From 528a183d42721cc25056f7eb8c044ba01d60c86a Mon Sep 17 00:00:00 2001 From: Lincoln Stein Date: Sun, 16 Oct 2022 11:50:59 -0400 Subject: [PATCH 01/14] add option to CLI and pngwriter that allows user to set PNG compression level - In CLI: the argument is --png_compression <0..9> (-z<0..9>) - In API, pass `compress_level` to PngWriter.save_image_and_prompt_to_png() Compression ranges from 0 (no compression) to 9 (maximum compression). Default value is 6 (as specified by Pillow package). This addresses an issue first raised in #652. --- docs/features/CLI.md | 2 ++ ldm/invoke/args.py | 16 ++++++++++++++++ ldm/invoke/pngwriter.py | 4 ++-- ldm/invoke/readline.py | 1 + scripts/invoke.py | 1 + 5 files changed, 22 insertions(+), 2 deletions(-) diff --git a/docs/features/CLI.md b/docs/features/CLI.md index f68379891d..1f861d45cb 100644 --- a/docs/features/CLI.md +++ b/docs/features/CLI.md @@ -85,6 +85,7 @@ overridden on a per-prompt basis (see [List of prompt arguments](#list-of-prompt | `--from_file ` | | `None` | Read list of prompts from a file. Use `-` to read from standard input | | `--model ` | | `stable-diffusion-1.4` | Loads model specified in configs/models.yaml. Currently one of "stable-diffusion-1.4" or "laion400m" | | `--full_precision` | `-F` | `False` | Run in slower full-precision mode. Needed for Macintosh M1/M2 hardware and some older video cards. | +| `--png_compression <0-9>` | `-z<0-9>` | 6 | Select level of compression for output files, from 0 (no compression) to 9 (max compression) | | `--web` | | `False` | Start in web server mode | | `--host ` | | `localhost` | Which network interface web server should listen on. Set to 0.0.0.0 to listen on any. | | `--port ` | | `9090` | Which port web server should listen for requests on. | @@ -153,6 +154,7 @@ Here are the invoke> command that apply to txt2img: | --seed | -S | None | Set the random seed for the next series of images. This can be used to recreate an image generated previously.| | --sampler | -A| k_lms | Sampler to use. Use -h to get list of available samplers. | | --hires_fix | | | Larger images often have duplication artefacts. This option suppresses duplicates by generating the image at low res, and then using img2img to increase the resolution | +| `--png_compression <0-9>` | `-z<0-9>` | 6 | Select level of compression for output files, from 0 (no compression) to 9 (max compression) | | --grid | -g | False | Turn on grid mode to return a single image combining all the images generated by this prompt | | --individual | -i | True | Turn off grid mode (deprecated; leave off --grid instead) | | --outdir | -o | outputs/img_samples | Temporarily change the location of these images | diff --git a/ldm/invoke/args.py b/ldm/invoke/args.py index 11f81a9359..900ff74fc4 100644 --- a/ldm/invoke/args.py +++ b/ldm/invoke/args.py @@ -379,6 +379,14 @@ class Args(object): default='stable-diffusion-1.4', help='Indicates which diffusion model to load. (currently "stable-diffusion-1.4" (default) or "laion400m")', ) + model_group.add_argument( + '--png_compression','-z', + type=int, + default=6, + choices=range(0,9), + dest='png_compression', + help='level of PNG compression, from 0 (none) to 9 (maximum). Default is 6.' + ) model_group.add_argument( '--sampler', '-A', @@ -650,6 +658,14 @@ class Args(object): dest='save_intermediates', help='Save every nth intermediate image into an "intermediates" directory within the output directory' ) + render_group.add_argument( + '--png_compression','-z', + type=int, + default=6, + choices=range(0,10), + dest='png_compression', + help='level of PNG compression, from 0 (none) to 9 (maximum). Default is 6.' + ) img2img_group.add_argument( '-I', '--init_img', diff --git a/ldm/invoke/pngwriter.py b/ldm/invoke/pngwriter.py index feee907d7f..8f38e1add0 100644 --- a/ldm/invoke/pngwriter.py +++ b/ldm/invoke/pngwriter.py @@ -33,13 +33,13 @@ class PngWriter: # saves image named _image_ to outdir/name, writing metadata from prompt # returns full path of output - def save_image_and_prompt_to_png(self, image, dream_prompt, name, metadata=None): + def save_image_and_prompt_to_png(self, image, dream_prompt, name, metadata=None, compress_level=6): path = os.path.join(self.outdir, name) info = PngImagePlugin.PngInfo() info.add_text('Dream', dream_prompt) if metadata: info.add_text('sd-metadata', json.dumps(metadata)) - image.save(path, 'PNG', pnginfo=info) + image.save(path, 'PNG', pnginfo=info, compress_level=compress_level) return path def retrieve_metadata(self,img_basename): diff --git a/ldm/invoke/readline.py b/ldm/invoke/readline.py index 4dd4abf14f..309a7c55a1 100644 --- a/ldm/invoke/readline.py +++ b/ldm/invoke/readline.py @@ -53,6 +53,7 @@ COMMANDS = ( '--log_tokenization','-t', '--hires_fix', '--inpaint_replace','-r', + '--png_compression','-z', '!fix','!fetch','!history','!search','!clear', '!models','!switch','!import_model','!edit_model' ) diff --git a/scripts/invoke.py b/scripts/invoke.py index a249340cd4..e157048e29 100644 --- a/scripts/invoke.py +++ b/scripts/invoke.py @@ -270,6 +270,7 @@ def main_loop(gen, opt, infile): model_hash = gen.model_hash, ), name = filename, + compress_level = opt.png_compression, ) # update rfc metadata From 57bff2a66364ceb606cd0eee50d4257951d1d4e9 Mon Sep 17 00:00:00 2001 From: Lincoln Stein Date: Sun, 16 Oct 2022 16:45:07 -0400 Subject: [PATCH 02/14] clipseg library and environment in place --- environment.yml | 1 + ldm/invoke/txt2mask.py | 90 +++++++++++++++++++++++++++++++++++++++ scripts/preload_models.py | 42 +++++++++++++----- 3 files changed, 122 insertions(+), 11 deletions(-) create mode 100644 ldm/invoke/txt2mask.py diff --git a/environment.yml b/environment.yml index f387e722c3..14e599fa20 100644 --- a/environment.yml +++ b/environment.yml @@ -37,4 +37,5 @@ dependencies: - -e git+https://github.com/CompVis/taming-transformers.git@master#egg=taming-transformers - -e git+https://github.com/Birch-san/k-diffusion.git@mps#egg=k_diffusion - -e git+https://github.com/TencentARC/GFPGAN.git#egg=gfpgan + - -e git+https://github.com/invoke-ai/clipseg.git#egg=clipseg - -e . diff --git a/ldm/invoke/txt2mask.py b/ldm/invoke/txt2mask.py new file mode 100644 index 0000000000..3e2b84d591 --- /dev/null +++ b/ldm/invoke/txt2mask.py @@ -0,0 +1,90 @@ +'''Makes available the Txt2Mask class, which assists in the automatic +assignment of masks via text prompt using clipseg. + +Here is typical usage: + + from ldm.invoke.txt2mask import Txt2Mask, SegmentedGrayscale + from PIL import Image + + txt2mask = Txt2Mask(self.device) + segmented = txt2mask.segment(Image.open('/path/to/img.png'),'a bagel') + + # this will return a grayscale Image of the segmented data + grayscale = segmented.to_grayscale() + + # this will return a semi-transparent image in which the + # selected object(s) are opaque and the rest is at various + # levels of transparency + transparent = segmented.to_transparent() + + # this will return a masked image suitable for use in inpainting: + mask = segmented.to_mask(threshold=0.5) + +The threshold used in the call to to_mask() selects pixels for use in +the mask that exceed the indicated confidence threshold. Values range +from 0.0 to 1.0. The higher the threshold, the more confident the +algorithm is. In limited testing, I have found that values around 0.5 +work fine. +''' + +import torch +import numpy as np +from models.clipseg import CLIPDensePredT +from einops import rearrange, repeat +from PIL import Image +from torchvision import transforms + +CLIP_VERSION = 'ViT-B/16' +CLIPSEG_WEIGHTS = 'src/clipseg/weights/rd64-uni.pth' + +class SegmentedGrayscale(object): + def __init__(self, image:Image, heatmap:torch.Tensor): + self.heatmap = heatmap + self.image = image + + def to_grayscale(self)->Image: + return Image.fromarray(np.uint8(self.heatmap*255)) + + def to_mask(self,threshold:float=0.5)->Image: + discrete_heatmap = self.heatmap.lt(threshold).int() + return Image.fromarray(np.uint8(discrete_heatmap*255),mode='L') + + def to_transparent(self)->Image: + transparent_image = self.image.copy() + transparent_image.putalpha(self.to_image) + return transparent_image + +class Txt2Mask(object): + ''' + Create new Txt2Mask object. The optional device argument can be one of + 'cuda', 'mps' or 'cpu'. + ''' + def __init__(self,device='cpu'): + print('>> Initializing clipseg model') + self.model = CLIPDensePredT(version=CLIP_VERSION, reduce_dim=64, ) + self.model.eval() + self.model.to(device) + self.model.load_state_dict(torch.load(CLIPSEG_WEIGHTS, map_location=torch.device(device)), strict=False) + + @torch.no_grad() + def segment(self, image:Image, prompt:str) -> SegmentedGrayscale: + ''' + Given a prompt string such as "a bagel", tries to identify the object in the + provided image and returns a SegmentedGrayscale object in which the brighter + pixels indicate where the object is inferred to be. + ''' + prompts = [prompt] # right now we operate on just a single prompt at a time + + transform = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + transforms.Resize((image.width, image.height)), # must be multiple of 64... + ]) + img = transform(image).unsqueeze(0) + preds = self.model(img.repeat(len(prompts),1,1,1), prompts)[0] + heatmap = torch.sigmoid(preds[0][0]).cpu() + return SegmentedGrayscale(image, heatmap) + + + + diff --git a/scripts/preload_models.py b/scripts/preload_models.py index db484517db..2ef344f8c3 100644 --- a/scripts/preload_models.py +++ b/scripts/preload_models.py @@ -10,28 +10,31 @@ import sys import transformers import os import warnings +import torch import urllib.request +import zipfile +import traceback transformers.logging.set_verbosity_error() # this will preload the Bert tokenizer fles -print('preloading bert tokenizer...', end='') - -tokenizer = BertTokenizerFast.from_pretrained('bert-base-uncased') +print('Loading bert tokenizer (ignore deprecation errors)...', end='') +with warnings.catch_warnings(): + warnings.filterwarnings('ignore', category=DeprecationWarning) + tokenizer = BertTokenizerFast.from_pretrained('bert-base-uncased') print('...success') +sys.stdout.flush() # this will download requirements for Kornia -print('preloading Kornia requirements...', end='') +print('Loading Kornia requirements...', end='') with warnings.catch_warnings(): warnings.filterwarnings('ignore', category=DeprecationWarning) import kornia print('...success') version = 'openai/clip-vit-large-patch14' - -print('preloading CLIP model...',end='') sys.stdout.flush() - +print('Loading CLIP model...',end='') tokenizer = CLIPTokenizer.from_pretrained(version) transformer = CLIPTextModel.from_pretrained(version) print('...success') @@ -61,7 +64,6 @@ if gfpgan: FaceRestoreHelper(1, det_model='retinaface_resnet50') print('...success') except Exception: - import traceback print('Error loading ESRGAN:') print(traceback.format_exc()) @@ -89,13 +91,11 @@ if gfpgan: urllib.request.urlretrieve(model_url,model_dest) print('...success') except Exception: - import traceback print('Error loading GFPGAN:') print(traceback.format_exc()) print('preloading CodeFormer model file...',end='') try: - import urllib.request model_url = 'https://github.com/sczhou/CodeFormer/releases/download/v0.1.0/codeformer.pth' model_dest = 'ldm/invoke/restoration/codeformer/weights/codeformer.pth' if not os.path.exists(model_dest): @@ -103,7 +103,27 @@ try: os.makedirs(os.path.dirname(model_dest), exist_ok=True) urllib.request.urlretrieve(model_url,model_dest) except Exception: - import traceback print('Error loading CodeFormer:') print(traceback.format_exc()) print('...success') + +print('Loading clipseq model for text-based masking...',end='') +try: + model_url = 'https://owncloud.gwdg.de/index.php/s/ioHbRzFx6th32hn/download' + model_dest = 'src/clipseg/clipseg_weights.zip' + if not os.path.exists(model_dest): + os.makedirs(os.path.dirname(model_dest), exist_ok=True) + urllib.request.urlretrieve(model_url,model_dest) + with zipfile.ZipFile(model_dest,'r') as zip: + zip.extractall('src/clipseg') + os.rename('src/clipseg/clipseg_weights','src/clipseg/weights') + from models.clipseg import CLIPDensePredT + model = CLIPDensePredT(version='ViT-B/16', reduce_dim=64, ) + model.eval() + model.load_state_dict(torch.load('src/clipseg/weights/rd64-uni-refined.pth'), strict=False) +except Exception: + print('Error installing clipseg model:') + print(traceback.format_exc()) +print('...success') + + From 5eb0f8ffa787a7eb3a70853c7052d49bdf9a1c44 Mon Sep 17 00:00:00 2001 From: Lincoln Stein Date: Sun, 16 Oct 2022 23:30:24 -0400 Subject: [PATCH 03/14] add clipseg support for creating inpaint masks from text On the command line, the new option is --text_mask or -tm. Example: ``` invoke> a baseball -I /path/to/still_life.png -tm orange ``` This will find the orange fruit in the still life painting and replace it with an image of a baseball. --- docs/assets/still-life-inpainted.png | Bin 0 -> 345967 bytes docs/assets/still-life-scaled.jpg | Bin 0 -> 60207 bytes docs/features/CLI.md | 28 +++++++++++++-- docs/features/INPAINTING.md | 41 ++++++++++++++++++++- ldm/generate.py | 46 +++++++++++++++++++----- ldm/invoke/args.py | 8 +++++ ldm/invoke/generator/txt2img.py | 1 + ldm/invoke/readline.py | 1 + ldm/invoke/txt2mask.py | 52 +++++++++++++++++++++------ 9 files changed, 155 insertions(+), 22 deletions(-) create mode 100644 docs/assets/still-life-inpainted.png create mode 100644 docs/assets/still-life-scaled.jpg diff --git a/docs/assets/still-life-inpainted.png b/docs/assets/still-life-inpainted.png new file mode 100644 index 0000000000000000000000000000000000000000..ab8c7bd69a7c3f0ec77252a5a9b00c2af7994a15 GIT binary patch literal 345967 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a/docs/features/CLI.md +++ b/docs/features/CLI.md @@ -154,7 +154,7 @@ Here are the invoke> command that apply to txt2img: | --seed | -S | None | Set the random seed for the next series of images. This can be used to recreate an image generated previously.| | --sampler | -A| k_lms | Sampler to use. Use -h to get list of available samplers. | | --hires_fix | | | Larger images often have duplication artefacts. This option suppresses duplicates by generating the image at low res, and then using img2img to increase the resolution | -| `--png_compression <0-9>` | `-z<0-9>` | 6 | Select level of compression for output files, from 0 (no compression) to 9 (max compression) | +| --png_compression <0-9> | -z<0-9> | 6 | Select level of compression for output files, from 0 (no compression) to 9 (max compression) | | --grid | -g | False | Turn on grid mode to return a single image combining all the images generated by this prompt | | --individual | -i | True | Turn off grid mode (deprecated; leave off --grid instead) | | --outdir | -o | outputs/img_samples | Temporarily change the location of these images | @@ -212,11 +212,35 @@ accepts additional options: [Inpainting](./INPAINTING.md) for details. inpainting accepts all the arguments used for txt2img and img2img, as -well as the --mask (-M) argument: +well as the --mask (-M) and --text_mask (-tm) arguments: | Argument | Shortcut | Default | Description | |--------------------|------------|---------------------|--------------| | `--init_mask ` | `-M` | `None` |Path to an image the same size as the initial_image, with areas for inpainting made transparent.