 @@
+# The implementation is adopted from Pytorch_Retinaface, made pubicly available under the MIT License
+# at https://github.com/biubug6/Pytorch_Retinaface/tree/master/models/net.py
 import time
 
 import torch

modelscope/models/cv/image_portrait_enhancement/retinaface/models/retinaface.py

@@ -1,3 +1,5 @@
+# The implementation is adopted from Pytorch_Retinaface, made pubicly available under the MIT License
+# at https://github.com/biubug6/Pytorch_Retinaface/tree/master/models/retinaface.py
 from collections import OrderedDict
 
 import torch

modelscope/models/cv/super_resolution/arch_util.py

@@ -1,3 +1,5 @@
+# The implementation is adopted from BasicSR, made public available under the Apache 2.0 License
+# at https://github.com/XPixelGroup/BasicSR/blob/master/basicsr/archs/arch_util.py
 import collections.abc
 import math
 import warnings

modelscope/models/cv/super_resolution/rrdbnet_arch.py

@@ -1,3 +1,5 @@
+# The implementation is adopted from BasicSR, made public available under the Apache 2.0 License
+# at https://github.com/XPixelGroup/BasicSR/blob/master/basicsr/archs/rrdbnet_arch.py
 import torch
 from torch import nn as nn
 from torch.nn import functional as F