diff --git a/README.MD b/README.MD index cc02d20..b66f94b 100644 --- a/README.MD +++ b/README.MD @@ -70,6 +70,9 @@ When this error has occurred, please check the network environment. ## Update **If the dependency package error after updating, please reinstall the relevant dependency packages.
+ +* Commit [SaveImagePlus](#SaveImagePlus) node，It can customize the directory where the picture is saved, add a timestamp to the file name, select the save format, set the image compression rate, set whether to save the workflow, and optionally add invisible watermarks to the picture. +* Commit [AddBlindWaterMark](#AddBlindWaterMark), [ShowBlindWaterMark](#ShowBlindWaterMark) nodes, Add invisible watermark and decoded watermark to the picture. Commit [CreateQRCode](#CreateQRCode), [DecodeQRCode](#DecodeQRCode) nodes, It can generate two-dimensional code pictures and decode two-dimensional codes. * [ImageScaleRestoreV2](#ImageScaleRestoreV2), [ImageScaleByAspectRatioV2](#ImageScaleByAspectRatioV2), [ImageAutoCropV2](#ImageAutoCropV2) nodes add options for ```width``` and ```height```, which can specify width or height as fixed values. * Commit [PurgeVRAM](#PurgeVRAM) node, Clean up VRAM an RAM. * Commit [AutoAdjust](#AutoAdjust) node, it can automatically adjust image contrast and white balance. @@ -1094,6 +1097,55 @@ Node Options: * purge_models: Unload all loaded models。 + +### SaveImagePlus +Enhanced save image node. You can customize the directory where the picture is saved, add a timestamp to the file name, select the save format, set the image compression rate, set whether to save the workflow, and optionally add invisible watermarks to the picture. (Add information in a way that is invisible to the naked eye, and use the ```ShowBlindWaterMark``` node to decode the watermark. ) + +Node Options: +![image](image/save_image_plus_node.png) +* iamge: The input image. +* custom_path: User-defined directory, enter the directory name in the correct format. If empty, it is saved in the default output directory of ComfyUI. Note that when the file is set to save to the user directory, the picture preview cannot be seen, which is normal. +* filename_prefix: The prefix of file name. +* timestamp: Timestamp the file name, opting for date, time to seconds, and time to milliseconds. +* format: The format of image save. Currently available in ```png``` and ```jpg```. Note that only png format is supported for RGBA mode pictures. +* quality: Image quality, the value range 10-100, the higher the value, the better the picture quality, the volume of the file also correspondingly increases. +* meta_data: Whether to save metadata, that is workflow information. Set this to false if you do not want the workflow to be leaked. +* blind_watermark: The text entered here (does not support multilingualism) will be converted into a QR code and saved as an invisible watermark. Use ```ShowBlindWaterMark``` node can decode watermarks. Note that pictures with watermarks are recommended to be saved in png format, and lower-quality jpg format will cause watermark information to be lost. + +### AddBlindWaterMark +![image](image/watermark_example.png) +Add an invisible watermark to a picture. Add the watermark image in a way that is invisible to the naked eye, and use the ```ShowBlindWaterMark``` node to decode the watermark. + +Node Options: +![image](image/add_blind_watermark_node.png) +* iamge: The input image. +* watermark_image: Watermark image. The image entered here will automatically be converted to a square black and white image as a watermark. It