| +| `--text_mask []` | `-tm []` | | Create a mask from a text prompt describing part of the image| + +`--text_mask` (short form `-tm`) is a way to generate a mask using a +text description of the part of the image to replace. For example, if +you have an image of a breakfast plate with a bagel, toast and +scrambled eggs, you can selectively mask the bagel and replace it with +a piece of cake this way: + +~~~ +invoke> a piece of cake -I /path/to/breakfast.png -tm bagel +~~~ + +The algorithm uses clipseg to classify +different regions of the image. The classifier puts out a confidence +score for each region it identifies. Generally regions that score +above 0.5 are reliable, but if you are getting too much or too little +masking you can adjust the threshold down (to get more mask), or up +(to get less). In this example, by passing `-tm` a higher value, we +are insisting on a more stringent classification. + +~~~ +invoke> a piece of cake -I /path/to/breakfast.png -tm bagel 0.6 +~~~ # Other Commands diff --git a/docs/features/INPAINTING.md b/docs/features/INPAINTING.md index c488c72d16..ac558917e7 100644 --- a/docs/features/INPAINTING.md +++ b/docs/features/INPAINTING.md @@ -34,7 +34,46 @@ original unedited image and the masked (partially transparent) image: invoke> "man with cat on shoulder" -I./images/man.png -M./images/man-transparent.png ``` -We are hoping to get rid of the need for this workaround in an upcoming release. +## **Masking using Text** + +You can also create a mask using a text prompt to select the part of +the image you want to alter, using the clipseg algorithm. This +works on any image, not just ones generated by InvokeAI. + +The `--text_mask` (short form `-tm`) option takes two arguments. The +first argument is a text description of the part of the image you wish +to mask (paint over). If the text description contains a space, you must +surround it with quotation marks. The optional second argument is the +minimum threshold for the mask classifier's confidence score, described +in more detail below. + +To see how this works in practice, here's an image of a still life +painting that I got off the web. + + + +You can selectively mask out the +orange and replace it with a baseball in this way: + +~~~ +invoke> a baseball -I /path/to/still_life.png -tm orange +~~~ + + + +The clipseg classifier produces a confidence score for each region it +identifies. Generally regions that score above 0.5 are reliable, but +if you are getting too much or too little masking you can adjust the +threshold down (to get more mask), or up (to get less). In this +example, by passing `-tm` a higher value, we are insisting on a tigher +mask. However, if you make it too high, the orange may not be picked +up at all! + +~~~ +invoke> a baseball -I /path/to/breakfast.png -tm orange 0.6 +~~~ + ### Inpainting is not changing the masked region enough! diff --git a/ldm/generate.py b/ldm/generate.py index fb7b0dc26f..4db60af876 100644 --- a/ldm/generate.py +++ b/ldm/generate.py @@ -34,7 +34,8 @@ from ldm.invoke.image_util import InitImageResizer from ldm.invoke.devices import choose_torch_device, choose_precision from ldm.invoke.conditioning import get_uc_and_c from ldm.invoke.model_cache import ModelCache - +from ldm.invoke.txt2mask import Txt2Mask, SegmentedGrayscale + def fix_func(orig): if hasattr(torch.backends, 'mps') and torch.backends.mps.is_available(): def new_func(*args, **kw): @@ -188,6 +189,7 @@ class Generate: self.esrgan = esrgan self.free_gpu_mem = free_gpu_mem self.size_matters = True # used to warn once about large image sizes and VRAM + self.txt2mask = None # Note that in previous versions, there was an option to pass the # device to Generate(). However the device was then ignored, so @@ -266,6 +268,7 @@ class Generate: # these are specific to img2img and inpaint init_img = None, init_mask = None, + text_mask = None, fit = False, strength = None, init_color = None, @@ -298,6 +301,8 @@ class Generate: seamless // whether the generated image should tile hires_fix // whether the Hires Fix should be applied during generation init_img // path to an initial image + init_mask // path to a mask for the initial image + text_mask // a text string that will be used to guide clipseg generation of the init_mask strength // strength for noising/unnoising init_img. 0.0 preserves image exactly, 1.0 replaces it completely facetool_strength // strength for GFPGAN/CodeFormer. 0.0 preserves image exactly, 1.0 replaces it completely ddim_eta // image randomness (eta=0.0 means the same seed always produces the same image) @@ -405,6 +410,7 @@ class Generate: width, height, fit=fit, + text_mask=text_mask, ) # TODO: Hacky selection of operation to perform. Needs to be refactored. @@ -620,17 +626,14 @@ class Generate: width, height, fit=False, + text_mask=None, ): init_image = None init_mask = None if not img: return None, None - image = self._load_img( - img, - width, - height, - ) + image = self._load_img(img) if image.width < self.width and image.height < self.height: print(f'>> WARNING: img2img and inpainting may produce unexpected results with initial images smaller than {self.width}x{self.height} in both dimensions') @@ -648,10 +651,12 @@ class Generate: init_image = self._create_init_image(image,width,height,fit=fit) # this returns a torch tensor if mask: - mask_image = self._load_img( - mask, width, height) # this returns an Image + mask_image = self._load_img(mask) # this returns an Image init_mask = self._create_init_mask(mask_image,width,height,fit=fit) + elif text_mask: + init_mask = self._txt2mask(image, text_mask, width, height, fit=fit) + return init_image, init_mask def _make_base(self): @@ -830,7 +835,7 @@ class Generate: print(msg) - def _load_img(self, img, width, height)->Image: + def _load_img(self, img)->Image: if isinstance(img, Image.Image): image = img print( @@ -892,6 +897,29 @@ class Generate: mask = ImageOps.invert(mask) return mask + # TODO: The latter part of this method repeats code from _create_init_mask() + def _txt2mask(self, image:Image, text_mask:list, width, height, fit=True) -> Image: + prompt = text_mask[0] + confidence_level = text_mask[1] if len(text_mask)>1 else 0.5 + if self.txt2mask is None: + self.txt2mask = Txt2Mask(device = self.device) + + segmented = self.txt2mask.segment(image, prompt) + mask = segmented.to_mask(float(confidence_level)) + mask = mask.convert('RGB') + # now we adjust the size + if fit: + mask = self._fit_image(mask, (width, height)) + else: + mask = self._squeeze_image(mask) + mask = mask.resize((mask.width//downsampling, mask.height // + downsampling), resample=Image.Resampling.NEAREST) + mask = np.array(mask) + mask = mask.astype(np.float32) / 255.0 + mask = mask[None].transpose(0, 3, 1, 2) + mask = torch.from_numpy(mask) + return mask.to(self.device) + def _has_transparency(self, image): if image.info.get("transparency", None) is not None: return True diff --git a/ldm/invoke/args.py b/ldm/invoke/args.py index 900ff74fc4..bca69008d9 100644 --- a/ldm/invoke/args.py +++ b/ldm/invoke/args.py @@ -678,6 +678,14 @@ class Args(object): type=str, help='Path to input mask for inpainting mode (supersedes width and height)', ) + img2img_group.add_argument( + '-tm', + '--text_mask', + nargs='+', + type=str, + help='Use the clipseg classifier to generate the mask area for inpainting. Provide a description of the area to mask ("a mug"), optionally followed by the confidence level threshold (0-1.0; defaults to 0.5).', + default=None, + ) img2img_group.add_argument( '--init_color', type=str, diff --git a/ldm/invoke/generator/txt2img.py b/ldm/invoke/generator/txt2img.py index 3502de9be9..edd12c948c 100644 --- a/ldm/invoke/generator/txt2img.py +++ b/ldm/invoke/generator/txt2img.py @@ -74,3 +74,4 @@ class Txt2Img(Generator): if self.perlin > 0.0: x = (1-self.perlin)*x + self.perlin*self.get_perlin_noise(width // self.downsampling_factor, height // self.downsampling_factor) return x + diff --git a/ldm/invoke/readline.py b/ldm/invoke/readline.py index 309a7c55a1..0a79894029 100644 --- a/ldm/invoke/readline.py +++ b/ldm/invoke/readline.py @@ -54,6 +54,7 @@ COMMANDS = ( '--hires_fix', '--inpaint_replace','-r', '--png_compression','-z', + '--text_mask','-tm', '!fix','!fetch','!history','!search','!clear', '!models','!switch','!import_model','!edit_model' ) diff --git a/ldm/invoke/txt2mask.py b/ldm/invoke/txt2mask.py index 3e2b84d591..01d93546e3 100644 --- a/ldm/invoke/txt2mask.py +++ b/ldm/invoke/txt2mask.py @@ -36,6 +36,7 @@ from torchvision import transforms CLIP_VERSION = 'ViT-B/16' CLIPSEG_WEIGHTS = 'src/clipseg/weights/rd64-uni.pth' +CLIPSEG_SIZE = 352 class SegmentedGrayscale(object): def __init__(self, image:Image, heatmap:torch.Tensor): @@ -43,28 +44,39 @@ class SegmentedGrayscale(object): self.image = image def to_grayscale(self)->Image: - return Image.fromarray(np.uint8(self.heatmap*255)) + return self._rescale(Image.fromarray(np.uint8(self.heatmap*255))) def to_mask(self,threshold:float=0.5)->Image: discrete_heatmap = self.heatmap.lt(threshold).int() - return Image.fromarray(np.uint8(discrete_heatmap*255),mode='L') + return self._rescale(Image.fromarray(np.uint8(discrete_heatmap*255),mode='L')) def to_transparent(self)->Image: transparent_image = self.image.copy() - transparent_image.putalpha(self.to_image) + transparent_image.putalpha(self.to_grayscale()) return transparent_image + # unscales and uncrops the 352x352 heatmap so that it matches the image again + def _rescale(self, heatmap:Image)->Image: + size = self.image.width if (self.image.width > self.image.height) else self.image.height + resized_image = heatmap.resize( + (size,size), + resample=Image.Resampling.LANCZOS + ) + return resized_image.crop((0,0,self.image.width,self.image.height)) + class Txt2Mask(object): ''' Create new Txt2Mask object. The optional device argument can be one of 'cuda', 'mps' or 'cpu'. ''' def __init__(self,device='cpu'): - print('>> Initializing clipseg model') + print('>> Initializing clipseg model for text to mask inference') + self.device = device self.model = CLIPDensePredT(version=CLIP_VERSION, reduce_dim=64, ) self.model.eval() - self.model.to(device) - self.model.load_state_dict(torch.load(CLIPSEG_WEIGHTS, map_location=torch.device(device)), strict=False) + # initially we keep everything in cpu to conserve space + self.model.to('cpu') + self.model.load_state_dict(torch.load(CLIPSEG_WEIGHTS, map_location=torch.device('cpu')), strict=False) @torch.no_grad() def segment(self, image:Image, prompt:str) -> SegmentedGrayscale: @@ -73,18 +85,38 @@ class Txt2Mask(object): provided image and returns a SegmentedGrayscale object in which the brighter pixels indicate where the object is inferred to be. ''' + self._to_device(self.device) prompts = [prompt] # right now we operate on just a single prompt at a time transform = transforms.Compose([ transforms.ToTensor(), transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), - transforms.Resize((image.width, image.height)), # must be multiple of 64... + transforms.Resize((CLIPSEG_SIZE, CLIPSEG_SIZE)), # must be multiple of 64... ]) - img = transform(image).unsqueeze(0) + + img = self._scale_and_crop(image) + img = transform(img).unsqueeze(0) + preds = self.model(img.repeat(len(prompts),1,1,1), prompts)[0] heatmap = torch.sigmoid(preds[0][0]).cpu() + self._to_device('cpu') return SegmentedGrayscale(image, heatmap) + def _to_device(self, device): + self.model.to(device) - - + def _scale_and_crop(self, image:Image)->Image: + scaled_image = Image.new('RGB',(CLIPSEG_SIZE,CLIPSEG_SIZE)) + if image.width > image.height: # width is constraint + scale = CLIPSEG_SIZE / image.width + else: + scale = CLIPSEG_SIZE / image.height + scaled_image.paste( + image.resize( + (int(scale * image.width), + int(scale * image.height) + ), + resample=Image.Resampling.LANCZOS + ),box=(0,0) + ) + return scaled_image From 22267475eb4be4cfb70f4a3f8bbab0b2b1b63f50 Mon Sep 17 00:00:00 2001 From: Lincoln Stein Date: Sun, 16 Oct 2022 23:34:29 -0400 Subject: [PATCH 04/14] update environment/requirements for clipseg dependency --- environment-mac.yml | 1 + requirements-linux-arm64.txt | 1 + requirements.txt | 1 + 3 files changed, 3 insertions(+) diff --git a/environment-mac.yml b/environment-mac.yml index c71e8e67e1..535957122a 100644 --- a/environment-mac.yml +++ b/environment-mac.yml @@ -57,6 +57,7 @@ dependencies: - -e git+https://github.com/openai/CLIP.git@main#egg=clip - -e git+https://github.com/Birch-san/k-diffusion.git@mps#egg=k_diffusion - -e git+https://github.com/TencentARC/GFPGAN.git#egg=gfpgan + - -e git+https://github.com/invoke-ai/clipseg.git#egg=clipseg - -e . variables: PYTORCH_ENABLE_MPS_FALLBACK: 1 diff --git a/requirements-linux-arm64.txt b/requirements-linux-arm64.txt index 56da2b94c9..2b94a1f6c5 100644 --- a/requirements-linux-arm64.txt +++ b/requirements-linux-arm64.txt @@ -22,4 +22,5 @@ transformers==4.19.2 -e git+https://github.com/CompVis/taming-transformers.git@master#egg=taming-transformers -e git+https://github.com/lstein/k-diffusion.git@master#egg=k-diffusion -e git+https://github.com/TencentARC/GFPGAN.git#egg=gfpgan +-3 git+https://github.com/invoke-ai/clipseg.git#egg=clipseg -e . diff --git a/requirements.txt b/requirements.txt index 7041dec3ce..3517e48177 100644 --- a/requirements.txt +++ b/requirements.txt @@ -35,3 +35,4 @@ realesrgan git+https://github.com/openai/CLIP.git@main#egg=clip git+https://github.com/Birch-san/k-diffusion.git@mps#egg=k-diffusion git+https://github.com/TencentARC/GFPGAN.git#egg=gfpgan +git+https://github.com/invoke-ai/clipseg.git#egg=clipseg From 0cf11ce48890ccc444831b510b5a6d2f6cf17a57 Mon Sep 17 00:00:00 2001 From: Lincoln Stein Date: Sun, 16 Oct 2022 11:50:59 -0400 Subject: [PATCH 05/14] add option to CLI and pngwriter that allows user to set PNG compression level - In CLI: the argument is --png_compression <0..9> (-z<0..9>) - In API, pass `compress_level` to PngWriter.save_image_and_prompt_to_png() Compression ranges from 0 (no compression) to 9 (maximum compression). Default value is 6 (as specified by Pillow package). This addresses an issue first raised in #652. --- docs/features/CLI.md | 2 ++ ldm/invoke/args.py | 16 ++++++++++++++++ ldm/invoke/pngwriter.py | 4 ++-- ldm/invoke/readline.py | 1 + scripts/invoke.py | 1 + 5 files changed, 22 insertions(+), 2 deletions(-) diff --git a/docs/features/CLI.md b/docs/features/CLI.md index f68379891d..1f861d45cb 100644 --- a/docs/features/CLI.md +++ b/docs/features/CLI.md @@ -85,6 +85,7 @@ overridden on a per-prompt basis (see [List of prompt arguments](#list-of-prompt | `--from_file ` | | `None` | Read list of prompts from a file. Use `-` to read from standard input | | `--model ` | | `stable-diffusion-1.4` | Loads model specified in configs/models.yaml. Currently one of "stable-diffusion-1.4" or "laion400m" | | `--full_precision` | `-F` | `False` | Run in slower full-precision mode. Needed for Macintosh M1/M2 hardware and some older video cards. | +| `--png_compression <0-9>` | `-z<0-9>` | 6 | Select level of compression for output files, from 0 (no compression) to 9 (max compression) | | `--web` | | `False` | Start in web server mode | | `--host ` | | `localhost` | Which network interface web server should listen on. Set to 0.0.0.0 to listen on any. | | `--port ` | | `9090` | Which port web server should listen for requests on. | @@ -153,6 +154,7 @@ Here are the invoke> command that apply to txt2img: | --seed | -S | None | Set the random seed for the next series of images. This can be used to recreate an image generated previously.| | --sampler | -A| k_lms | Sampler to use. Use -h to get list of available samplers. | | --hires_fix | | | Larger images often have duplication artefacts. This option suppresses duplicates by generating the image at low res, and then using img2img to increase the resolution | +| `--png_compression <0-9>` | `-z<0-9>` | 6 | Select level of compression for output files, from 0 (no compression) to 9 (max compression) | | --grid | -g | False | Turn on grid mode to return a single image combining all the images generated by this prompt | | --individual | -i | True | Turn off grid mode (deprecated; leave off --grid instead) | | --outdir | -o | outputs/img_samples | Temporarily change the location of these images | diff --git a/ldm/invoke/args.py b/ldm/invoke/args.py index 229d92b657..293d93d5a8 100644 --- a/ldm/invoke/args.py +++ b/ldm/invoke/args.py @@ -378,6 +378,14 @@ class Args(object): default='stable-diffusion-1.4', help='Indicates which diffusion model to load. (currently "stable-diffusion-1.4" (default) or "laion400m")', ) + model_group.add_argument( + '--png_compression','-z', + type=int, + default=6, + choices=range(0,9), + dest='png_compression', + help='level of PNG compression, from 0 (none) to 9 (maximum). Default is 6.' + ) model_group.add_argument( '--sampler', '-A', @@ -649,6 +657,14 @@ class Args(object): dest='save_intermediates', help='Save every nth intermediate image into an "intermediates" directory within the output directory' ) + render_group.add_argument( + '--png_compression','-z', + type=int, + default=6, + choices=range(0,10), + dest='png_compression', + help='level of PNG compression, from 0 (none) to 9 (maximum). Default is 6.' + ) img2img_group.add_argument( '-I', '--init_img', diff --git a/ldm/invoke/pngwriter.py b/ldm/invoke/pngwriter.py index feee907d7f..8f38e1add0 100644 --- a/ldm/invoke/pngwriter.py +++ b/ldm/invoke/pngwriter.py @@ -33,13 +33,13 @@ class PngWriter: # saves image named _image_ to outdir/name, writing metadata from prompt # returns full path of output - def save_image_and_prompt_to_png(self, image, dream_prompt, name, metadata=None): + def save_image_and_prompt_to_png(self, image, dream_prompt, name, metadata=None, compress_level=6): path = os.path.join(self.outdir, name) info = PngImagePlugin.PngInfo() info.add_text('Dream', dream_prompt) if metadata: info.add_text('sd-metadata', json.dumps(metadata)) - image.save(path, 'PNG', pnginfo=info) + image.save(path, 'PNG', pnginfo=info, compress_level=compress_level) return path def retrieve_metadata(self,img_basename): diff --git a/ldm/invoke/readline.py b/ldm/invoke/readline.py index 4dd4abf14f..309a7c55a1 100644 --- a/ldm/invoke/readline.py +++ b/ldm/invoke/readline.py @@ -53,6 +53,7 @@ COMMANDS = ( '--log_tokenization','-t', '--hires_fix', '--inpaint_replace','-r', + '--png_compression','-z', '!fix','!fetch','!history','!search','!clear', '!models','!switch','!import_model','!edit_model' ) diff --git a/scripts/invoke.py b/scripts/invoke.py index a249340cd4..e157048e29 100644 --- a/scripts/invoke.py +++ b/scripts/invoke.py @@ -270,6 +270,7 @@ def main_loop(gen, opt, infile): model_hash = gen.model_hash, ), name = filename, + compress_level = opt.png_compression, ) # update rfc metadata From 1c2bd275fe5c1021feaf1cbe52f471f7d712cfc3 Mon Sep 17 00:00:00 2001 From: wfng92 <43742196+wfng92@users.noreply.github.com> Date: Mon, 17 Oct 2022 17:02:25 +0800 Subject: [PATCH 06/14] Fix img2img DDIM index out of bound Added a [community solution](https://github.com/CompVis/stable-diffusion/issues/111#issuecomment-1229483511) to fix index out of bound when doing img2img generation with `ddim` sampler. Also, restored `steps_out` to be `ddim_timesteps + 1` since the removal was meant to fix the [1000 steps issue](https://github.com/CompVis/stable-diffusion/issues/111) --- ldm/modules/diffusionmodules/util.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/ldm/modules/diffusionmodules/util.py b/ldm/modules/diffusionmodules/util.py index 60b4d8a028..3d08fb89fd 100644 --- a/ldm/modules/diffusionmodules/util.py +++ b/ldm/modules/diffusionmodules/util.py @@ -64,7 +64,8 @@ def make_ddim_timesteps( ): if ddim_discr_method == 'uniform': c = num_ddpm_timesteps // num_ddim_timesteps - ddim_timesteps = np.asarray(list(range(0, num_ddpm_timesteps, c))) + # ddim_timesteps = np.asarray(list(range(0, num_ddpm_timesteps, c))) + ddim_timesteps = (np.arange(0, num_ddim_timesteps) * c).astype(int) elif ddim_discr_method == 'quad': ddim_timesteps = ( ( @@ -81,8 +82,8 @@ def make_ddim_timesteps( # assert ddim_timesteps.shape[0] == num_ddim_timesteps # add one to get the final alpha values right (the ones from first scale to data during sampling) -# steps_out = ddim_timesteps + 1 - steps_out = ddim_timesteps + steps_out = ddim_timesteps + 1 + # steps_out = ddim_timesteps if verbose: print(f'Selected timesteps for ddim sampler: {steps_out}') From 3b2590243c69ffb38534263debdab1f04a3f82d9 Mon Sep 17 00:00:00 2001 From: Lincoln Stein Date: Mon, 17 Oct 2022 23:14:32 -0400 Subject: [PATCH 07/14] ^C at invoke> cmd line exits gracefully --- scripts/invoke.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/scripts/invoke.py b/scripts/invoke.py index a249340cd4..49ec2e19c9 100644 --- a/scripts/invoke.py +++ b/scripts/invoke.py @@ -95,7 +95,10 @@ def main(): "\n* Initialization done! Awaiting your command (-h for help, 'q' to quit)" ) - main_loop(gen, opt, infile) + try: + main_loop(gen, opt, infile) + except KeyboardInterrupt: + print("\ngoodbye!") # TODO: main_loop() has gotten busy. Needs to be refactored. def main_loop(gen, opt, infile): From e6fc8af2496e7081e2f83107a47c3097f9819436 Mon Sep 17 00:00:00 2001 From: Lincoln Stein Date: Tue, 18 Oct 2022 08:08:58 -0400 Subject: [PATCH 08/14] Fix typo Taken from `main` PR #1147 Author: eltociear --- ldm/models/diffusion/ddpm.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ldm/models/diffusion/ddpm.py b/ldm/models/diffusion/ddpm.py index bdae1a9271..4b62b5e393 100644 --- a/ldm/models/diffusion/ddpm.py +++ b/ldm/models/diffusion/ddpm.py @@ -1353,7 +1353,7 @@ class LatentDiffusion(DDPM): num_downs = self.first_stage_model.encoder.num_resolutions - 1 rescale_latent = 2 ** (num_downs) - # get top left postions of patches as conforming for the bbbox tokenizer, therefore we + # get top left positions of patches as conforming for the bbbox tokenizer, therefore we # need to rescale the tl patch coordinates to be in between (0,1) tl_patch_coordinates = [ ( From 32122e0312d080c99cba2fe58aae71b5f54e3d51 Mon Sep 17 00:00:00 2001 From: Lincoln Stein Date: Sun, 16 Oct 2022 16:45:07 -0400 Subject: [PATCH 09/14] clipseg library and environment in place --- environment.yml | 1 + ldm/invoke/txt2mask.py | 90 +++++++++++++++++++++++++++++++++++++++ scripts/preload_models.py | 42 +++++++++++++----- 3 files changed, 122 insertions(+), 11 deletions(-) create mode 100644 ldm/invoke/txt2mask.py diff --git a/environment.yml b/environment.yml index f387e722c3..14e599fa20 100644 --- a/environment.yml +++ b/environment.yml @@ -37,4 +37,5 @@ dependencies: - -e git+https://github.com/CompVis/taming-transformers.git@master#egg=taming-transformers - -e git+https://github.com/Birch-san/k-diffusion.git@mps#egg=k_diffusion - -e git+https://github.com/TencentARC/GFPGAN.git#egg=gfpgan + - -e git+https://github.com/invoke-ai/clipseg.git#egg=clipseg - -e . diff --git a/ldm/invoke/txt2mask.py b/ldm/invoke/txt2mask.py new file mode 100644 index 0000000000..3e2b84d591 --- /dev/null +++ b/ldm/invoke/txt2mask.py @@ -0,0 +1,90 @@ +'''Makes available the Txt2Mask class, which assists in the automatic +assignment of masks via text prompt using clipseg. + +Here is typical usage: + + from ldm.invoke.txt2mask import Txt2Mask, SegmentedGrayscale + from PIL import Image + + txt2mask = Txt2Mask(self.device) + segmented = txt2mask.segment(Image.open('/path/to/img.png'),'a bagel') + + # this will return a grayscale Image of the segmented data + grayscale = segmented.to_grayscale() + + # this will return a semi-transparent image in which the + # selected object(s) are opaque and the rest is at various + # levels of transparency + transparent = segmented.to_transparent() + + # this will return a masked image suitable for use in inpainting: + mask = segmented.to_mask(threshold=0.5) + +The threshold used in the call to to_mask() selects pixels for use in +the mask that exceed the indicated confidence threshold. Values range +from 0.0 to 1.0. The higher the threshold, the more confident the +algorithm is. In limited testing, I have found that values around 0.5 +work fine. +''' + +import torch +import numpy as np +from models.clipseg import CLIPDensePredT +from einops import rearrange, repeat +from PIL import Image +from torchvision import transforms + +CLIP_VERSION = 'ViT-B/16' +CLIPSEG_WEIGHTS = 'src/clipseg/weights/rd64-uni.pth' + +class SegmentedGrayscale(object): + def __init__(self, image:Image, heatmap:torch.Tensor): + self.heatmap = heatmap + self.image = image + + def to_grayscale(self)->Image: + return Image.fromarray(np.uint8(self.heatmap*255)) + + def to_mask(self,threshold:float=0.5)->Image: + discrete_heatmap = self.heatmap.lt(threshold).int() + return Image.fromarray(np.uint8(discrete_heatmap*255),mode='L') + + def to_transparent(self)->Image: + transparent_image = self.image.copy() + transparent_image.putalpha(self.to_image) + return transparent_image + +class Txt2Mask(object): + ''' + Create new Txt2Mask object. The optional device argument can be one of + 'cuda', 'mps' or 'cpu'. + ''' + def __init__(self,device='cpu'): + print('>> Initializing clipseg model') + self.model = CLIPDensePredT(version=CLIP_VERSION, reduce_dim=64, ) + self.model.eval() + self.model.to(device) + self.model.load_state_dict(torch.load(CLIPSEG_WEIGHTS, map_location=torch.device(device)), strict=False) + + @torch.no_grad() + def segment(self, image:Image, prompt:str) -> SegmentedGrayscale: + ''' + Given a prompt string such as "a bagel", tries to identify the object in the + provided image and returns a SegmentedGrayscale object in which the brighter + pixels indicate where the object is inferred to be. + ''' + prompts = [prompt] # right now we operate on just a single prompt at a time + + transform = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), + transforms.Resize((image.width, image.height)), # must be multiple of 64... + ]) + img = transform(image).unsqueeze(0) + preds = self.model(img.repeat(len(prompts),1,1,1), prompts)[0] + heatmap = torch.sigmoid(preds[0][0]).cpu() + return SegmentedGrayscale(image, heatmap) + + + + diff --git a/scripts/preload_models.py b/scripts/preload_models.py index db484517db..2ef344f8c3 100644 --- a/scripts/preload_models.py +++ b/scripts/preload_models.py @@ -10,28 +10,31 @@ import sys import transformers import os import warnings +import torch import urllib.request +import zipfile +import traceback transformers.logging.set_verbosity_error() # this will preload the Bert tokenizer fles -print('preloading bert tokenizer...', end='') - -tokenizer = BertTokenizerFast.from_pretrained('bert-base-uncased') +print('Loading bert tokenizer (ignore deprecation errors)...', end='') +with warnings.catch_warnings(): + warnings.filterwarnings('ignore', category=DeprecationWarning) + tokenizer = BertTokenizerFast.from_pretrained('bert-base-uncased') print('...success') +sys.stdout.flush() # this will download requirements for Kornia -print('preloading Kornia requirements...', end='') +print('Loading Kornia requirements...', end='') with warnings.catch_warnings(): warnings.filterwarnings('ignore', category=DeprecationWarning) import kornia print('...success') version = 'openai/clip-vit-large-patch14' - -print('preloading CLIP model...',end='') sys.stdout.flush() - +print('Loading CLIP model...',end='') tokenizer = CLIPTokenizer.from_pretrained(version) transformer = CLIPTextModel.from_pretrained(version) print('...success') @@ -61,7 +64,6 @@ if gfpgan: FaceRestoreHelper(1, det_model='retinaface_resnet50') print('...success') except Exception: - import traceback print('Error loading ESRGAN:') print(traceback.format_exc()) @@ -89,13 +91,11 @@ if gfpgan: urllib.request.urlretrieve(model_url,model_dest) print('...success') except Exception: - import traceback print('Error loading GFPGAN:') print(traceback.format_exc()) print('preloading CodeFormer model file...',end='') try: - import urllib.request model_url = 'https://github.com/sczhou/CodeFormer/releases/download/v0.1.0/codeformer.pth' model_dest = 'ldm/invoke/restoration/codeformer/weights/codeformer.pth' if not os.path.exists(model_dest): @@ -103,7 +103,27 @@ try: os.makedirs(os.path.dirname(model_dest), exist_ok=True) urllib.request.urlretrieve(model_url,model_dest) except Exception: - import traceback print('Error loading CodeFormer:') print(traceback.format_exc()) print('...success') + +print('Loading clipseq model for text-based masking...',end='') +try: + model_url = 'https://owncloud.gwdg.de/index.php/s/ioHbRzFx6th32hn/download' + model_dest = 'src/clipseg/clipseg_weights.zip' + if not os.path.exists(model_dest): + os.makedirs(os.path.dirname(model_dest), exist_ok=True) + urllib.request.urlretrieve(model_url,model_dest) + with zipfile.ZipFile(model_dest,'r') as zip: + zip.extractall('src/clipseg') + os.rename('src/clipseg/clipseg_weights','src/clipseg/weights') + from models.clipseg import CLIPDensePredT + model = CLIPDensePredT(version='ViT-B/16', reduce_dim=64, ) + model.eval() + model.load_state_dict(torch.load('src/clipseg/weights/rd64-uni-refined.pth'), strict=False) +except Exception: + print('Error installing clipseg model:') + print(traceback.format_exc()) +print('...success') + + From 20551857da421374fe441ede8dc85704f80b5de8 Mon Sep 17 00:00:00 2001 From: Lincoln Stein Date: Sun, 16 Oct 2022 23:30:24 -0400 Subject: [PATCH 10/14] add clipseg support for creating inpaint masks from text On the command line, the new option is --text_mask or -tm. Example: ``` invoke> a baseball -I /path/to/still_life.png -tm orange ``` This will find the orange fruit in the still life painting and replace it with an image of a baseball. --- docs/assets/still-life-inpainted.png | Bin 0 -> 345967 bytes docs/assets/still-life-scaled.jpg | Bin 0 -> 60207 bytes docs/features/CLI.md | 28 +++++++++++++-- docs/features/INPAINTING.md | 41 ++++++++++++++++++++- ldm/generate.py | 46 +++++++++++++++++++----- ldm/invoke/args.py | 8 +++++ ldm/invoke/generator/txt2img.py | 1 + ldm/invoke/readline.py | 1 + ldm/invoke/txt2mask.py | 52 +++++++++++++++++++++------ 9 files changed, 155 insertions(+), 22 deletions(-) create mode 100644 docs/assets/still-life-inpainted.png create mode 100644 docs/assets/still-life-scaled.jpg diff --git a/docs/assets/still-life-inpainted.png b/docs/assets/still-life-inpainted.png new file mode 100644 index 0000000000000000000000000000000000000000..ab8c7bd69a7c3f0ec77252a5a9b00c2af7994a15 GIT binary patch literal 345967 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a/docs/features/CLI.md +++ b/docs/features/CLI.md @@ -154,7 +154,7 @@ Here are the invoke> command that apply to txt2img: | --seed | -S | None | Set the random seed for the next series of images. This can be used to recreate an image generated previously.| | --sampler | -A| k_lms | Sampler to use. Use -h to get list of available samplers. | | --hires_fix | | | Larger images often have duplication artefacts. This option suppresses duplicates by generating the image at low res, and then using img2img to increase the resolution | -| `--png_compression <0-9>` | `-z<0-9>` | 6 | Select level of compression for output files, from 0 (no compression) to 9 (max compression) | +| --png_compression <0-9> | -z<0-9> | 6 | Select level of compression for output files, from 0 (no compression) to 9 (max compression) | | --grid | -g | False | Turn on grid mode to return a single image combining all the images generated by this prompt | | --individual | -i | True | Turn off grid mode (deprecated; leave off --grid instead) | | --outdir | -o | outputs/img_samples | Temporarily change the location of these images | @@ -212,11 +212,35 @@ accepts additional options: [Inpainting](./INPAINTING.md) for details. inpainting accepts all the arguments used for txt2img and img2img, as -well as the --mask (-M) argument: +well as the --mask (-M) and --text_mask (-tm) arguments: | Argument | Shortcut | Default | Description | |--------------------|------------|---------------------|--------------| | `--init_mask ` | `-M` | `None` |Path to an image the same size as the initial_image, with areas for inpainting made transparent.| +| `--text_mask []` | `-tm []` | | Create a mask from a text prompt describing part of the image| + +`--text_mask` (short form `-tm`) is a way to generate a mask using a +text description of the part of the image to replace. For example, if +you have an image of a breakfast plate with a bagel, toast and +scrambled eggs, you can selectively mask the bagel and replace it with +a piece of cake this way: + +~~~ +invoke> a piece of cake -I /path/to/breakfast.png -tm bagel +~~~ + +The algorithm uses clipseg to classify +different regions of the image. The classifier puts out a confidence +score for each region it identifies. Generally regions that score +above 0.5 are reliable, but if you are getting too much or too little +masking you can adjust the threshold down (to get more mask), or up +(to get less). In this example, by passing `-tm` a higher value, we +are insisting on a more stringent classification. + +~~~ +invoke> a piece of cake -I /path/to/breakfast.png -tm bagel 0.6 +~~~ # Other Commands diff --git a/docs/features/INPAINTING.md b/docs/features/INPAINTING.md index c488c72d16..ac558917e7 100644 --- a/docs/features/INPAINTING.md +++ b/docs/features/INPAINTING.md @@ -34,7 +34,46 @@ original unedited image and the masked (partially transparent) image: invoke> "man with cat on shoulder" -I./images/man.png -M./images/man-transparent.png ``` -We are hoping to get rid of the need for this workaround in an upcoming release. +## **Masking using Text** + +You can also create a mask using a text prompt to select the part of +the image you want to alter, using the clipseg algorithm. This +works on any image, not just ones generated by InvokeAI. + +The `--text_mask` (short form `-tm`) option takes two arguments. The +first argument is a text description of the part of the image you wish +to mask (paint over). If the text description contains a space, you must +surround it with quotation marks. The optional second argument is the +minimum threshold for the mask classifier's confidence score, described +in more detail below. + +To see how this works in practice, here's an image of a still life +painting that I got off the web. + + + +You can selectively mask out the +orange and replace it with a baseball in this way: + +~~~ +invoke> a baseball -I /path/to/still_life.png -tm orange +~~~ + + + +The clipseg classifier produces a confidence score for each region it +identifies. Generally regions that score above 0.5 are reliable, but +if you are getting too much or too little masking you can adjust the +threshold down (to get more mask), or up (to get less). In this +example, by passing `-tm` a higher value, we are insisting on a tigher +mask. However, if you make it too high, the orange may not be picked +up at all! + +~~~ +invoke> a baseball -I /path/to/breakfast.png -tm orange 0.6 +~~~ + ### Inpainting is not changing the masked region enough! diff --git a/ldm/generate.py b/ldm/generate.py index fb7b0dc26f..4db60af876 100644 --- a/ldm/generate.py +++ b/ldm/generate.py @@ -34,7 +34,8 @@ from ldm.invoke.image_util import InitImageResizer from ldm.invoke.devices import choose_torch_device, choose_precision from ldm.invoke.conditioning import get_uc_and_c from ldm.invoke.model_cache import ModelCache - +from ldm.invoke.txt2mask import Txt2Mask, SegmentedGrayscale + def fix_func(orig): if hasattr(torch.backends, 'mps') and torch.backends.mps.is_available(): def new_func(*args, **kw): @@ -188,6 +189,7 @@ class Generate: self.esrgan = esrgan self.free_gpu_mem = free_gpu_mem self.size_matters = True # used to warn once about large image sizes and VRAM + self.txt2mask = None # Note that in previous versions, there was an option to pass the # device to Generate(). However the device was then ignored, so @@ -266,6 +268,7 @@ class Generate: # these are specific to img2img and inpaint init_img = None, init_mask = None, + text_mask = None, fit = False, strength = None, init_color = None, @@ -298,6 +301,8 @@ class Generate: seamless // whether the generated image should tile hires_fix // whether the Hires Fix should be applied during generation init_img // path to an initial image + init_mask // path to a mask for the initial image + text_mask // a text string that will be used to guide clipseg generation of the init_mask strength // strength for noising/unnoising init_img. 0.0 preserves image exactly, 1.0 replaces it completely facetool_strength // strength for GFPGAN/CodeFormer. 