is recommended to use a QR code as a watermark. + + +### ShowBlindWaterMark +Decoding the invisible watermark added to the ```AddBlindWaterMark``` and ```SaveImagePlus``` nodes. +![image](image/show_blind_watermark_node.png) + + +### CreateQRCode +Generate a square QR code picture. + +Node Options: +![image](image/create_qrcode_node.png) +* size: The side length of image. +* border: The size of the border around the QR code, the larger the value, the wider the border. +* text: Enter the text content of the QR code here, and multi-language is not supported. + +### DecodeQRCode +Decoding the QR code. + +Node Options: +![image](image/decode_qrcode_node.png) +* image: The input QR code image. +* pre_blur: Pre-blurring, you can try to adjust this value for QR codes that are difficult to identify. + + + # LayerMask ![image](image/layermask_nodes.png) diff --git a/README_CN.MD b/README_CN.MD index cb3676a..56cf6cd 100644 --- a/README_CN.MD +++ b/README_CN.MD @@ -70,6 +70,9 @@ git clone https://github.com/chflame163/ComfyUI_LayerStyle.git ## 更新说明 **如果本插件更新后出现依赖包错误，请重新安装相关依赖包。 + +* 添加 [SaveImagePlus](#SaveImagePlus)节点，可自定义保存图片的目录，文件名增加时间戳，选择保存格式，设置图片压缩率，设置是否保存工作流，以及可选给图片添加隐形水印。 +* 添加 [AddBlindWaterMark](#AddBlindWaterMark), [ShowBlindWaterMark](#ShowBlindWaterMark)节点，为图片增加隐形水印和解码水印。添加 [CreateQRCode](#CreateQRCode), [DecodeQRCode](#DecodeQRCode)节点，可生成二维码图片和解码二维码。 * [ImageScaleRestoreV2](#ImageScaleRestoreV2), [ImageScaleByAspectRatioV2](#ImageScaleByAspectRatioV2), [ImageAutoCropV2](#ImageAutoCropV2)节点增加```width```和```height```选项，可指定宽度或高度为固定值。 * 添加 [PurgeVRAM](#PurgeVRAM) 节点, 清理显存和内存。 * 添加 [AutoAdjust](#AutoAdjust) 节点, 自动调整图片对比度和白平衡。 @@ -1083,6 +1086,55 @@ cropped_mask: 裁切后的遮罩。 * purge_models: 清理已加载的模型。 +### SaveImagePlus +增强版的保存图片节点。可自定义保存图片的目录，文件名增加时间戳，选择保存格式，设置图片压缩率，设置是否保存工作流，以及可选给图片添加隐形水印。(以肉眼无法觉察的方式添加信息，使用配套的```ShowBlindWaterMark```节点可以解码水印。) + +节点选项说明: +![image](image/save_image_plus_node.png) +* iamge: 输入的图片。 +* custom_path: 用户自定义目录，请按正确的格式输入目录名。如果为空则保存在ComfyUI默认的output目录。注意当文件被设置为保存到用户目录时，无法看到图片预览，这是正常现象。 +* filename_prefix:文件名前缀。 +* timestamp: 为文件名加上时间戳，可选择日期、时间到秒和时间到毫秒。 +* format:图片保存格式。目前提供png和jpg两种。注意RGBA模式的图片仅支持png格式。 +* quality:图片质量，数值范围10-100，数值越高，图片质量越好，文件的体积也对应增大。 +* meta_data:是否保存元数据即工作流信息。如果不希望泄露工作流，请把这里设置为false。 +* blind_watermark:这里输入的文字（不支持多语言）将被转换为二维码作为隐形水印保存，使用```ShowBlindWaterMark```节点可以解码水印。注意有水印的图片建议保存为png格式，质量较低的jpg格式将导致水印信息丢失。 + +### AddBlindWaterMark +![image](image/watermark_example.png) +给图片添加隐形水印。以肉眼无法觉察的方式添加水印图片，使用```ShowBlindWaterMark```节点可以解码水印。 + +节点选项说明: +![image](image/add_blind_watermark_node.png) +* iamge: 输入的图片。 +* watermark_image: 水印图片。这里输入的图片将自动转为正方形的黑白图片作为水印。建议使用二维码作为水印。 + + +### ShowBlindWaterMark +对```AddBlindWaterMark``` 和 ```SaveImagePlus``` 节点添加的隐形水印解码。 +![image](image/show_blind_watermark_node.png) + + +### CreateQRCode +生成一个正方形的二维码图片。 + +节点选项说明: +![image](image/create_qrcode_node.png) +* size: 生成图片的边长。 +* border: 二维码四周边框的大小，数值越大，边框越宽。 +* text: 这里输入二维码文字内容，不支持多语言。 + +### DecodeQRCode +解码二维码。 + +节点选项说明: +![image](image/decode_qrcode_node.png) +* image: 输入二维码图片。 +* pre_blur: 预模糊，对难以识别的二维码可以尝试调整此数值。 + + + + # LayerMask ![image](image/layermask_nodes.png) diff --git a/image/HSV_node.jpg b/image/HSV_node.jpg new file mode 100644 index 0000000..17e1513 Binary files /dev/null and b/image/HSV_node.jpg differ diff --git a/image/HSV_node.png b/image/HSV_node.png deleted file mode 100644 index 61a6325..0000000 Binary files a/image/HSV_node.png and /dev/null differ diff --git a/image/LAB_node.jpg b/image/LAB_node.jpg new file mode 100644 index 0000000..9ca4cee Binary files /dev/null and b/image/LAB_node.jpg differ diff --git a/image/LAB_node.png b/image/LAB_node.png deleted file mode 100644 index cdfbf59..0000000 Binary files a/image/LAB_node.png and /dev/null differ diff --git a/image/RGB_node.jpg b/image/RGB_node.jpg new file mode 100644 index 0000000..7c4ec5a Binary files /dev/null and b/image/RGB_node.jpg differ diff --git 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int(math.sqrt(image.width * image.height * 0.015625) * 0.9) + return size + +def add_invisibal_watermark(image:Image, watermark_image:Image) -> Image: + """ + Adds an invisible watermark to an image. + """ + orig_image_mode = image.mode + temp_dir = os.path.join(folder_paths.get_temp_directory(), generate_random_name('_watermark_', '_temp', 16)) + if os.path.isdir(temp_dir): + shutil.rmtree(temp_dir) + image_dir = os.path.join(temp_dir, 'image') + wm_dir = os.path.join(temp_dir, 'wm') + result_dir = os.path.join(temp_dir, 'result') + + try: + os.makedirs(image_dir) + os.makedirs(wm_dir) + os.makedirs(result_dir) + except Exception as e: + print(e) + log(f"Error: {NODE_NAME} skipped, because unable to create temporary folder.", message_type='error') + return (image,) + + image_file_name = os.path.join(generate_random_name('watermark_orig_', '_temp', 16) + '.png') + wm_file_name = os.path.join(generate_random_name('watermark_image_', '_temp', 16) + '.png') + output_file_name = os.path.join(generate_random_name('watermark_output_', '_temp', 16) + '.png') + + try: + if image.mode != "RGB": + image = image.convert("RGB") + image.save(os.path.join(image_dir, image_file_name)) + watermark_image.save(os.path.join(wm_dir, wm_file_name)) + except IOError as e: + print(e) + log(f"Error: {NODE_NAME} skipped, because unable to create temporary file.", message_type='error') + return (image,) + + from blind_watermark import WaterMark + bwm1 = WaterMark(password_img=1, password_wm=1) + bwm1.read_img(os.path.join(image_dir, image_file_name)) + bwm1.read_wm(os.path.join(wm_dir, wm_file_name)) + output_image = os.path.join(result_dir, output_file_name) + bwm1.embed(output_image, compression_ratio=100) + + return Image.open(output_image).convert(orig_image_mode) + +def decode_watermark(image:Image, watermark_image_size:int=94) -> Image: + temp_dir = os.path.join(folder_paths.get_temp_directory(), generate_random_name('_watermark_', '_temp', 16)) + if os.path.isdir(temp_dir): + shutil.rmtree(temp_dir) + image_dir = os.path.join(temp_dir, 'decode_image') + result_dir = os.path.join(temp_dir, 'decode_result') + + try: + os.makedirs(image_dir) + os.makedirs(result_dir) + except Exception as e: + print(e) + log(f"Error: {NODE_NAME} skipped, because unable to create temporary folder.", message_type='error') + return (image,) + + image_file_name = os.path.join(generate_random_name('watermark_decode_', '_temp', 16) + '.png') + output_file_name = os.path.join(generate_random_name('watermark_decode_output_', '_temp', 16) + '.png') + + try: + image.save(os.path.join(image_dir, image_file_name)) + except IOError as e: + print(e) + log(f"Error: {NODE_NAME} skipped, because unable to create temporary file.", message_type='error') + return (image,) + + from blind_watermark import WaterMark + bwm1 = WaterMark(password_img=1, password_wm=1) + decode_image = os.path.join(image_dir, image_file_name) + output_image = os.path.join(result_dir, output_file_name) + + try: + bwm1.extract(filename=decode_image, wm_shape=(watermark_image_size, watermark_image_size), + out_wm_name=os.path.join(output_image),) + ret_image = Image.open(output_image) + except Exception