0.0 preserves image exactly, 1.0 replaces it completely ddim_eta // image randomness (eta=0.0 means the same seed always produces the same image) @@ -405,6 +410,7 @@ class Generate: width, height, fit=fit, + text_mask=text_mask, ) # TODO: Hacky selection of operation to perform. Needs to be refactored. @@ -620,17 +626,14 @@ class Generate: width, height, fit=False, + text_mask=None, ): init_image = None init_mask = None if not img: return None, None - image = self._load_img( - img, - width, - height, - ) + image = self._load_img(img) if image.width < self.width and image.height < self.height: print(f'>> WARNING: img2img and inpainting may produce unexpected results with initial images smaller than {self.width}x{self.height} in both dimensions') @@ -648,10 +651,12 @@ class Generate: init_image = self._create_init_image(image,width,height,fit=fit) # this returns a torch tensor if mask: - mask_image = self._load_img( - mask, width, height) # this returns an Image + mask_image = self._load_img(mask) # this returns an Image init_mask = self._create_init_mask(mask_image,width,height,fit=fit) + elif text_mask: + init_mask = self._txt2mask(image, text_mask, width, height, fit=fit) + return init_image, init_mask def _make_base(self): @@ -830,7 +835,7 @@ class Generate: print(msg) - def _load_img(self, img, width, height)->Image: + def _load_img(self, img)->Image: if isinstance(img, Image.Image): image = img print( @@ -892,6 +897,29 @@ class Generate: mask = ImageOps.invert(mask) return mask + # TODO: The latter part of this method repeats code from _create_init_mask() + def _txt2mask(self, image:Image, text_mask:list, width, height, fit=True) -> Image: + prompt = text_mask[0] + confidence_level = text_mask[1] if len(text_mask)>1 else 0.5 + if self.txt2mask is None: + self.txt2mask = Txt2Mask(device = self.device) + + segmented = self.txt2mask.segment(image, prompt) + mask = segmented.to_mask(float(confidence_level)) + mask = mask.convert('RGB') + # now we adjust the size + if fit: + mask = self._fit_image(mask, (width, height)) + else: + mask = self._squeeze_image(mask) + mask = mask.resize((mask.width//downsampling, mask.height // + downsampling), resample=Image.Resampling.NEAREST) + mask = np.array(mask) + mask = mask.astype(np.float32) / 255.0 + mask = mask[None].transpose(0, 3, 1, 2) + mask = torch.from_numpy(mask) + return mask.to(self.device) + def _has_transparency(self, image): if image.info.get("transparency", None) is not None: return True diff --git a/ldm/invoke/args.py b/ldm/invoke/args.py index 293d93d5a8..8cb6e6ec59 100644 --- a/ldm/invoke/args.py +++ b/ldm/invoke/args.py @@ -677,6 +677,14 @@ class Args(object): type=str, help='Path to input mask for inpainting mode (supersedes width and height)', ) + img2img_group.add_argument( + '-tm', + '--text_mask', + nargs='+', + type=str, + help='Use the clipseg classifier to generate the mask area for inpainting. Provide a description of the area to mask ("a mug"), optionally followed by the confidence level threshold (0-1.0; defaults to 0.5).', + default=None, + ) img2img_group.add_argument( '--init_color', type=str, diff --git a/ldm/invoke/generator/txt2img.py b/ldm/invoke/generator/txt2img.py index 3502de9be9..edd12c948c 100644 --- a/ldm/invoke/generator/txt2img.py +++ b/ldm/invoke/generator/txt2img.py @@ -74,3 +74,4 @@ class Txt2Img(Generator): if self.perlin > 0.0: x = (1-self.perlin)*x + self.perlin*self.get_perlin_noise(width // self.downsampling_factor, height // self.downsampling_factor) return x + diff --git a/ldm/invoke/readline.py b/ldm/invoke/readline.py index 309a7c55a1..0a79894029 100644 --- a/ldm/invoke/readline.py +++ b/ldm/invoke/readline.py @@ -54,6 +54,7 @@ COMMANDS = ( '--hires_fix', '--inpaint_replace','-r', '--png_compression','-z', + '--text_mask','-tm', '!fix','!fetch','!history','!search','!clear', '!models','!switch','!import_model','!edit_model' ) diff --git a/ldm/invoke/txt2mask.py b/ldm/invoke/txt2mask.py index 3e2b84d591..01d93546e3 100644 --- a/ldm/invoke/txt2mask.py +++ b/ldm/invoke/txt2mask.py @@ -36,6 +36,7 @@ from torchvision import transforms CLIP_VERSION = 'ViT-B/16' CLIPSEG_WEIGHTS = 'src/clipseg/weights/rd64-uni.pth' +CLIPSEG_SIZE = 352 class SegmentedGrayscale(object): def __init__(self, image:Image, heatmap:torch.Tensor): @@ -43,28 +44,39 @@ class SegmentedGrayscale(object): self.image = image def to_grayscale(self)->Image: - return Image.fromarray(np.uint8(self.heatmap*255)) + return self._rescale(Image.fromarray(np.uint8(self.heatmap*255))) def to_mask(self,threshold:float=0.5)->Image: discrete_heatmap = self.heatmap.lt(threshold).int() - return Image.fromarray(np.uint8(discrete_heatmap*255),mode='L') + return self._rescale(Image.fromarray(np.uint8(discrete_heatmap*255),mode='L')) def to_transparent(self)->Image: transparent_image = self.image.copy() - transparent_image.putalpha(self.to_image) + transparent_image.putalpha(self.to_grayscale()) return transparent_image + # unscales and uncrops the 352x352 heatmap so that it matches the image again + def _rescale(self, heatmap:Image)->Image: + size = self.image.width if (self.image.width > self.image.height) else self.image.height + resized_image = heatmap.resize( + (size,size), + resample=Image.Resampling.LANCZOS + ) + return resized_image.crop((0,0,self.image.width,self.image.height)) + class Txt2Mask(object): ''' Create new Txt2Mask object. The optional device argument can be one of 'cuda', 'mps' or 'cpu'. ''' def __init__(self,device='cpu'): - print('>> Initializing clipseg model') + print('>> Initializing clipseg model for text to mask inference') + self.device = device self.model = CLIPDensePredT(version=CLIP_VERSION, reduce_dim=64, ) self.model.eval() - self.model.to(device) - self.model.load_state_dict(torch.load(CLIPSEG_WEIGHTS, map_location=torch.device(device)), strict=False) + # initially we keep everything in cpu to conserve space + self.model.to('cpu') + self.model.load_state_dict(torch.load(CLIPSEG_WEIGHTS, map_location=torch.device('cpu')), strict=False) @torch.no_grad() def segment(self, image:Image, prompt:str) -> SegmentedGrayscale: @@ -73,18 +85,38 @@ class Txt2Mask(object): provided image and returns a SegmentedGrayscale object in which the brighter pixels indicate where the object is inferred to be. ''' + self._to_device(self.device) prompts = [prompt] # right now we operate on just a single prompt at a time transform = transforms.Compose([ transforms.ToTensor(), transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]), - transforms.Resize((image.width, image.height)), # must be multiple of 64... + transforms.Resize((CLIPSEG_SIZE, CLIPSEG_SIZE)), # must be multiple of 64... ]) - img = transform(image).unsqueeze(0) + + img = self._scale_and_crop(image) + img = transform(img).unsqueeze(0) + preds = self.model(img.repeat(len(prompts),1,1,1), prompts)[0] heatmap = torch.sigmoid(preds[0][0]).cpu() + self._to_device('cpu') return SegmentedGrayscale(image, heatmap) + def _to_device(self, device): + self.model.to(device) - - + def _scale_and_crop(self, image:Image)->Image: + scaled_image = Image.new('RGB',(CLIPSEG_SIZE,CLIPSEG_SIZE)) + if image.width > image.height: # width is constraint + scale = CLIPSEG_SIZE / image.width + else: + scale = CLIPSEG_SIZE / image.height + scaled_image.paste( + image.resize( + (int(scale * image.width), + int(scale * image.height) + ), + resample=Image.Resampling.LANCZOS + ),box=(0,0) + ) + return scaled_image From 17d75f3da886712709bb25aaf7fc0dd6b60f61a1 Mon Sep 17 00:00:00 2001 From: Lincoln Stein Date: Sun, 16 Oct 2022 23:34:29 -0400 Subject: [PATCH 11/14] update environment/requirements for clipseg dependency --- environment-mac.yml | 1 + requirements-linux-arm64.txt | 1 + requirements.txt | 1 + 3 files changed, 3 insertions(+) diff --git a/environment-mac.yml b/environment-mac.yml index c71e8e67e1..535957122a 100644 --- a/environment-mac.yml +++ b/environment-mac.yml @@ -57,6 +57,7 @@ dependencies: - -e git+https://github.com/openai/CLIP.git@main#egg=clip - -e git+https://github.com/Birch-san/k-diffusion.git@mps#egg=k_diffusion - -e git+https://github.com/TencentARC/GFPGAN.git#egg=gfpgan + - -e git+https://github.com/invoke-ai/clipseg.git#egg=clipseg - -e . variables: PYTORCH_ENABLE_MPS_FALLBACK: 1 diff --git a/requirements-linux-arm64.txt b/requirements-linux-arm64.txt index 56da2b94c9..2b94a1f6c5 100644 --- a/requirements-linux-arm64.txt +++ b/requirements-linux-arm64.txt @@ -22,4 +22,5 @@ transformers==4.19.2 -e git+https://github.com/CompVis/taming-transformers.git@master#egg=taming-transformers -e git+https://github.com/lstein/k-diffusion.git@master#egg=k-diffusion -e git+https://github.com/TencentARC/GFPGAN.git#egg=gfpgan +-3 git+https://github.com/invoke-ai/clipseg.git#egg=clipseg -e . diff --git a/requirements.txt b/requirements.txt index 7041dec3ce..3517e48177 100644 --- a/requirements.txt +++ b/requirements.txt @@ -35,3 +35,4 @@ realesrgan git+https://github.com/openai/CLIP.git@main#egg=clip git+https://github.com/Birch-san/k-diffusion.git@mps#egg=k-diffusion git+https://github.com/TencentARC/GFPGAN.git#egg=gfpgan +git+https://github.com/invoke-ai/clipseg.git#egg=clipseg From 3a1003f702fc7c9d4dcf8fb98322a855da672f77 Mon Sep 17 00:00:00 2001 From: Lincoln Stein Date: Tue, 18 Oct 2022 08:08:58 -0400 Subject: [PATCH 12/14] Fix typo Taken from `main` PR #1147 Author: eltociear --- ldm/models/diffusion/ddpm.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ldm/models/diffusion/ddpm.py b/ldm/models/diffusion/ddpm.py index bdae1a9271..4b62b5e393 100644 --- a/ldm/models/diffusion/ddpm.py +++ b/ldm/models/diffusion/ddpm.py @@ -1353,7 +1353,7 @@ class LatentDiffusion(DDPM): num_downs = self.first_stage_model.encoder.num_resolutions - 1 rescale_latent = 2 ** (num_downs) - # get top left postions of patches as conforming for the bbbox tokenizer, therefore we + # get top left positions of patches as conforming for the bbbox tokenizer, therefore we # need to rescale the tl patch coordinates to be in between (0,1) tl_patch_coordinates = [ ( From 0fbd26e9bf905e58a4d55896057d2ad28e6cafc7 Mon Sep 17 00:00:00 2001 From: Damian at mba Date: Sat, 8 Oct 2022 11:04:17 +0200 Subject: [PATCH 13/14] simpler socketio setup URL handling --- frontend/src/app/socketio/middleware.ts | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/frontend/src/app/socketio/middleware.ts b/frontend/src/app/socketio/middleware.ts index 1c2e11aff4..d4803810a4 100644 --- a/frontend/src/app/socketio/middleware.ts +++ b/frontend/src/app/socketio/middleware.ts @@ -22,9 +22,9 @@ import * as InvokeAI from '../invokeai'; * some new action to handle whatever data was sent from the server. */ export const socketioMiddleware = () => { - const { hostname, port } = new URL(window.location.href); + const { origin } = new URL(window.location.href); - const socketio = io(`http://${hostname}:${port}`, { + const socketio = io(origin, { timeout: 60000, }); From 71c3835f3e973df5c32265e19a656e7cf93de7a9 Mon Sep 17 00:00:00 2001 From: Damian at mba Date: Tue, 18 Oct 2022 19:21:27 +0200 Subject: [PATCH 14/14] yarn built --- .../{index.ea68b5f5.js => index.89883620.js} | 36 +++++++++---------- frontend/dist/index.html | 2 +- 2 files changed, 19 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Map,this.checkUpdateFailed=()=>{this.isUpdating&&(this.isUpdating=!1,this.clearAllSnapshots())},this.updateProjection=()=>{this.nodes.forEach(yY),this.nodes.forEach(bY)},this.hasProjected=!1,this.isVisible=!0,this.animationProgress=0,this.sharedNodes=new Map,this.id=s,this.latestValues=l,this.root=c?c.root||c:this,this.path=c?[...c.path,c]:[],this.parent=c,this.depth=c?c.depth+1:0,s&&this.root.registerPotentialNode(s,this);for(let d=0;dthis.root.updateBlockedByResize=!1;e(s,()=>{this.root.updateBlockedByResize=!0,clearTimeout(m),m=window.setTimeout(g,250),fd.hasAnimatedSinceResize&&(fd.hasAnimatedSinceResize=!1,this.nodes.forEach(vY))})}d&&this.root.registerSharedNode(d,this),this.options.animate!==!1&&h&&(d||f)&&this.addEventListener("didUpdate",({delta:m,hasLayoutChanged:g,hasRelativeTargetChanged:b,layout:S})=>{var _,w,x,k,L;if(this.isTreeAnimationBlocked()){this.target=void 0,this.relativeTarget=void 0;return}const A=(w=(_=this.options.transition)!==null&&_!==void 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0,nf.preRender(this.updateProjection)}blockUpdate(){this.updateManuallyBlocked=!0}unblockUpdate(){this.updateManuallyBlocked=!1}isUpdateBlocked(){return this.updateManuallyBlocked||this.updateBlockedByResize}isTreeAnimationBlocked(){var s;return this.isAnimationBlocked||((s=this.parent)===null||s===void 0?void 0:s.isTreeAnimationBlocked())||!1}startUpdate(){var s;this.isUpdateBlocked()||(this.isUpdating=!0,(s=this.nodes)===null||s===void 0||s.forEach(SY))}willUpdate(s=!0){var l,c,d;if(this.root.isUpdateBlocked()){(c=(l=this.options).onExitComplete)===null||c===void 0||c.call(l);return}if(!this.root.isUpdating&&this.root.startUpdate(),this.isLayoutDirty)return;this.isLayoutDirty=!0;for(let g=0;g{this.isLayoutDirty?this.root.didUpdate():this.root.checkUpdateFailed()})}updateSnapshot(){if(this.snapshot||!this.instance)return;const s=this.measure(),l=this.removeTransform(this.removeElementScroll(s));S8(l),this.snapshot={measured:s,layout:l,latestValues:{}}}updateLayout(){var s;if(!this.instance||(this.updateScroll(),!(this.options.alwaysMeasureLayout&&this.isLead())&&!this.isLayoutDirty))return;if(this.resumeFrom&&!this.resumeFrom.instance)for(let d=0;d{var x;const k=w/1e3;v8(m.x,s.x,k),v8(m.y,s.y,k),this.setTargetDelta(m),this.relativeTarget&&this.relativeTargetOrigin&&this.layout&&((x=this.relativeParent)===null||x===void 0?void 0:x.layout)&&(vd(g,this.layout.actual,this.relativeParent.layout.actual),wY(this.relativeTarget,this.relativeTargetOrigin,g,k)),b&&(this.animationValues=h,nY(h,f,this.latestValues,k,_,S)),this.root.scheduleUpdateProjection(),this.scheduleRender(),this.animationProgress=k},this.mixTargetDelta(0)}startAnimation(s){var l,c;this.notifyListeners("animationStart"),(l=this.currentAnimation)===null||l===void 0||l.stop(),this.resumingFrom&&((c=this.resumingFrom.currentAnimation)===null||c===void 0||c.stop()),this.pendingAnimation&&(nf.update(this.pendingAnimation),this.pendingAnimation=void 0),this.pendingAnimation=gi.update(()=>{fd.hasAnimatedSinceResize=!0,this.currentAnimation=eY(0,m8,{...s,onUpdate:d=>{var f;this.mixTargetDelta(d),(f=s.onUpdate)===null||f===void 0||f.call(s,d)},onComplete:()=>{var d;(d=s.onComplete)===null||d===void 0||d.call(s),this.completeAnimation()}}),this.resumingFrom&&(this.resumingFrom.currentAnimation=this.currentAnimation),this.pendingAnimation=void 0})}completeAnimation(){var s;this.resumingFrom&&(this.resumingFrom.currentAnimation=void 0,this.resumingFrom.preserveOpacity=void 0),(s=this.getStack())===null||s===void 0||s.exitAnimationComplete(),this.resumingFrom=this.currentAnimation=this.animationValues=void 0,this.notifyListeners("animationComplete")}finishAnimation(){var s;this.currentAnimation&&((s=this.mixTargetDelta)===null||s===void 0||s.call(this,m8),this.currentAnimation.stop()),this.completeAnimation()}applyTransformsToTarget(){const s=this.getLead();let{targetWithTransforms:l,target:c,layout:d,latestValues:f}=s;if(!