as e: + log(f"blind watermark extract fail, {e}") + ret_image = Image.new("RGB", (64, 64), color="black") + + ret_image = normalize_gray(ret_image) + + return ret_image + '''Mask Functions''' @lru_cache(maxsize=1, typed=False) diff --git a/py/qrcode.py b/py/qrcode.py new file mode 100644 index 0000000..b4a7718 --- /dev/null +++ b/py/qrcode.py @@ -0,0 +1,87 @@ +from .imagefunc import * + +class CreateQRCode: + + def __init__(self): + pass + + @classmethod + def INPUT_TYPES(self): + + return { + "required": { + "size": ("INT", {"default": 512, "min": 4, "max": 99999, "step": 1}), + "border": ("INT", {"default": 1, "min": 1, "max": 10, "step": 1}), + "text": ("STRING", {"default": "", "multiline": True}), + }, + "optional": { + } + } + + RETURN_TYPES = ("IMAGE", ) + RETURN_NAMES = ("image", ) + FUNCTION = 'create_qrcode' + CATEGORY = '😺dzNodes/LayerUtility' + + def create_qrcode(self, size, border, text): + import qrcode + qr = qrcode.QRCode( + version=1, + error_correction=qrcode.constants.ERROR_CORRECT_H, + box_size=20, + border=border, + ) + qr.add_data(text.encode('utf-8')) + qr.make(fit=True) + ret_image = qr.make_image(fill_color="black", back_color="white") + ret_image = ret_image.resize((size, size), Image.BICUBIC) + + return (pil2tensor(ret_image.convert("RGB")), ) + +class DecodeQRCode: + + def __init__(self): + pass + + @classmethod + def INPUT_TYPES(self): + + return { + "required": { + "image": ("IMAGE",), + "pre_blur": ("INT", {"default": 2, "min": 0, "max": 16, "step": 1}), + }, + "optional": { + } + } + + RETURN_TYPES = ("STRING", ) + RETURN_NAMES = ("string", ) + FUNCTION = 'decode_qrcode' + CATEGORY = '😺dzNodes/LayerUtility' + + def decode_qrcode(self, image, pre_blur): + ret_texts = [] + from pyzbar.pyzbar import decode + for i in image: + _image = torch.unsqueeze(i, 0) + _image = tensor2pil(_image) + if pre_blur: + _image = gaussian_blur(_image, pre_blur) + qrmessage = decode(_image) + if len(qrmessage) > 0: + ret_texts.append(qrmessage[0][0].decode('utf-8')) + else: + ret_texts.append("Cannot recognize QR") + + return (ret_texts, ) + +NODE_CLASS_MAPPINGS = { + "LayerUtility: CreateQRCode": CreateQRCode, + "LayerUtility: DecodeQRCode": DecodeQRCode +} + +NODE_DISPLAY_NAME_MAPPINGS = { + "LayerUtility: CreateQRCode": "LayerUtility: Create QRCode", + "LayerUtility: DecodeQRCode": "LayerUtility: Decode QRCode" +} \ No newline at end of file diff --git a/py/save_image_plus.py b/py/save_image_plus.py new file mode 100644 index 0000000..dda3f2f --- /dev/null +++ b/py/save_image_plus.py @@ -0,0 +1,123 @@ +import os.path +from PIL.PngImagePlugin import PngInfo +import datetime +from .imagefunc import * + +NODE_NAME = 'SaveImagePlus' + +class SaveImagePlus: + def __init__(self): + self.output_dir = folder_paths.get_output_directory() + self.type = "output" + self.prefix_append = "" + self.compress_level = 4 + + @classmethod + def INPUT_TYPES(s): + return {"required": + {"images": ("IMAGE", ), + "custom_path": ("STRING", {"default": ""}), + "filename_prefix": ("STRING", {"default": "comfyui"}), + "timestamp": (["None", "second", "millisecond"],), + "format": (["png", "jpg"],), + "quality": ("INT", {"default": 100, "min": 10, "max": 100, "step": 1}), + "meta_data": ("BOOLEAN", {"default": False}), + "blind_watermark": ("STRING", {"default": ""}), + }, + "hidden": {"prompt": "PROMPT", "extra_pnginfo": "EXTRA_PNGINFO"}, + } + + RETURN_TYPES = () + FUNCTION = "save_image_plus" + OUTPUT_NODE = True + CATEGORY = '😺dzNodes/LayerUtility' + + def