(!l||!c||!d)){if(this!==s&&this.layout&&d&&SP(this.options.animationType,this.layout.actual,d.actual)){c=this.target||Dn();const h=Kr(this.layout.actual.x);c.x.min=s.target.x.min,c.x.max=c.x.min+h;const m=Kr(this.layout.actual.y);c.y.min=s.target.y.min,c.y.max=c.y.min+m}Ro(l,c),ru(l,f),gd(this.projectionDeltaWithTransform,this.layoutCorrected,l,f)}}registerSharedNode(s,l){var c,d,f;this.sharedNodes.has(s)||this.sharedNodes.set(s,new uY),this.sharedNodes.get(s).add(l),l.promote({transition:(c=l.options.initialPromotionConfig)===null||c===void 0?void 0:c.transition,preserveFollowOpacity:(f=(d=l.options.initialPromotionConfig)===null||d===void 0?void 0:d.shouldPreserveFollowOpacity)===null||f===void 0?void 0:f.call(d,l)})}isLead(){const s=this.getStack();return s?s.lead===this:!0}getLead(){var s;const{layoutId:l}=this.options;return l?((s=this.getStack())===null||s===void 0?void 0:s.lead)||this:this}getPrevLead(){var s;const{layoutId:l}=this.options;return l?(s=this.getStack())===null||s===void 0?void 0:s.prevLead:void 0}getStack(){const{layoutId:s}=this.options;if(s)return this.root.sharedNodes.get(s)}promote({needsReset:s,transition:l,preserveFollowOpacity:c}={}){const d=this.getStack();d&&d.promote(this,c),s&&(this.projectionDelta=void 0,this.needsReset=!0),l&&this.setOptions({transition:l})}relegate(){const s=this.getStack();return s?s.relegate(this):!1}resetRotation(){const{visualElement:s}=this.options;if(!s)return;let l=!1;const c={};for(let d=0;d{var l;return(l=s.currentAnimation)===null||l===void 0?void 0:l.stop()}),this.root.nodes.forEach(g8),this.root.sharedNodes.clear()}}}function pY(e){e.updateLayout()}function hY(e){var t,n,r;const o=((t=e.resumeFrom)===null||t===void 0?void 0:t.snapshot)||e.snapshot;if(e.isLead()&&e.layout&&o&&e.hasListeners("didUpdate")){const{actual:i,measured:s}=e.layout,{animationType:l}=e.options;l==="size"?ri(m=>{const g=o.isShared?o.measured[m]:o.layout[m],b=Kr(g);g.min=i[m].min,g.max=g.min+b}):SP(l,o.layout,i)&&ri(m=>{const g=o.isShared?o.measured[m]:o.layout[m],b=Kr(i[m]);g.max=g.min+b});const c=yd();gd(c,i,o.layout);const d=yd();o.isShared?gd(d,e.applyTransform(s,!0),o.measured):gd(d,i,o.layout);const f=!vP(c);let h=!1;if(!e.resumeFrom&&(e.relativeParent=e.getClosestProjectingParent(),e.relativeParent&&!e.relativeParent.resumeFrom)){const{snapshot:m,layout:g}=e.relativeParent;if(m&&g){const b=Dn();vd(b,o.layout,m.layout);const S=Dn();vd(S,i,g.actual),yP(b,S)||(h=!0)}}e.notifyListeners("didUpdate",{layout:i,snapshot:o,delta:d,layoutDelta:c,hasLayoutChanged:f,hasRelativeTargetChanged:h})}else e.isLead()&&((r=(n=e.options).onExitComplete)===null||r===void 0||r.call(n));e.options.transition=void 0}function mY(e){e.clearSnapshot()}function g8(e){e.clearMeasurements()}function gY(e){const{visualElement:t}=e.options;t?.getProps().onBeforeLayoutMeasure&&t.notifyBeforeLayoutMeasure(),e.resetTransform()}function vY(e){e.finishAnimation(),e.targetDelta=e.relativeTarget=e.target=void 0}function yY(e){e.resolveTargetDelta()}function bY(e){e.calcProjection()}function SY(e){e.resetRotation()}function xY(e){e.removeLeadSnapshot()}function v8(e,t,n){e.translate=nn(t.translate,0,n),e.scale=nn(t.scale,1,n),e.origin=t.origin,e.originPoint=t.originPoint}function y8(e,t,n,r){e.min=nn(t.min,n.min,r),e.max=nn(t.max,n.max,r)}function wY(e,t,n,r){y8(e.x,t.x,n.x,r),y8(e.y,t.y,n.y,r)}function CY(e){return e.animationValues&&e.animationValues.opacityExit!==void 0}const kY={duration:.45,ease:[.4,0,.1,1]};function _Y(e,t){let n=e.root;for(let i=e.path.length-1;i>=0;i--)if(Boolean(e.path[i].instance)){n=e.path[i];break}const o=(n&&n!==e.root?n.instance:document).querySelector(`[data-projection-id="${t}"]`);o&&e.mount(o,!0)}function b8(e){e.min=Math.round(e.min),e.max=Math.round(e.max)}function S8(e){b8(e.x),b8(e.y)}function SP(e,t,n){return e==="position"||e==="preserve-aspect"&&!lY(f8(t),f8(n))}const EY=bP({attachResizeListener:(e,t)=>wm(e,"resize",t),measureScroll:()=>({x:document.documentElement.scrollLeft||document.body.scrollLeft,y:document.documentElement.scrollTop||document.body.scrollTop}),checkIsScrollRoot:()=>!0}),E2={current:void 0},LY=bP({measureScroll:e=>({x:e.scrollLeft,y:e.scrollTop}),defaultParent:()=>{if(!E2.current){const e=new EY(0,{});e.mount(window),e.setOptions({layoutScroll:!0}),E2.current=e}return E2.current},resetTransform:(e,t)=>{e.style.transform=t!==void 0?t:"none"},checkIsScrollRoot:e=>Boolean(window.getComputedStyle(e).position==="fixed")}),PY={...sq,...vK,...Pq,...Jq},xo=aG((e,t)=>UG(e,t,PY,Kq,LY));function xP(){const e=C.exports.useRef(!1);return o0(()=>(e.current=!0,()=>{e.current=!1}),[]),e}function TY(){const e=xP(),[t,n]=C.exports.useState(0),r=C.exports.useCallback(()=>{e.current&&n(t+1)},[t]);return[C.exports.useCallback(()=>gi.postRender(r),[r]),t]}class AY extends C.exports.Component{getSnapshotBeforeUpdate(t){const n=this.props.childRef.current;if(n&&t.isPresent&&!this.props.isPresent){const r=this.props.sizeRef.current;r.height=n.offsetHeight||0,r.width=n.offsetWidth||0,r.top=n.offsetTop,r.left=n.offsetLeft}return null}componentDidUpdate(){}render(){return this.props.children}}function IY({children:e,isPresent:t}){const n=C.exports.useId(),r=C.exports.useRef(null),o=C.exports.useRef({width:0,height:0,top:0,left:0});return C.exports.useInsertionEffect(()=>{const{width:i,height:s,top:l,left:c}=o.current;if(t||!r.current||!i||!s)return;r.current.dataset.motionPopId=n;const d=document.createElement("style");return document.head.appendChild(d),d.sheet&&d.sheet.insertRule(` [data-motion-pop-id="${n}"] { position: absolute !important; width: ${i}px !important; @@ -55,7 +55,7 @@ Error 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t=ie("gray.100","gray.800")(e),n=ie("gray.400","gray.600")(e),{startColor:r=t,endColor:o=n,theme:i}=e,s=xn(i,r),l=xn(i,o);return{[Xle.variable]:s,[Qle.variable]:l,opacity:.7,borderRadius:"2px",borderColor:s,background:l}},eue={baseStyle:Jle},tue=e=>({borderRadius:"md",fontWeight:"semibold",_focusVisible:{boxShadow:"outline",padding:"4",position:"fixed",top:"6",insetStart:"6",bg:ie("white","gray.700")(e)}}),nue={baseStyle:tue},{defineMultiStyleConfig:rue,definePartsStyle:Zm}=Ht(toe.keys),df=il("slider-thumb-size"),ff=il("slider-track-size"),oue=e=>{const{orientation:t}=e;return{display:"inline-block",position:"relative",cursor:"pointer",_disabled:{opacity:.6,cursor:"default",pointerEvents:"none"},...n6({orientation:t,vertical:{h:"100%"},horizontal:{w:"100%"}})}},iue=e=>({...n6({orientation:e.orientation,horizontal:{h:ff.reference},vertical:{w:ff.reference}}),overflow:"hidden",borderRadius:"sm",bg:ie("gray.200","whiteAlpha.200")(e),_disabled:{bg:ie("gray.300","whiteAlpha.300")(e)}}),aue=e=>{const{orientation:t}=e;return{...n6({orientation:t,vertical:{left:"50%",transform:"translateX(-50%)",_active:{transform:"translateX(-50%) 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0:t.flushed(e).field)??{}},filled:e=>{var t;return((t=ut.variants)==null?void 0:t.filled(e).field)??{}},unstyled:((D7=ut.variants)==null?void 0:D7.unstyled.field)??{}},z7,$7,B7,F7,cce={xs:((z7=ut.sizes)==null?void 0:z7.xs.field)??{},sm:(($7=ut.sizes)==null?void 0:$7.sm.field)??{},md:((B7=ut.sizes)==null?void 0:B7.md.field)??{},lg:((F7=ut.sizes)==null?void 0:F7.lg.field)??{}},dce={baseStyle:lce,sizes:cce,variants:uce,defaultProps:{size:"md",variant:"outline"}},Z2=Ir("tooltip-bg"),V7=Ir("tooltip-fg"),fce=Ir("popper-arrow-bg"),pce=e=>{const 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super.emitReserved("error",new qpe(t,n,r)),this}open(){return(this.readyState==="closed"||this.readyState==="")&&(this.readyState="opening",this.doOpen()),this}close(){return(this.readyState==="opening"||this.readyState==="open")&&(this.doClose(),this.onClose()),this}send(t){this.readyState==="open"&&this.write(t)}onOpen(){this.readyState="open",this.writable=!0,super.emitReserved("open")}onData(t){const n=tR(t,this.socket.binaryType);this.onPacket(n)}onPacket(t){super.emitReserved("packet",t)}onClose(t){this.readyState="closed",super.emitReserved("close",t)}}const sR="0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz-_".split(""),w4=64,Ype={};let mC=0,$h=0,gC;function vC(e){let t="";do t=sR[e%w4]+t,e=Math.floor(e/w4);while(e>0);return t}function lR(){const e=vC(+new Date);return e!==gC?(mC=0,gC=e):e+"."+vC(mC++)}for(;$h{this.readyState="paused",t()};if(this.polling||!this.writable){let r=0;this.polling&&(r++,this.once("pollComplete",function(){--r||n()})),this.writable||(r++,this.once("drain",function(){--r||n()}))}else n()}poll(){this.polling=!0,this.doPoll(),this.emitReserved("poll")}onData(t){const n=r=>{if(this.readyState==="opening"&&r.type==="open"&&this.onOpen(),r.type==="close")return this.onClose({description:"transport closed by the server"}),!1;this.onPacket(r)};Wpe(t,this.socket.binaryType).forEach(n),this.readyState!=="closed"&&(this.polling=!1,this.emitReserved("pollComplete"),this.readyState==="open"&&this.poll())}doClose(){const t=()=>{this.write([{type:"close"}])};this.readyState==="open"?t():this.once("open",t)}write(t){this.writable=!1,Vpe(t,n=>{this.doWrite(n,()=>{this.writable=!0,this.emitReserved("drain")})})}uri(){let t=this.query||{};const n=this.opts.secure?"https":"http";let r="";this.opts.timestampRequests!==!1&&(t[this.opts.timestampParam]=lR()),!this.supportsBinary&&!t.sid&&(t.b64=1),this.opts.port&&(n==="https"&&Number(this.opts.port)!==443||n==="http"&&Number(this.opts.port)!==80)&&(r=":"+this.opts.port);const o=uR(t),i=this.opts.hostname.indexOf(":")!==-1;return n+"://"+(i?"["+this.opts.hostname+"]":this.opts.hostname)+r+this.opts.path+(o.length?"?"+o:"")}request(t={}){return Object.assign(t,{xd:this.xd,xs:this.xs},this.opts),new Si(this.uri(),t)}doWrite(t,n){const r=this.request({method:"POST",data:t});r.on("success",n),r.on("error",(o,i)=>{this.onError("xhr post error",o,i)})}doPoll(){const t=this.request();t.on("data",this.onData.bind(this)),t.on("error",(n,r)=>{this.onError("xhr poll error",n,r)}),this.pollXhr=t}}class Si extends gn{constructor(t,n){super(),ig(this,n),this.opts=n,this.method=n.method||"GET",this.uri=t,this.async=n.async!==!1,this.data=n.data!==void 0?n.data:null,this.create()}create(){const t=iR(this.opts,"agent","pfx","key","passphrase","cert","ca","ciphers","rejectUnauthorized","autoUnref");t.xdomain=!!this.opts.xd,t.xscheme=!!this.opts.xs;const n=this.xhr=new dR(t);try{n.open(this.method,this.uri,this.async);try{if(this.opts.extraHeaders){n.setDisableHeaderCheck&&n.setDisableHeaderCheck(!0);for(let r in this.opts.extraHeaders)this.opts.extraHeaders.hasOwnProperty(r)&&n.setRequestHeader(r,this.opts.extraHeaders[r])}}catch{}if(this.method==="POST")try{n.setRequestHeader("Content-type","text/plain;charset=UTF-8")}catch{}try{n.setRequestHeader("Accept","*/*")}catch{}"withCredentials"in n&&(n.withCredentials=this.opts.withCredentials),this.opts.requestTimeout&&(n.timeout=this.opts.requestTimeout),n.onreadystatechange=()=>{n.readyState===4&&(n.status===200||n.status===1223?this.onLoad():this.setTimeoutFn(()=>{this.onError(typeof n.status=="number"?n.status:0)},0))},n.send(this.data)}catch(r){this.setTimeoutFn(()=>{this.onError(r)},0);return}typeof document<"u"&&(this.index=Si.requestsCount++,Si.requests[this.index]=this)}onError(t){this.emitReserved("error",t,this.xhr),this.cleanup(!0)}cleanup(t){if(!(typeof this.xhr>"u"||this.xhr===null)){if(this.xhr.onreadystatechange=Jpe,t)try{this.xhr.abort()}catch{}typeof document<"u"&&delete Si.requests[this.index],this.xhr=null}}onLoad(){const t=this.xhr.responseText;t!==null&&(this.emitReserved("data",t),this.emitReserved("success"),this.cleanup())}abort(){this.cleanup()}}Si.requestsCount=0;Si.requests={};if(typeof document<"u"){if(typeof attachEvent=="function")attachEvent("onunload",yC);else if(typeof addEventListener=="function"){const e="onpagehide"in Ha?"pagehide":"unload";addEventListener(e,yC,!1)}}function yC(){for(let e in Si.requests)Si.requests.hasOwnProperty(e)&&Si.requests[e].abort()}const nhe=(()=>typeof Promise=="function"&&typeof Promise.resolve=="function"?t=>Promise.resolve().then(t):(t,n)=>n(t,0))(),Bh=Ha.WebSocket||Ha.MozWebSocket,bC=!0,rhe="arraybuffer",SC=typeof navigator<"u"&&typeof navigator.product=="string"&&navigator.product.toLowerCase()==="reactnative";class ohe extends aR{constructor(t){super(t),this.supportsBinary=!t.forceBase64}get name(){return"websocket"}doOpen(){if(!this.check())return;const t=this.uri(),n=this.opts.protocols,r=SC?{}:iR(this.opts,"agent","perMessageDeflate","pfx","key","passphrase","cert","ca","ciphers","rejectUnauthorized","localAddress","protocolVersion","origin","maxPayload","family","checkServerIdentity");this.opts.extraHeaders&&(r.headers=this.opts.extraHeaders);try{this.ws=bC&&!SC?n?new Bh(t,n):new Bh(t):new Bh(t,n,r)}catch(o){return this.emitReserved("error",o)}this.ws.binaryType=this.socket.binaryType||rhe,this.addEventListeners()}addEventListeners(){this.ws.onopen=()=>{this.opts.autoUnref&&this.ws._socket.unref(),this.onOpen()},this.ws.onclose=t=>this.onClose({description:"websocket connection closed",context:t}),this.ws.onmessage=t=>this.onData(t.data),this.ws.onerror=t=>this.onError("websocket error",t)}write(t){this.writable=!1;for(let n=0;n{const s={};try{bC&&this.ws.send(i)}catch{}o&&nhe(()=>{this.writable=!0,this.emitReserved("drain")},this.setTimeoutFn)})}}doClose(){typeof this.ws<"u"&&(this.ws.close(),this.ws=null)}uri(){let t=this.query||{};const n=this.opts.secure?"wss":"ws";let r="";this.opts.port&&(n==="wss"&&Number(this.opts.port)!==443||n==="ws"&&Number(this.opts.port)!==80)&&(r=":"+this.opts.port),this.opts.timestampRequests&&(t[this.opts.timestampParam]=lR()),this.supportsBinary||(t.b64=1);const o=uR(t),i=this.opts.hostname.indexOf(":")!==-1;return n+"://"+(i?"["+this.opts.hostname+"]":this.opts.hostname)+r+this.opts.path+(o.length?"?"+o:"")}check(){return!!Bh}}const ihe={websocket:ohe,polling:the},ahe=/^(?:(?![^:@]+:[^:@\/]*@)(http|https|ws|wss):\/\/)?((?:(([^:@]*)(?::([^:@]*))?)?@)?((?:[a-f0-9]{0,4}:){2,7}[a-f0-9]{0,4}|[^:\/?#]*)(?::(\d*))?)(((\/(?:[^?#](?![^?#\/]*\.[^?#\/.]+(?:[?#]|$)))*\/?)?([^?#\/]*))(?:\?([^#]*))?(?:#(.*))?)/,she=["source","protocol","authority","userInfo","user","password","host","port","relative","path","directory","file","query","anchor"];function C4(e){const t=e,n=e.indexOf("["),r=e.indexOf("]");n!=-1&&r!=-1&&(e=e.substring(0,n)+e.substring(n,r).replace(/:/g,";")+e.substring(r,e.length));let o=ahe.exec(e||""),i={},s=14;for(;s--;)i[she[s]]=o[s]||"";return n!=-1&&r!=-1&&(i.source=t,i.host=i.host.substring(1,i.host.length-1).replace(/;/g,":"),i.authority=i.authority.replace("[","").replace("]","").replace(/;/g,":"),i.ipv6uri=!0),i.pathNames=lhe(i,i.path),i.queryKey=uhe(i,i.query),i}function lhe(e,t){const n=/\/{2,9}/g,r=t.replace(n,"/").split("/");return(t.substr(0,1)=="/"||t.length===0)&&r.splice(0,1),t.substr(t.length-1,1)=="/"&&r.splice(r.length-1,1),r}function uhe(e,t){const n={};return t.replace(/(?:^|&)([^&=]*)=?([^&]*)/g,function(r,o,i){o&&(n[o]=i)}),n}class $a extends gn{constructor(t,n={}){super(),t&&typeof t=="object"&&(n=t,t=null),t?(t=C4(t),n.hostname=t.host,n.secure=t.protocol==="https"||t.protocol==="wss",n.port=t.port,t.query&&(n.query=t.query)):n.host&&(n.hostname=C4(n.host).host),ig(this,n),this.secure=n.secure!=null?n.secure:typeof location<"u"&&location.protocol==="https:",n.hostname&&!n.port&&(n.port=this.secure?"443":"80"),this.hostname=n.hostname||(typeof location<"u"?location.hostname:"localhost"),this.port=n.port||(typeof location<"u"&&location.port?location.port:this.secure?"443":"80"),this.transports=n.transports||["polling","websocket"],this.readyState="",this.writeBuffer=[],this.prevBufferLen=0,this.opts=Object.assign({path:"/engine.io",agent:!1,withCredentials:!1,upgrade:!0,timestampParam:"t",rememberUpgrade:!1,rejectUnauthorized:!0,perMessageDeflate:{threshold:1024},transportOptions:{},closeOnBeforeunload:!0},n),this.opts.path=this.opts.path.replace(/\/$/,"")+"/",typeof this.opts.query=="string"&&(this.opts.query=Xpe(this.opts.query)),this.id=null,this.upgrades=null,this.pingInterval=null,this.pingTimeout=null,this.pingTimeoutTimer=null,typeof addEventListener=="function"&&(this.opts.closeOnBeforeunload&&addEventListener("beforeunload",()=>{this.transport&&(this.transport.removeAllListeners(),this.transport.close())},!1),this.hostname!=="localhost"&&(this.offlineEventListener=()=>{this.onClose("transport close",{description:"network connection lost"})},addEventListener("offline",this.offlineEventListener,!1))),this.open()}createTransport(t){const n=Object.assign({},this.opts.query);n.EIO=oR,n.transport=t,this.id&&(n.sid=this.id);const r=Object.assign({},this.opts.transportOptions[t],this.opts,{query:n,socket:this,hostname:this.hostname,secure:this.secure,port:this.port});return new ihe[t](r)}open(){let t;if(this.opts.rememberUpgrade&&$a.priorWebsocketSuccess&&this.transports.indexOf("websocket")!==-1)t="websocket";else if(this.transports.length===0){this.setTimeoutFn(()=>{this.emitReserved("error","No transports available")},0);return}else t=this.transports[0];this.readyState="opening";try{t=this.createTransport(t)}catch{this.transports.shift(),this.open();return}t.open(),this.setTransport(t)}setTransport(t){this.transport&&this.transport.removeAllListeners(),this.transport=t,t.on("drain",this.onDrain.bind(this)).on("packet",this.onPacket.bind(this)).on("error",this.onError.bind(this)).on("close",n=>this.onClose("transport close",n))}probe(t){let n=this.createTransport(t),r=!1;$a.priorWebsocketSuccess=!1;const o=()=>{r||(n.send([{type:"ping",data:"probe"}]),n.once("packet",h=>{if(!r)if(h.type==="pong"&&h.data==="probe"){if(this.upgrading=!0,this.emitReserved("upgrading",n),!n)return;$a.priorWebsocketSuccess=n.name==="websocket",this.transport.pause(()=>{r||this.readyState!=="closed"&&(f(),this.setTransport(n),n.send([{type:"upgrade"}]),this.emitReserved("upgrade",n),n=null,this.upgrading=!1,this.flush())})}else{const m=new Error("probe error");m.transport=n.name,this.emitReserved("upgradeError",m)}}))};function i(){r||(r=!0,f(),n.close(),n=null)}const s=h=>{const m=new Error("probe error: "+h);m.transport=n.name,i(),this.emitReserved("upgradeError",m)};function l(){s("transport closed")}function c(){s("socket closed")}function d(h){n&&h.name!==n.name&&i()}const f=()=>{n.removeListener("open",o),n.removeListener("error",s),n.removeListener("close",l),this.off("close",c),this.off("upgrading",d)};n.once("open",o),n.once("error",s),n.once("close",l),this.once("close",c),this.once("upgrading",d),n.open()}onOpen(){if(this.readyState="open",$a.priorWebsocketSuccess=this.transport.name==="websocket",this.emitReserved("open"),this.flush(),this.readyState==="open"&&this.opts.upgrade&&this.transport.pause){let t=0;const n=this.upgrades.length;for(;t{this.onClose("ping timeout")},this.pingInterval+this.pingTimeout),this.opts.autoUnref&&this.pingTimeoutTimer.unref()}onDrain(){this.writeBuffer.splice(0,this.prevBufferLen),this.prevBufferLen=0,this.writeBuffer.length===0?this.emitReserved("drain"):this.flush()}flush(){if(this.readyState!=="closed"&&this.transport.writable&&!this.upgrading&&this.writeBuffer.length){const t=this.getWritablePackets();this.transport.send(t),this.prevBufferLen=t.length,this.emitReserved("flush")}}getWritablePackets(){if(!(this.maxPayload&&this.transport.name==="polling"&&this.writeBuffer.length>1))return this.writeBuffer;let n=1;for(let r=0;r0&&n>this.maxPayload)return this.writeBuffer.slice(0,r);n+=2}return this.writeBuffer}write(t,n,r){return this.sendPacket("message",t,n,r),this}send(t,n,r){return this.sendPacket("message",t,n,r),this}sendPacket(t,n,r,o){if(typeof n=="function"&&(o=n,n=void 0),typeof r=="function"&&(o=r,r=null),this.readyState==="closing"||this.readyState==="closed")return;r=r||{},r.compress=r.compress!==!1;const i={type:t,data:n,options:r};this.emitReserved("packetCreate",i),this.writeBuffer.push(i),o&&this.once("flush",o),this.flush()}close(){const t=()=>{this.onClose("forced close"),this.transport.close()},n=()=>{this.off("upgrade",n),this.off("upgradeError",n),t()},r=()=>{this.once("upgrade",n),this.once("upgradeError",n)};return(this.readyState==="opening"||this.readyState==="open")&&(this.readyState="closing",this.writeBuffer.length?this.once("drain",()=>{this.upgrading?r():t()}):this.upgrading?r():t()),this}onError(t){$a.priorWebsocketSuccess=!1,this.emitReserved("error",t),this.onClose("transport error",t)}onClose(t,n){(this.readyState==="opening"||this.readyState==="open"||this.readyState==="closing")&&(this.clearTimeoutFn(this.pingTimeoutTimer),this.transport.removeAllListeners("close"),this.transport.close(),this.transport.removeAllListeners(),typeof removeEventListener=="function"&&removeEventListener("offline",this.offlineEventListener,!1),this.readyState="closed",this.id=null,this.emitReserved("close",t,n),this.writeBuffer=[],this.prevBufferLen=0)}filterUpgrades(t){const n=[];let r=0;const o=t.length;for(;rtypeof ArrayBuffer.isView=="function"?ArrayBuffer.isView(e):e.buffer instanceof ArrayBuffer,fR=Object.prototype.toString,phe=typeof Blob=="function"||typeof Blob<"u"&&fR.call(Blob)==="[object BlobConstructor]",hhe=typeof File=="function"||typeof File<"u"&&fR.call(File)==="[object FileConstructor]";function C6(e){return dhe&&(e instanceof ArrayBuffer||fhe(e))||phe&&e instanceof Blob||hhe&&e instanceof File}function k1(e,t){if(!e||typeof e!="object")return!1;if(Array.isArray(e)){for(let n=0,r=e.length;n=0&&e.num0;case Je.ACK:case Je.BINARY_ACK:return Array.isArray(n)}}destroy(){this.reconstructor&&this.reconstructor.finishedReconstruction()}}class bhe{constructor(t){this.packet=t,this.buffers=[],this.reconPack=t}takeBinaryData(t){if(this.buffers.push(t),this.buffers.length===this.reconPack.attachments){const n=ghe(this.reconPack,this.buffers);return this.finishedReconstruction(),n}return null}finishedReconstruction(){this.reconPack=null,this.buffers=[]}}const She=Object.freeze(Object.defineProperty({__proto__:null,protocol:vhe,get PacketType(){return Je},Encoder:yhe,Decoder:k6},Symbol.toStringTag,{value:"Module"}));function $o(e,t,n){return e.on(t,n),function(){e.off(t,n)}}const xhe=Object.freeze({connect:1,connect_error:1,disconnect:1,disconnecting:1,newListener:1,removeListener:1});class pR extends gn{constructor(t,n,r){super(),this.connected=!1,this.receiveBuffer=[],this.sendBuffer=[],this.ids=0,this.acks={},this.flags={},this.io=t,this.nsp=n,r&&r.auth&&(this.auth=r.auth),this.io._autoConnect&&this.open()}get disconnected(){return!this.connected}subEvents(){if(this.subs)return;const t=this.io;this.subs=[$o(t,"open",this.onopen.bind(this)),$o(t,"packet",this.onpacket.bind(this)),$o(t,"error",this.onerror.bind(this)),$o(t,"close",this.onclose.bind(this))]}get active(){return!!this.subs}connect(){return this.connected?this:(this.subEvents(),this.io._reconnecting||this.io.open(),this.io._readyState==="open"&&this.onopen(),this)}open(){return this.connect()}send(...t){return t.unshift("message"),this.emit.apply(this,t),this}emit(t,...n){if(xhe.hasOwnProperty(t))throw new Error('"'+t.toString()+'" is a reserved event name');n.unshift(t);const r={type:Je.EVENT,data:n};if(r.options={},r.options.compress=this.flags.compress!==!1,typeof n[n.length-1]=="function"){const s=this.ids++,l=n.pop();this._registerAckCallback(s,l),r.id=s}const o=this.io.engine&&this.io.engine.transport&&this.io.engine.transport.writable;return this.flags.volatile&&(!o||!this.connected)||(this.connected?(this.notifyOutgoingListeners(r),this.packet(r)):this.sendBuffer.push(r)),this.flags={},this}_registerAckCallback(t,n){const r=this.flags.timeout;if(r===void 0){this.acks[t]=n;return}const o=this.io.setTimeoutFn(()=>{delete this.acks[t];for(let i=0;i{this.io.clearTimeoutFn(o),n.apply(this,[null,...i])}}packet(t){t.nsp=this.nsp,this.io._packet(t)}onopen(){typeof this.auth=="function"?this.auth(t=>{this.packet({type:Je.CONNECT,data:t})}):this.packet({type:Je.CONNECT,data:this.auth})}onerror(t){this.connected||this.emitReserved("connect_error",t)}onclose(t,n){this.connected=!1,delete this.id,this.emitReserved("disconnect",t,n)}onpacket(t){if(t.nsp===this.nsp)switch(t.type){case Je.CONNECT:if(t.data&&t.data.sid){const o=t.data.sid;this.onconnect(o)}else this.emitReserved("connect_error",new Error("It seems you are trying to reach a Socket.IO server in v2.x with a v3.x client, but they are not compatible (more information here: https://socket.io/docs/v3/migrating-from-2-x-to-3-0/)"));break;case Je.EVENT:case Je.BINARY_EVENT:this.onevent(t);break;case Je.ACK:case Je.BINARY_ACK:this.onack(t);break;case Je.DISCONNECT:this.ondisconnect();break;case Je.CONNECT_ERROR:this.destroy();const r=new Error(t.data.message);r.data=t.data.data,this.emitReserved("connect_error",r);break}}onevent(t){const n=t.data||[];t.id!=null&&n.push(this.ack(t.id)),this.connected?this.emitEvent(n):this.receiveBuffer.push(Object.freeze(n))}emitEvent(t){if(this._anyListeners&&this._anyListeners.length){const n=this._anyListeners.slice();for(const r of n)r.apply(this,t)}super.emit.apply(this,t)}ack(t){const n=this;let r=!1;return function(...o){r||(r=!0,n.packet({type:Je.ACK,id:t,data:o}))}}onack(t){const n=this.acks[t.id];typeof n=="function"&&(n.apply(this,t.data),delete this.acks[t.id])}onconnect(t){this.id=t,this.connected=!0,this.emitBuffered(),this.emitReserved("connect")}emitBuffered(){this.receiveBuffer.forEach(t=>this.emitEvent(t)),this.receiveBuffer=[],this.sendBuffer.forEach(t=>{this.notifyOutgoingListeners(t),this.packet(t)}),this.sendBuffer=[]}ondisconnect(){this.destroy(),this.onclose("io server disconnect")}destroy(){this.subs&&(this.subs.forEach(t=>t()),this.subs=void 0),this.io._destroy(this)}disconnect(){return this.connected&&this.packet({type:Je.DISCONNECT}),this.destroy(),this.connected&&this.onclose("io client disconnect"),this}close(){return this.disconnect()}compress(t){return this.flags.compress=t,this}get volatile(){return this.flags.volatile=!0,this}timeout(t){return this.flags.timeout=t,this}onAny(t){return this._anyListeners=this._anyListeners||[],this._anyListeners.push(t),this}prependAny(t){return this._anyListeners=this._anyListeners||[],this._anyListeners.unshift(t),this}offAny(t){if(!this._anyListeners)return this;if(t){const n=this._anyListeners;for(let r=0;r0&&e.jitter<=1?e.jitter:0,this.attempts=0}Qu.prototype.duration=function(){var e=this.ms*Math.pow(this.factor,this.attempts++);if(this.jitter){var t=Math.random(),n=Math.floor(t*this.jitter*e);e=(Math.floor(t*10)&1)==0?e-n:e+n}return 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While weights can be included in the prompt, standard CLI Commands/parameters will not work.",href:"link/to/docs/feature3.html",guideImage:"asset/path.gif"},[1]:{text:"As new invocations are generated, files from the output directory will be displayed here. Generations have additional options to configure new generations.",href:"link/to/docs/feature3.html",guideImage:"asset/path.gif"},[2]:{text:"These options will enable alternative processing modes for Invoke. Seamless tiling will work to generate repeating patterns in the output. High Resolution Optimization performs a two-step generation cycle, and should be used at higher resolutions when you desire a more coherent image/composition. ",href:"link/to/docs/feature3.html",guideImage:"asset/path.gif"},[3]:{text:"Seed values provide an initial set of noise which guide the denoising process, and can be randomized or populated with a seed from a previous invocation. The Threshold feature can be used to mitigate undesirable outcomes at higher CFG values (try between 0-10), and Perlin can be used to add Perlin noise into the denoising process - Both serve to add variation to your outputs. ",href:"link/to/docs/feature3.html",guideImage:"asset/path.gif"},[4]:{text:"Try a variation with an amount of between 0 and 1 to change the output image for the set seed - Interesting variations on the seed are found between 0.1 and 0.3.",href:"link/to/docs/feature3.html",guideImage:"asset/path.gif"},[5]:{text:"Using ESRGAN you can increase the output resolution without requiring a higher width/height in the initial generation.",href:"link/to/docs/feature1.html",guideImage:"asset/path.gif"},[6]:{text:"Using GFPGAN, Face Correction will attempt to identify faces in outputs, and correct any defects/abnormalities. 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canceled"}}}),{setShouldDisplayInProgress:Epe,setIsProcessing:w1,addLogEntry:sr,setShouldShowLogViewer:cC,setIsConnected:dC,setSocketId:mge,setShouldConfirmOnDelete:QI,setOpenAccordions:Lpe,setSystemStatus:Ppe,setCurrentStatus:fC,setSystemConfig:Tpe,setShouldDisplayGuides:Ape,processingCanceled:Ipe,errorOccurred:Rpe,errorSeen:JI}=XI.actions,Ope=XI.reducer,ki=Object.create(null);ki.open="0";ki.close="1";ki.ping="2";ki.pong="3";ki.message="4";ki.upgrade="5";ki.noop="6";const C1=Object.create(null);Object.keys(ki).forEach(e=>{C1[ki[e]]=e});const Mpe={type:"error",data:"parser error"},Npe=typeof Blob=="function"||typeof Blob<"u"&&Object.prototype.toString.call(Blob)==="[object BlobConstructor]",Dpe=typeof ArrayBuffer=="function",zpe=e=>typeof ArrayBuffer.isView=="function"?ArrayBuffer.isView(e):e&&e.buffer instanceof ArrayBuffer,eR=({type:e,data:t},n,r)=>Npe&&t instanceof Blob?n?r(t):pC(t,r):Dpe&&(t instanceof ArrayBuffer||zpe(t))?n?r(t):pC(new Blob([t]),r):r(ki[e]+(t||"")),pC=(e,t)=>{const n=new FileReader;return n.onload=function(){const r=n.result.split(",")[1];t("b"+r)},n.readAsDataURL(e)},hC="ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/",ed=typeof Uint8Array>"u"?[]:new Uint8Array(256);for(let e=0;e{let t=e.length*.75,n=e.length,r,o=0,i,s,l,c;e[e.length-1]==="="&&(t--,e[e.length-2]==="="&&t--);const d=new ArrayBuffer(t),f=new Uint8Array(d);for(r=0;r>4,f[o++]=(s&15)<<4|l>>2,f[o++]=(l&3)<<6|c&63;return d},Bpe=typeof ArrayBuffer=="function",tR=(e,t)=>{if(typeof e!="string")return{type:"message",data:nR(e,t)};const n=e.charAt(0);return n==="b"?{type:"message",data:Fpe(e.substring(1),t)}:C1[n]?e.length>1?{type:C1[n],data:e.substring(1)}:{type:C1[n]}:Mpe},Fpe=(e,t)=>{if(Bpe){const n=$pe(e);return nR(n,t)}else return{base64:!0,data:e}},nR=(e,t)=>{switch(t){case"blob":return e instanceof ArrayBuffer?new Blob([e]):e;case"arraybuffer":default:return e}},rR=String.fromCharCode(30),Vpe=(e,t)=>{const n=e.length,r=new Array(n);let o=0;e.forEach((i,s)=>{eR(i,!1,l=>{r[s]=l,++o===n&&t(r.join(rR))})})},Wpe=(e,t)=>{const n=e.split(rR),r=[];for(let o=0;otypeof self<"u"?self:typeof window<"u"?window:Function("return this")())();function iR(e,...t){return t.reduce((n,r)=>(e.hasOwnProperty(r)&&(n[r]=e[r]),n),{})}const Hpe=setTimeout,Upe=clearTimeout;function ig(e,t){t.useNativeTimers?(e.setTimeoutFn=Hpe.bind(Ha),e.clearTimeoutFn=Upe.bind(Ha)):(e.setTimeoutFn=setTimeout.bind(Ha),e.clearTimeoutFn=clearTimeout.bind(Ha))}const Gpe=1.33;function Zpe(e){return typeof e=="string"?Kpe(e):Math.ceil((e.byteLength||e.size)*Gpe)}function Kpe(e){let t=0,n=0;for(let r=0,o=e.length;r=57344?n+=3:(r++,n+=4);return n}class qpe extends Error{constructor(t,n,r){super(t),this.description=n,this.context=r,this.type="TransportError"}}class aR extends gn{constructor(t){super(),this.writable=!1,ig(this,t),this.opts=t,this.query=t.query,this.readyState="",this.socket=t.socket}onError(t,n,r){return super.emitReserved("error",new qpe(t,n,r)),this}open(){return(this.readyState==="closed"||this.readyState==="")&&(this.readyState="opening",this.doOpen()),this}close(){return(this.readyState==="opening"||this.readyState==="open")&&(this.doClose(),this.onClose()),this}send(t){this.readyState==="open"&&this.write(t)}onOpen(){this.readyState="open",this.writable=!0,super.emitReserved("open")}onData(t){const n=tR(t,this.socket.binaryType);this.onPacket(n)}onPacket(t){super.emitReserved("packet",t)}onClose(t){this.readyState="closed",super.emitReserved("close",t)}}const sR="0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz-_".split(""),w4=64,Ype={};let mC=0,$h=0,gC;function vC(e){let t="";do t=sR[e%w4]+t,e=Math.floor(e/w4);while(e>0);return t}function lR(){const e=vC(+new Date);return e!==gC?(mC=0,gC=e):e+"."+vC(mC++)}for(;$h{this.readyState="paused",t()};if(this.polling||!this.writable){let r=0;this.polling&&(r++,this.once("pollComplete",function(){--r||n()})),this.writable||(r++,this.once("drain",function(){--r||n()}))}else n()}poll(){this.polling=!0,this.doPoll(),this.emitReserved("poll")}onData(t){const n=r=>{if(this.readyState==="opening"&&r.type==="open"&&this.onOpen(),r.type==="close")return this.onClose({description:"transport closed by the server"}),!1;this.onPacket(r)};Wpe(t,this.socket.binaryType).forEach(n),this.readyState!=="closed"&&(this.polling=!1,this.emitReserved("pollComplete"),this.readyState==="open"&&this.poll())}doClose(){const t=()=>{this.write([{type:"close"}])};this.readyState==="open"?t():this.once("open",t)}write(t){this.writable=!1,Vpe(t,n=>{this.doWrite(n,()=>{this.writable=!0,this.emitReserved("drain")})})}uri(){let t=this.query||{};const n=this.opts.secure?"https":"http";let r="";this.opts.timestampRequests!