save_image_plus(self, images, custom_path, filename_prefix, timestamp, format, quality, + meta_data, blind_watermark, prompt=None, extra_pnginfo=None): + + + filename_prefix += self.prefix_append + full_output_folder, filename, counter, subfolder, filename_prefix = folder_paths.get_save_image_path(filename_prefix, self.output_dir, images[0].shape[1], images[0].shape[0]) + results = list() + for image in images: + i = 255. * image.cpu().numpy() + img = Image.fromarray(np.clip(i, 0, 255).astype(np.uint8)) + + if blind_watermark != "": + img_mode = img.mode + wm_size = watermark_image_size(img) + import qrcode + qr = qrcode.QRCode( + version=1, + error_correction=qrcode.constants.ERROR_CORRECT_H, + box_size=20, + border=1, + ) + qr.add_data(blind_watermark.encode('utf-8')) + qr.make(fit=True) + qr_image = qr.make_image(fill_color="black", back_color="white") + qr_image = qr_image.resize((wm_size, wm_size), Image.BICUBIC).convert("L") + + y, u, v, _ = image_channel_split(img, mode='YCbCr') + _u = add_invisibal_watermark(u, qr_image) + wm_img = image_channel_merge((y, _u, v), mode='YCbCr') + + if img.mode == "RGBA": + img = RGB2RGBA(wm_img, img.split()[-1]) + else: + img = wm_img.convert(img_mode) + + metadata = None + if meta_data: + metadata = PngInfo() + if prompt is not None: + metadata.add_text("prompt", json.dumps(prompt)) + if extra_pnginfo is not None: + for x in extra_pnginfo: + metadata.add_text(x, json.dumps(extra_pnginfo[x])) + + if timestamp == "millisecond": + file = f'{filename}_{datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S-%f")[:-3]}.{format}' + elif timestamp == "second": + file = f'{filename}_{datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S")}.{format}' + else: + file = f'{filename}_{counter:05}.{format}' + + if not os.path.exists(custom_path): + if custom_path != "": + raise FileNotFoundError("custom_path is not a valid path") + else: + full_output_folder = os.path.normpath(custom_path) + + while os.path.isfile(os.path.join(full_output_folder, file)): + counter += 1 + if timestamp == "millisecond": + file = f'{filename}_{datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S-%f")[:-3]}_{counter:05}.{format}' + elif timestamp == "second": + file = f'{filename}_{datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S")}_{counter:05}.{format}' + else: + file = f"{filename}_{counter:05}.{format}" + + if format == "png": + img.save(os.path.join(full_output_folder, file), pnginfo=metadata, compress_level= (100 - quality) // 10) + else: + if img.mode == "RGBA": + img = img.convert("RGB") + img.save(os.path.join(full_output_folder, file), quality=quality) + + results.append({ + "filename": file, + "subfolder": subfolder, + "type": self.type + }) + counter += 1 + + return { "ui": { "images": results } } + +NODE_CLASS_MAPPINGS = { + "LayerUtility: SaveImagePlus": SaveImagePlus +} + +NODE_DISPLAY_NAME_MAPPINGS = { + "LayerUtility: SaveImagePlus": "LayerUtility: SaveImage Plus" +} \ No newline at end of file diff --git a/py/watermark.py b/py/watermark.py new file mode 100644 index 0000000..dc70d64 --- /dev/null +++ b/py/watermark.py @@ -0,0 +1,111 @@ +from .imagefunc import * + + + +class EncodeBlindWaterMark: + + def __init__(self): + pass + + @classmethod + def INPUT_TYPES(self): + + return { + "required": { + "image": ("IMAGE", ), # + "watermark_image": ("IMAGE",), # + }, + "optional": { + } + } + + RETURN_TYPES = ("IMAGE",) + RETURN_NAMES = ("image",) + FUNCTION = 'watermark_encode' + CATEGORY = '😺dzNodes/LayerUtility' + + def watermark_encode(self, image, watermark_image): + + NODE_NAME = 'Add BlindWaterMark' + + l_images = [] + w_images = [] + ret_images = [] + + for l in image: + l_images.append(torch.unsqueeze(l, 0)) + for w in watermark_image: + w_images.append(torch.unsqueeze(w, 0)) + + for i in range(len(l_images)): + _image = tensor2pil(l_images[i]) + wm_size = watermark_image_size(_image) + _wm_image = w_images[i] if i < len(w_images) else w_images[-1] + _wm_image = tensor2pil(_wm_image) + _wm_image = _wm_image.resize((wm_size, wm_size), Image.LANCZOS) + _wm_image = _wm_image.convert("L") + + y, u, v, _ = image_channel_split(_image, mode='YCbCr') + _u = add_invisibal_watermark(u, _wm_image) + ret_image = image_channel_merge((y, _u, v), mode='YCbCr') + + if _image.mode == "RGBA": + ret_image = RGB2RGBA(ret_image, _image.split()[-1]) + ret_images.append(pil2tensor(ret_image)) + + log(f"{NODE_NAME} Processed {len(ret_images)} image(s).", message_type='finish') + return (torch.cat(ret_images, dim=0),) + + + +class DecodeBlindWaterMark: + + def __init__(self): + pass + + @classmethod + def INPUT_TYPES(self): + + return { + "required": { + "image": ("IMAGE",), # + }, + "optional": { + } + } + + RETURN_TYPES = ("IMAGE", ) + RETURN_NAMES = ("watermark_image",) + FUNCTION = 'watermark_decode' + CATEGORY = '😺dzNodes/LayerUtility' + + def watermark_decode(self, image): + + NODE_NAME = 'Decode BlindWaterMark' + + ret_images = [] + + for i in image: + _image = torch.unsqueeze(i,0) + _image = tensor2pil(_image) + wm_size = watermark_image_size(_image) + y, u, v, _ = image_channel_split(_image, mode='YCbCr') + ret_image = decode_watermark(u, wm_size) + ret_image = ret_image.resize((512, 512), Image.LANCZOS) + ret_image = normalize_gray(ret_image) + ret_images.append(pil2tensor(ret_image.convert('RGB'))) + + log(f"{NODE_NAME} Processed {len(ret_images)} image(s).", message_type='finish') + return (torch.cat(ret_images, dim=0), ) + + + +NODE_CLASS_MAPPINGS = { + "LayerUtility: AddBlindWaterMark": EncodeBlindWaterMark, + "LayerUtility: ShowBlindWaterMark": DecodeBlindWaterMark +} + +NODE_DISPLAY_NAME_MAPPINGS = { + "LayerUtility: AddBlindWaterMark": "LayerUtility: Add BlindWaterMark", + "LayerUtility: ShowBlindWaterMark": "LayerUtility: Show BlindWaterMark" +} \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index 6b555cf..ff570b5 100644 --- a/requirements.txt +++ b/requirements.txt @@ -25,4 +25,7 @@ transformers kornia image-reward ultralytics -blend_modes \ No newline at end of file +blend_modes +blind-watermark +qrcode +pyzbar diff --git a/workflow/watermark_example.json b/workflow/watermark_example.json new file mode 100644 index 0000000..e241ad6 --- /dev/null +++ b/workflow/watermark_example.json @@ -0,0 +1,592 @@ +{ + "last_node_id": 27, + "last_link_id": 27, + "nodes": [ + { + "id": 1, + "type": "LayerUtility: AddBlindWaterMark", + "pos": [ + 1135, + 670 + ], + "size": { + "0": 268.79998779296875, + "1": 46 + }, + "flags": {}, + "order": 4, + "mode": 0, + "inputs": [ + { + "name": "image", + "type": "IMAGE", + "link": 1, + "slot_index": 0 + }, + { + "name": "watermark_image", + "type": "IMAGE", + "link": 8 + } + ], + "outputs": [ + { + "name": "image", + "type": "IMAGE", + "links": [ + 3, + 4 + ], + "shape": 3, + "slot_index": 0 + } + ], + "properties": { + "Node name for S&R": "LayerUtility: AddBlindWaterMark" + } + }, + { + "id": 2, + "type": "LoadImage", + "pos": [ + 682, + 468 + ], + "size": { + "0": 397.7324523925781, + "1": 323.5675354003906 + }, + "flags": {}, + "order": 0, + "mode": 0, + "outputs": [ + { + "name": "IMAGE", + "type": "IMAGE", + "links": [ + 1 + ], + "shape": 3 + }, + { + "name": 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