==!1&&(t[this.opts.timestampParam]=lR()),!this.supportsBinary&&!t.sid&&(t.b64=1),this.opts.port&&(n==="https"&&Number(this.opts.port)!==443||n==="http"&&Number(this.opts.port)!==80)&&(r=":"+this.opts.port);const o=uR(t),i=this.opts.hostname.indexOf(":")!==-1;return n+"://"+(i?"["+this.opts.hostname+"]":this.opts.hostname)+r+this.opts.path+(o.length?"?"+o:"")}request(t={}){return Object.assign(t,{xd:this.xd,xs:this.xs},this.opts),new Si(this.uri(),t)}doWrite(t,n){const r=this.request({method:"POST",data:t});r.on("success",n),r.on("error",(o,i)=>{this.onError("xhr post error",o,i)})}doPoll(){const t=this.request();t.on("data",this.onData.bind(this)),t.on("error",(n,r)=>{this.onError("xhr poll error",n,r)}),this.pollXhr=t}}class Si extends gn{constructor(t,n){super(),ig(this,n),this.opts=n,this.method=n.method||"GET",this.uri=t,this.async=n.async!==!1,this.data=n.data!==void 0?n.data:null,this.create()}create(){const t=iR(this.opts,"agent","pfx","key","passphrase","cert","ca","ciphers","rejectUnauthorized","autoUnref");t.xdomain=!!this.opts.xd,t.xscheme=!!this.opts.xs;const n=this.xhr=new dR(t);try{n.open(this.method,this.uri,this.async);try{if(this.opts.extraHeaders){n.setDisableHeaderCheck&&n.setDisableHeaderCheck(!0);for(let r in this.opts.extraHeaders)this.opts.extraHeaders.hasOwnProperty(r)&&n.setRequestHeader(r,this.opts.extraHeaders[r])}}catch{}if(this.method==="POST")try{n.setRequestHeader("Content-type","text/plain;charset=UTF-8")}catch{}try{n.setRequestHeader("Accept","*/*")}catch{}"withCredentials"in n&&(n.withCredentials=this.opts.withCredentials),this.opts.requestTimeout&&(n.timeout=this.opts.requestTimeout),n.onreadystatechange=()=>{n.readyState===4&&(n.status===200||n.status===1223?this.onLoad():this.setTimeoutFn(()=>{this.onError(typeof n.status=="number"?n.status:0)},0))},n.send(this.data)}catch(r){this.setTimeoutFn(()=>{this.onError(r)},0);return}typeof document<"u"&&(this.index=Si.requestsCount++,Si.requests[this.index]=this)}onError(t){this.emitReserved("error",t,this.xhr),this.cleanup(!0)}cleanup(t){if(!(typeof this.xhr>"u"||this.xhr===null)){if(this.xhr.onreadystatechange=Jpe,t)try{this.xhr.abort()}catch{}typeof document<"u"&&delete Si.requests[this.index],this.xhr=null}}onLoad(){const t=this.xhr.responseText;t!==null&&(this.emitReserved("data",t),this.emitReserved("success"),this.cleanup())}abort(){this.cleanup()}}Si.requestsCount=0;Si.requests={};if(typeof document<"u"){if(typeof attachEvent=="function")attachEvent("onunload",yC);else if(typeof addEventListener=="function"){const e="onpagehide"in Ha?"pagehide":"unload";addEventListener(e,yC,!1)}}function yC(){for(let e in Si.requests)Si.requests.hasOwnProperty(e)&&Si.requests[e].abort()}const nhe=(()=>typeof Promise=="function"&&typeof Promise.resolve=="function"?t=>Promise.resolve().then(t):(t,n)=>n(t,0))(),Bh=Ha.WebSocket||Ha.MozWebSocket,bC=!0,rhe="arraybuffer",SC=typeof navigator<"u"&&typeof navigator.product=="string"&&navigator.product.toLowerCase()==="reactnative";class ohe extends aR{constructor(t){super(t),this.supportsBinary=!t.forceBase64}get name(){return"websocket"}doOpen(){if(!this.check())return;const t=this.uri(),n=this.opts.protocols,r=SC?{}:iR(this.opts,"agent","perMessageDeflate","pfx","key","passphrase","cert","ca","ciphers","rejectUnauthorized","localAddress","protocolVersion","origin","maxPayload","family","checkServerIdentity");this.opts.extraHeaders&&(r.headers=this.opts.extraHeaders);try{this.ws=bC&&!SC?n?new Bh(t,n):new Bh(t):new Bh(t,n,r)}catch(o){return this.emitReserved("error",o)}this.ws.binaryType=this.socket.binaryType||rhe,this.addEventListeners()}addEventListeners(){this.ws.onopen=()=>{this.opts.autoUnref&&this.ws._socket.unref(),this.onOpen()},this.ws.onclose=t=>this.onClose({description:"websocket connection closed",context:t}),this.ws.onmessage=t=>this.onData(t.data),this.ws.onerror=t=>this.onError("websocket error",t)}write(t){this.writable=!1;for(let n=0;n{const s={};try{bC&&this.ws.send(i)}catch{}o&&nhe(()=>{this.writable=!0,this.emitReserved("drain")},this.setTimeoutFn)})}}doClose(){typeof this.ws<"u"&&(this.ws.close(),this.ws=null)}uri(){let t=this.query||{};const n=this.opts.secure?"wss":"ws";let r="";this.opts.port&&(n==="wss"&&Number(this.opts.port)!==443||n==="ws"&&Number(this.opts.port)!==80)&&(r=":"+this.opts.port),this.opts.timestampRequests&&(t[this.opts.timestampParam]=lR()),this.supportsBinary||(t.b64=1);const o=uR(t),i=this.opts.hostname.indexOf(":")!==-1;return n+"://"+(i?"["+this.opts.hostname+"]":this.opts.hostname)+r+this.opts.path+(o.length?"?"+o:"")}check(){return!!Bh}}const ihe={websocket:ohe,polling:the},ahe=/^(?:(?![^:@]+:[^:@\/]*@)(http|https|ws|wss):\/\/)?((?:(([^:@]*)(?::([^:@]*))?)?@)?((?:[a-f0-9]{0,4}:){2,7}[a-f0-9]{0,4}|[^:\/?#]*)(?::(\d*))?)(((\/(?:[^?#](?![^?#\/]*\.[^?#\/.]+(?:[?#]|$)))*\/?)?([^?#\/]*))(?:\?([^#]*))?(?:#(.*))?)/,she=["source","protocol","authority","userInfo","user","password","host","port","relative","path","directory","file","query","anchor"];function C4(e){const t=e,n=e.indexOf("["),r=e.indexOf("]");n!=-1&&r!=-1&&(e=e.substring(0,n)+e.substring(n,r).replace(/:/g,";")+e.substring(r,e.length));let o=ahe.exec(e||""),i={},s=14;for(;s--;)i[she[s]]=o[s]||"";return n!=-1&&r!=-1&&(i.source=t,i.host=i.host.substring(1,i.host.length-1).replace(/;/g,":"),i.authority=i.authority.replace("[","").replace("]","").replace(/;/g,":"),i.ipv6uri=!0),i.pathNames=lhe(i,i.path),i.queryKey=uhe(i,i.query),i}function lhe(e,t){const n=/\/{2,9}/g,r=t.replace(n,"/").split("/");return(t.substr(0,1)=="/"||t.length===0)&&r.splice(0,1),t.substr(t.length-1,1)=="/"&&r.splice(r.length-1,1),r}function uhe(e,t){const n={};return t.replace(/(?:^|&)([^&=]*)=?([^&]*)/g,function(r,o,i){o&&(n[o]=i)}),n}class $a extends gn{constructor(t,n={}){super(),t&&typeof t=="object"&&(n=t,t=null),t?(t=C4(t),n.hostname=t.host,n.secure=t.protocol==="https"||t.protocol==="wss",n.port=t.port,t.query&&(n.query=t.query)):n.host&&(n.hostname=C4(n.host).host),ig(this,n),this.secure=n.secure!=null?n.secure:typeof location<"u"&&location.protocol==="https:",n.hostname&&!n.port&&(n.port=this.secure?"443":"80"),this.hostname=n.hostname||(typeof location<"u"?location.hostname:"localhost"),this.port=n.port||(typeof location<"u"&&location.port?location.port:this.secure?"443":"80"),this.transports=n.transports||["polling","websocket"],this.readyState="",this.writeBuffer=[],this.prevBufferLen=0,this.opts=Object.assign({path:"/engine.io",agent:!1,withCredentials:!1,upgrade:!0,timestampParam:"t",rememberUpgrade:!1,rejectUnauthorized:!0,perMessageDeflate:{threshold:1024},transportOptions:{},closeOnBeforeunload:!0},n),this.opts.path=this.opts.path.replace(/\/$/,"")+"/",typeof this.opts.query=="string"&&(this.opts.query=Xpe(this.opts.query)),this.id=null,this.upgrades=null,this.pingInterval=null,this.pingTimeout=null,this.pingTimeoutTimer=null,typeof addEventListener=="function"&&(this.opts.closeOnBeforeunload&&addEventListener("beforeunload",()=>{this.transport&&(this.transport.removeAllListeners(),this.transport.close())},!1),this.hostname!=="localhost"&&(this.offlineEventListener=()=>{this.onClose("transport close",{description:"network connection lost"})},addEventListener("offline",this.offlineEventListener,!1))),this.open()}createTransport(t){const n=Object.assign({},this.opts.query);n.EIO=oR,n.transport=t,this.id&&(n.sid=this.id);const r=Object.assign({},this.opts.transportOptions[t],this.opts,{query:n,socket:this,hostname:this.hostname,secure:this.secure,port:this.port});return new ihe[t](r)}open(){let t;if(this.opts.rememberUpgrade&&$a.priorWebsocketSuccess&&this.transports.indexOf("websocket")!==-1)t="websocket";else if(this.transports.length===0){this.setTimeoutFn(()=>{this.emitReserved("error","No transports available")},0);return}else t=this.transports[0];this.readyState="opening";try{t=this.createTransport(t)}catch{this.transports.shift(),this.open();return}t.open(),this.setTransport(t)}setTransport(t){this.transport&&this.transport.removeAllListeners(),this.transport=t,t.on("drain",this.onDrain.bind(this)).on("packet",this.onPacket.bind(this)).on("error",this.onError.bind(this)).on("close",n=>this.onClose("transport close",n))}probe(t){let n=this.createTransport(t),r=!1;$a.priorWebsocketSuccess=!1;const o=()=>{r||(n.send([{type:"ping",data:"probe"}]),n.once("packet",h=>{if(!r)if(h.type==="pong"&&h.data==="probe"){if(this.upgrading=!0,this.emitReserved("upgrading",n),!n)return;$a.priorWebsocketSuccess=n.name==="websocket",this.transport.pause(()=>{r||this.readyState!=="closed"&&(f(),this.setTransport(n),n.send([{type:"upgrade"}]),this.emitReserved("upgrade",n),n=null,this.upgrading=!1,this.flush())})}else{const m=new Error("probe error");m.transport=n.name,this.emitReserved("upgradeError",m)}}))};function i(){r||(r=!0,f(),n.close(),n=null)}const s=h=>{const m=new Error("probe error: "+h);m.transport=n.name,i(),this.emitReserved("upgradeError",m)};function l(){s("transport closed")}function c(){s("socket closed")}function d(h){n&&h.name!==n.name&&i()}const f=()=>{n.removeListener("open",o),n.removeListener("error",s),n.removeListener("close",l),this.off("close",c),this.off("upgrading",d)};n.once("open",o),n.once("error",s),n.once("close",l),this.once("close",c),this.once("upgrading",d),n.open()}onOpen(){if(this.readyState="open",$a.priorWebsocketSuccess=this.transport.name==="websocket",this.emitReserved("open"),this.flush(),this.readyState==="open"&&this.opts.upgrade&&this.transport.pause){let t=0;const n=this.upgrades.length;for(;t{this.onClose("ping timeout")},this.pingInterval+this.pingTimeout),this.opts.autoUnref&&this.pingTimeoutTimer.unref()}onDrain(){this.writeBuffer.splice(0,this.prevBufferLen),this.prevBufferLen=0,this.writeBuffer.length===0?this.emitReserved("drain"):this.flush()}flush(){if(this.readyState!=="closed"&&this.transport.writable&&!this.upgrading&&this.writeBuffer.length){const t=this.getWritablePackets();this.transport.send(t),this.prevBufferLen=t.length,this.emitReserved("flush")}}getWritablePackets(){if(!(this.maxPayload&&this.transport.name==="polling"&&this.writeBuffer.length>1))return this.writeBuffer;let n=1;for(let r=0;r0&&n>this.maxPayload)return this.writeBuffer.slice(0,r);n+=2}return this.writeBuffer}write(t,n,r){return this.sendPacket("message",t,n,r),this}send(t,n,r){return this.sendPacket("message",t,n,r),this}sendPacket(t,n,r,o){if(typeof n=="function"&&(o=n,n=void 0),typeof r=="function"&&(o=r,r=null),this.readyState==="closing"||this.readyState==="closed")return;r=r||{},r.compress=r.compress!==!1;const i={type:t,data:n,options:r};this.emitReserved("packetCreate",i),this.writeBuffer.push(i),o&&this.once("flush",o),this.flush()}close(){const t=()=>{this.onClose("forced close"),this.transport.close()},n=()=>{this.off("upgrade",n),this.off("upgradeError",n),t()},r=()=>{this.once("upgrade",n),this.once("upgradeError",n)};return(this.readyState==="opening"||this.readyState==="open")&&(this.readyState="closing",this.writeBuffer.length?this.once("drain",()=>{this.upgrading?r():t()}):this.upgrading?r():t()),this}onError(t){$a.priorWebsocketSuccess=!1,this.emitReserved("error",t),this.onClose("transport error",t)}onClose(t,n){(this.readyState==="opening"||this.readyState==="open"||this.readyState==="closing")&&(this.clearTimeoutFn(this.pingTimeoutTimer),this.transport.removeAllListeners("close"),this.transport.close(),this.transport.removeAllListeners(),typeof removeEventListener=="function"&&removeEventListener("offline",this.offlineEventListener,!1),this.readyState="closed",this.id=null,this.emitReserved("close",t,n),this.writeBuffer=[],this.prevBufferLen=0)}filterUpgrades(t){const n=[];let r=0;const o=t.length;for(;rtypeof ArrayBuffer.isView=="function"?ArrayBuffer.isView(e):e.buffer instanceof ArrayBuffer,fR=Object.prototype.toString,phe=typeof Blob=="function"||typeof Blob<"u"&&fR.call(Blob)==="[object BlobConstructor]",hhe=typeof File=="function"||typeof File<"u"&&fR.call(File)==="[object FileConstructor]";function C6(e){return dhe&&(e instanceof ArrayBuffer||fhe(e))||phe&&e instanceof Blob||hhe&&e instanceof File}function k1(e,t){if(!e||typeof e!="object")return!1;if(Array.isArray(e)){for(let n=0,r=e.length;n=0&&e.num0;case Je.ACK:case Je.BINARY_ACK:return Array.isArray(n)}}destroy(){this.reconstructor&&this.reconstructor.finishedReconstruction()}}class bhe{constructor(t){this.packet=t,this.buffers=[],this.reconPack=t}takeBinaryData(t){if(this.buffers.push(t),this.buffers.length===this.reconPack.attachments){const n=ghe(this.reconPack,this.buffers);return this.finishedReconstruction(),n}return null}finishedReconstruction(){this.reconPack=null,this.buffers=[]}}const She=Object.freeze(Object.defineProperty({__proto__:null,protocol:vhe,get PacketType(){return Je},Encoder:yhe,Decoder:k6},Symbol.toStringTag,{value:"Module"}));function $o(e,t,n){return e.on(t,n),function(){e.off(t,n)}}const xhe=Object.freeze({connect:1,connect_error:1,disconnect:1,disconnecting:1,newListener:1,removeListener:1});class pR extends gn{constructor(t,n,r){super(),this.connected=!1,this.receiveBuffer=[],this.sendBuffer=[],this.ids=0,this.acks={},this.flags={},this.io=t,this.nsp=n,r&&r.auth&&(this.auth=r.auth),this.io._autoConnect&&this.open()}get disconnected(){return!this.connected}subEvents(){if(this.subs)return;const t=this.io;this.subs=[$o(t,"open",this.onopen.bind(this)),$o(t,"packet",this.onpacket.bind(this)),$o(t,"error",this.onerror.bind(this)),$o(t,"close",this.onclose.bind(this))]}get active(){return!!this.subs}connect(){return this.connected?this:(this.subEvents(),this.io._reconnecting||this.io.open(),this.io._readyState==="open"&&this.onopen(),this)}open(){return this.connect()}send(...t){return t.unshift("message"),this.emit.apply(this,t),this}emit(t,...n){if(xhe.hasOwnProperty(t))throw new Error('"'+t.toString()+'" is a reserved event name');n.unshift(t);const r={type:Je.EVENT,data:n};if(r.options={},r.options.compress=this.flags.compress!==!1,typeof n[n.length-1]=="function"){const s=this.ids++,l=n.pop();this._registerAckCallback(s,l),r.id=s}const o=this.io.engine&&this.io.engine.transport&&this.io.engine.transport.writable;return this.flags.volatile&&(!o||!this.connected)||(this.connected?(this.notifyOutgoingListeners(r),this.packet(r)):this.sendBuffer.push(r)),this.flags={},this}_registerAckCallback(t,n){const r=this.flags.timeout;if(r===void 0){this.acks[t]=n;return}const o=this.io.setTimeoutFn(()=>{delete this.acks[t];for(let i=0;i{this.io.clearTimeoutFn(o),n.apply(this,[null,...i])}}packet(t){t.nsp=this.nsp,this.io._packet(t)}onopen(){typeof this.auth=="function"?this.auth(t=>{this.packet({type:Je.CONNECT,data:t})}):this.packet({type:Je.CONNECT,data:this.auth})}onerror(t){this.connected||this.emitReserved("connect_error",t)}onclose(t,n){this.connected=!1,delete this.id,this.emitReserved("disconnect",t,n)}onpacket(t){if(t.nsp===this.nsp)switch(t.type){case Je.CONNECT:if(t.data&&t.data.sid){const o=t.data.sid;this.onconnect(o)}else this.emitReserved("connect_error",new Error("It seems you are trying to reach a Socket.IO server in v2.x with a v3.x client, but they are not compatible (more information here: https://socket.io/docs/v3/migrating-from-2-x-to-3-0/)"));break;case Je.EVENT:case Je.BINARY_EVENT:this.onevent(t);break;case Je.ACK:case Je.BINARY_ACK:this.onack(t);break;case Je.DISCONNECT:this.ondisconnect();break;case Je.CONNECT_ERROR:this.destroy();const r=new Error(t.data.message);r.data=t.data.data,this.emitReserved("connect_error",r);break}}onevent(t){const n=t.data||[];t.id!=null&&n.push(this.ack(t.id)),this.connected?this.emitEvent(n):this.receiveBuffer.push(Object.freeze(n))}emitEvent(t){if(this._anyListeners&&this._anyListeners.length){const n=this._anyListeners.slice();for(const r of n)r.apply(this,t)}super.emit.apply(this,t)}ack(t){const n=this;let r=!1;return function(...o){r||(r=!0,n.packet({type:Je.ACK,id:t,data:o}))}}onack(t){const n=this.acks[t.id];typeof n=="function"&&(n.apply(this,t.data),delete this.acks[t.id])}onconnect(t){this.id=t,this.connected=!0,this.emitBuffered(),this.emitReserved("connect")}emitBuffered(){this.receiveBuffer.forEach(t=>this.emitEvent(t)),this.receiveBuffer=[],this.sendBuffer.forEach(t=>{this.notifyOutgoingListeners(t),this.packet(t)}),this.sendBuffer=[]}ondisconnect(){this.destroy(),this.onclose("io server disconnect")}destroy(){this.subs&&(this.subs.forEach(t=>t()),this.subs=void 0),this.io._destroy(this)}disconnect(){return this.connected&&this.packet({type:Je.DISCONNECT}),this.destroy(),this.connected&&this.onclose("io client disconnect"),this}close(){return this.disconnect()}compress(t){return this.flags.compress=t,this}get volatile(){return this.flags.volatile=!0,this}timeout(t){return this.flags.timeout=t,this}onAny(t){return this._anyListeners=this._anyListeners||[],this._anyListeners.push(t),this}prependAny(t){return this._anyListeners=this._anyListeners||[],this._anyListeners.unshift(t),this}offAny(t){if(!this._anyListeners)return this;if(t){const n=this._anyListeners;for(let r=0;r0&&e.jitter<=1?e.jitter:0,this.attempts=0}Qu.prototype.duration=function(){var e=this.ms*Math.pow(this.factor,this.attempts++);if(this.jitter){var t=Math.random(),n=Math.floor(t*this.jitter*e);e=(Math.floor(t*10)&1)==0?e-n:e+n}return Math.min(e,this.max)|0};Qu.prototype.reset=function(){this.attempts=0};Qu.prototype.setMin=function(e){this.ms=e};Qu.prototype.setMax=function(e){this.max=e};Qu.prototype.setJitter=function(e){this.jitter=e};class E4 extends gn{constructor(t,n){var r;super(),this.nsps={},this.subs=[],t&&typeof t=="object"&&(n=t,t=void 0),n=n||{},n.path=n.path||"/socket.io",this.opts=n,ig(this,n),this.reconnection(n.reconnection!==!1),this.reconnectionAttempts(n.reconnectionAttempts||1/0),this.reconnectionDelay(n.reconnectionDelay||1e3),this.reconnectionDelayMax(n.reconnectionDelayMax||5e3),this.randomizationFactor((r=n.randomizationFactor)!==null&&r!==void 0?r:.5),this.backoff=new Qu({min:this.reconnectionDelay(),max:this.reconnectionDelayMax(),jitter:this.randomizationFactor()}),this.timeout(n.timeout==null?2e4:n.timeout),this._readyState="closed",this.uri=t;const o=n.parser||She;this.encoder=new o.Encoder,this.decoder=new o.Decoder,this._autoConnect=n.autoConnect!==!1,this._autoConnect&&this.open()}reconnection(t){return arguments.length?(this._reconnection=!!t,this):this._reconnection}reconnectionAttempts(t){return t===void 0?this._reconnectionAttempts:(this._reconnectionAttempts=t,this)}reconnectionDelay(t){var n;return t===void 0?this._reconnectionDelay:(this._reconnectionDelay=t,(n=this.backoff)===null||n===void 0||n.setMin(t),this)}randomizationFactor(t){var n;return t===void 0?this._randomizationFactor:(this._randomizationFactor=t,(n=this.backoff)===null||n===void 0||n.setJitter(t),this)}reconnectionDelayMax(t){var n;return t===void 0?this._reconnectionDelayMax:(this._reconnectionDelayMax=t,(n=this.backoff)===null||n===void 0||n.setMax(t),this)}timeout(t){return arguments.length?(this._timeout=t,this):this._timeout}maybeReconnectOnOpen(){!this._reconnecting&&this._reconnection&&this.backoff.attempts===0&&this.reconnect()}open(t){if(~this._readyState.indexOf("open"))return this;this.engine=new 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r=this.setTimeoutFn(()=>{t.skipReconnect||(this.emitReserved("reconnect_attempt",t.backoff.attempts),!t.skipReconnect&&t.open(o=>{o?(t._reconnecting=!1,t.reconnect(),this.emitReserved("reconnect_error",o)):t.onreconnect()}))},n);this.opts.autoUnref&&r.unref(),this.subs.push(function(){clearTimeout(r)})}}onreconnect(){const t=this.backoff.attempts;this._reconnecting=!1,this.backoff.reset(),this.emitReserved("reconnect",t)}}const jc={};function _1(e,t){typeof e=="object"&&(t=e,e=void 0),t=t||{};const n=che(e,t.path||"/socket.io"),r=n.source,o=n.id,i=n.path,s=jc[o]&&i in jc[o].nsps,l=t.forceNew||t["force new connection"]||t.multiplex===!1||s;let c;return l?c=new E4(r,t):(jc[o]||(jc[o]=new E4(r,t)),c=jc[o]),n.query&&!t.query&&(t.query=n.queryKey),c.socket(n.path,t)}Object.assign(_1,{Manager:E4,Socket:pR,io:_1,connect:_1});let Fh;const whe=new Uint8Array(16);function Che(){if(!Fh&&(Fh=typeof crypto<"u"&&crypto.getRandomValues&&crypto.getRandomValues.bind(crypto),!Fh))throw new 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Vo=(e=>(e[e.PROMPT=0]="PROMPT",e[e.GALLERY=1]="GALLERY",e[e.OTHER=2]="OTHER",e[e.SEED=3]="SEED",e[e.VARIATIONS=4]="VARIATIONS",e[e.UPSCALE=5]="UPSCALE",e[e.FACE_CORRECTION=6]="FACE_CORRECTION",e[e.IMAGE_TO_IMAGE=7]="IMAGE_TO_IMAGE",e))(Vo||{});const f1e={[0]:{text:"This field will take all prompt text, including both content and stylistic terms. While weights can be included in the prompt, standard CLI Commands/parameters will not work.",href:"link/to/docs/feature3.html",guideImage:"asset/path.gif"},[1]:{text:"As new invocations are generated, files from the output directory will be displayed here. Generations have additional options to configure new generations.",href:"link/to/docs/feature3.html",guideImage:"asset/path.gif"},[2]:{text:"These options will enable alternative processing modes for Invoke. Seamless tiling will work to generate repeating patterns in the output. High Resolution Optimization performs a two-step generation cycle, and should be used at higher resolutions when you desire a more coherent image/composition. ",href:"link/to/docs/feature3.html",guideImage:"asset/path.gif"},[3]:{text:"Seed values provide an initial set of noise which guide the denoising process, and can be randomized or populated with a seed from a previous invocation. The Threshold feature can be used to mitigate undesirable outcomes at higher CFG values (try between 0-10), and Perlin can be used to add Perlin noise into the denoising process - Both serve to add variation to your outputs. ",href:"link/to/docs/feature3.html",guideImage:"asset/path.gif"},[4]:{text:"Try a variation with an amount of between 0 and 1 to change the output image for the set seed - Interesting variations on the seed are found between 0.1 and 0.3.",href:"link/to/docs/feature3.html",guideImage:"asset/path.gif"},[5]:{text:"Using ESRGAN you can increase the output resolution without requiring a higher width/height in the initial generation.",href:"link/to/docs/feature1.html",guideImage:"asset/path.gif"},[6]:{text:"Using GFPGAN, Face Correction will attempt to identify faces in outputs, and correct any defects/abnormalities. 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r=n.getBoundingClientRect();this.parentLeft=r.left,this.parentTop=r.top}}if(this.props.bounds&&typeof this.props.bounds!="string"){var o=this.props.bounds.getBoundingClientRect();this.targetLeft=o.left,this.targetTop=o.top}if(this.resizable){var i=this.resizable.getBoundingClientRect(),s=i.left,l=i.top,c=i.right,d=i.bottom;this.resizableLeft=s,this.resizableRight=c,this.resizableTop=l,this.resizableBottom=d}},t.prototype.onResizeStart=function(n,r){if(!(!this.resizable||!this.window)){var o=0,i=0;if(n.nativeEvent&&xme(n.nativeEvent)?(o=n.nativeEvent.clientX,i=n.nativeEvent.clientY):n.nativeEvent&&Uh(n.nativeEvent)&&(o=n.nativeEvent.touches[0].clientX,i=n.nativeEvent.touches[0].clientY),this.props.onResizeStart&&this.resizable){var s=this.props.onResizeStart(n,r,this.resizable);if(s===!1)return}this.props.size&&(typeof this.props.size.height<"u"&&this.props.size.height!==this.state.height&&this.setState({height:this.props.size.height}),typeof this.props.size.width<"u"&&this.props.size.width!==this.state.width&&this.setState({width:this.props.size.width})),this.ratio=typeof this.props.lockAspectRatio=="number"?this.props.lockAspectRatio:this.size.width/this.size.height;var l,c=this.window.getComputedStyle(this.resizable);if(c.flexBasis!=="auto"){var d=this.parentNode;if(d){var f=this.window.getComputedStyle(d).flexDirection;this.flexDir=f.startsWith("row")?"row":"column",l=c.flexBasis}}this.setBoundingClientRect(),this.bindEvents();var h={original:{x:o,y:i,width:this.size.width,height:this.size.height},isResizing:!0,backgroundStyle:oi(oi({},this.state.backgroundStyle),{cursor:this.window.getComputedStyle(n.target).cursor||"auto"}),direction:r,flexBasis:l};this.setState(h)}},t.prototype.onMouseMove=function(n){var r=this;if(!(!this.state.isResizing||!this.resizable||!this.window)){if(this.window.TouchEvent&&Uh(n))try{n.preventDefault(),n.stopPropagation()}catch{}var o=this.props,i=o.maxWidth,s=o.maxHeight,l=o.minWidth,c=o.minHeight,d=Uh(n)?n.touches[0].clientX:n.clientX,f=Uh(n)?n.touches[0].clientY:n.clientY,h=this.state,m=h.direction,g=h.original,b=h.width,S=h.height,_=this.getParentSize(),w=wme(_,this.window.innerWidth,this.window.innerHeight,i,s,l,c);i=w.maxWidth,s=w.maxHeight,l=w.minWidth,c=w.minHeight;var x=this.calculateNewSizeFromDirection(d,f),k=x.newHeight,L=x.newWidth,A=this.calculateNewMaxFromBoundary(i,s);this.props.snap&&this.props.snap.x&&(L=ZC(L,this.props.snap.x,this.props.snapGap)),this.props.snap&&this.props.snap.y&&(k=ZC(k,this.props.snap.y,this.props.snapGap));var M=this.calculateNewSizeFromAspectRatio(L,k,{width:A.maxWidth,height:A.maxHeight},{width:l,height:c});if(L=M.newWidth,k=M.newHeight,this.props.grid){var N=GC(L,this.props.grid[0]),$=GC(k,this.props.grid[1]),Z=this.props.snapGap||0;L=Z===0||Math.abs(N-L)<=Z?N:L,k=Z===0||Math.abs($-k)<=Z?$:k}var j={width:L-g.width,height:k-g.height};if(b&&typeof b=="string"){if(b.endsWith("%")){var te=L/_.width*100;L=te+"%"}else if(b.endsWith("vw")){var Le=L/this.window.innerWidth*100;L=Le+"vw"}else if(b.endsWith("vh")){var me=L/this.window.innerHeight*100;L=me+"vh"}}if(S&&typeof S=="string"){if(S.endsWith("%")){var te=k/_.height*100;k=te+"%"}else if(S.endsWith("vw")){var Le=k/this.window.innerWidth*100;k=Le+"vw"}else if(S.endsWith("vh")){var me=k/this.window.innerHeight*100;k=me+"vh"}}var ge={width:this.createSizeForCssProperty(L,"width"),height:this.createSizeForCssProperty(k,"height")};this.flexDir==="row"?ge.flexBasis=ge.width:this.flexDir==="column"&&(ge.flexBasis=ge.height),Fu.exports.flushSync(function(){r.setState(ge)}),this.props.onResize&&this.props.onResize(n,m,this.resizable,j)}},t.prototype.onMouseUp=function(n){var r=this.state,o=r.isResizing,i=r.direction,s=r.original;if(!(!o||!this.resizable)){var l={width:this.size.width-s.width,height:this.size.height-s.height};this.props.onResizeStop&&this.props.onResizeStop(n,i,this.resizable,l),this.props.size&&this.setState(this.props.size),this.unbindEvents(),this.setState({isResizing:!1,backgroundStyle:oi(oi({},this.state.backgroundStyle),{cursor:"auto"})})}},t.prototype.updateSize=function(n){this.setState({width:n.width,height:n.height})},t.prototype.renderResizer=function(){var n=this,r=this.props,o=r.enable,i=r.handleStyles,s=r.handleClasses,l=r.handleWrapperStyle,c=r.handleWrapperClass,d=r.handleComponent;if(!o)return null;var f=Object.keys(o).map(function(h){return o[h]!==!1?v(yme,{direction:h,onResizeStart:n.onResizeStart,replaceStyles:i&&i[h],className:s&&s[h],children:d&&d[h]?d[h]:null},h):null});return v("div",{className:c,style:l,children:f})},t.prototype.render=function(){var n=this,r=Object.keys(this.props).reduce(function(s,l){return Cme.indexOf(l)!==-1||(s[l]=n.props[l]),s},{}),o=oi(oi(oi({position:"relative",userSelect:this.state.isResizing?"none":"auto"},this.props.style),this.sizeStyle),{maxWidth:this.props.maxWidth,maxHeight:this.props.maxHeight,minWidth:this.props.minWidth,minHeight:this.props.minHeight,boxSizing:"border-box",flexShrink:0});this.state.flexBasis&&(o.flexBasis=this.state.flexBasis);var i=this.props.as||"div";return Y(i,{...oi({ref:this.ref,style:o,className:this.props.className},r),children:[this.state.isResizing&&v("div",{style:this.state.backgroundStyle}),this.props.children,this.renderResizer()]})},t.defaultProps={as:"div",onResizeStart:function(){},onResize:function(){},onResizeStop:function(){},enable:{top:!0,right:!0,bottom:!0,left:!0,topRight:!0,bottomRight:!0,bottomLeft:!0,topLeft:!0},style:{},grid:[1,1],lockAspectRatio:!1,lockAspectRatioExtraWidth:0,lockAspectRatioExtraHeight:0,scale:1,resizeRatio:1,snapGap:0},t}(C.exports.PureComponent);function kme(e,t){if(e==null)return{};var 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r=n.getBoundingClientRect();this.parentLeft=r.left,this.parentTop=r.top}}if(this.props.bounds&&typeof this.props.bounds!="string"){var o=this.props.bounds.getBoundingClientRect();this.targetLeft=o.left,this.targetTop=o.top}if(this.resizable){var i=this.resizable.getBoundingClientRect(),s=i.left,l=i.top,c=i.right,d=i.bottom;this.resizableLeft=s,this.resizableRight=c,this.resizableTop=l,this.resizableBottom=d}},t.prototype.onResizeStart=function(n,r){if(!(!this.resizable||!this.window)){var o=0,i=0;if(n.nativeEvent&&xme(n.nativeEvent)?(o=n.nativeEvent.clientX,i=n.nativeEvent.clientY):n.nativeEvent&&Uh(n.nativeEvent)&&(o=n.nativeEvent.touches[0].clientX,i=n.nativeEvent.touches[0].clientY),this.props.onResizeStart&&this.resizable){var s=this.props.onResizeStart(n,r,this.resizable);if(s===!1)return}this.props.size&&(typeof this.props.size.height<"u"&&this.props.size.height!==this.state.height&&this.setState({height:this.props.size.height}),typeof this.props.size.width<"u"&&this.props.size.width!==this.state.width&&this.setState({width:this.props.size.width})),this.ratio=typeof this.props.lockAspectRatio=="number"?this.props.lockAspectRatio:this.size.width/this.size.height;var l,c=this.window.getComputedStyle(this.resizable);if(c.flexBasis!=="auto"){var d=this.parentNode;if(d){var f=this.window.getComputedStyle(d).flexDirection;this.flexDir=f.startsWith("row")?"row":"column",l=c.flexBasis}}this.setBoundingClientRect(),this.bindEvents();var h={original:{x:o,y:i,width:this.size.width,height:this.size.height},isResizing:!0,backgroundStyle:oi(oi({},this.state.backgroundStyle),{cursor:this.window.getComputedStyle(n.target).cursor||"auto"}),direction:r,flexBasis:l};this.setState(h)}},t.prototype.onMouseMove=function(n){var r=this;if(!(!this.state.isResizing||!this.resizable||!this.window)){if(this.window.TouchEvent&&Uh(n))try{n.preventDefault(),n.stopPropagation()}catch{}var o=this.props,i=o.maxWidth,s=o.maxHeight,l=o.minWidth,c=o.minHeight,d=Uh(n)?n.touches[0].clientX:n.clientX,f=Uh(n)?n.touches[0].clientY:n.clientY,h=this.state,m=h.direction,g=h.original,b=h.width,S=h.height,_=this.getParentSize(),w=wme(_,this.window.innerWidth,this.window.innerHeight,i,s,l,c);i=w.maxWidth,s=w.maxHeight,l=w.minWidth,c=w.minHeight;var x=this.calculateNewSizeFromDirection(d,f),k=x.newHeight,L=x.newWidth,A=this.calculateNewMaxFromBoundary(i,s);this.props.snap&&this.props.snap.x&&(L=ZC(L,this.props.snap.x,this.props.snapGap)),this.props.snap&&this.props.snap.y&&(k=ZC(k,this.props.snap.y,this.props.snapGap));var M=this.calculateNewSizeFromAspectRatio(L,k,{width:A.maxWidth,height:A.maxHeight},{width:l,height:c});if(L=M.newWidth,k=M.newHeight,this.props.grid){var N=GC(L,this.props.grid[0]),$=GC(k,this.props.grid[1]),Z=this.props.snapGap||0;L=Z===0||Math.abs(N-L)<=Z?N:L,k=Z===0||Math.abs($-k)<=Z?$:k}var j={width:L-g.width,height:k-g.height};if(b&&typeof b=="string"){if(b.endsWith("%")){var te=L/_.width*100;L=te+"%"}else if(b.endsWith("vw")){var Le=L/this.window.innerWidth*100;L=Le+"vw"}else if(b.endsWith("vh")){var me=L/this.window.innerHeight*100;L=me+"vh"}}if(S&&typeof S=="string"){if(S.endsWith("%")){var te=k/_.height*100;k=te+"%"}else if(S.endsWith("vw")){var Le=k/this.window.innerWidth*100;k=Le+"vw"}else if(S.endsWith("vh")){var me=k/this.window.innerHeight*100;k=me+"vh"}}var ue={width:this.createSizeForCssProperty(L,"width"),height:this.createSizeForCssProperty(k,"height")};this.flexDir==="row"?ue.flexBasis=ue.width:this.flexDir==="column"&&(ue.flexBasis=ue.height),Fu.exports.flushSync(function(){r.setState(ue)}),this.props.onResize&&this.props.onResize(n,m,this.resizable,j)}},t.prototype.onMouseUp=function(n){var r=this.state,o=r.isResizing,i=r.direction,s=r.original;if(!(!o||!this.resizable)){var l={width:this.size.width-s.width,height:this.size.height-s.height};this.props.onResizeStop&&this.props.onResizeStop(n,i,this.resizable,l),this.props.size&&this.setState(this.props.size),this.unbindEvents(),this.setState({isResizing:!1,backgroundStyle:oi(oi({},this.state.backgroundStyle),{cursor:"auto"})})}},t.prototype.updateSize=function(n){this.setState({width:n.width,height:n.height})},t.prototype.renderResizer=function(){var n=this,r=this.props,o=r.enable,i=r.handleStyles,s=r.handleClasses,l=r.handleWrapperStyle,c=r.handleWrapperClass,d=r.handleComponent;if(!o)return null;var f=Object.keys(o).map(function(h){return o[h]!==!1?v(yme,{direction:h,onResizeStart:n.onResizeStart,replaceStyles:i&&i[h],className:s&&s[h],children:d&&d[h]?d[h]:null},h):null});return v("div",{className:c,style:l,children:f})},t.prototype.render=function(){var n=this,r=Object.keys(this.props).reduce(function(s,l){return Cme.indexOf(l)!==-1||(s[l]=n.props[l]),s},{}),o=oi(oi(oi({position:"relative",userSelect:this.state.isResizing?"none":"auto"},this.props.style),this.sizeStyle),{maxWidth:this.props.maxWidth,maxHeight:this.props.maxHeight,minWidth:this.props.minWidth,minHeight:this.props.minHeight,boxSizing:"border-box",flexShrink:0});this.state.flexBasis&&(o.flexBasis=this.state.flexBasis);var i=this.props.as||"div";return Y(i,{...oi({ref:this.ref,style:o,className:this.props.className},r),children:[this.state.isResizing&&v("div",{style:this.state.backgroundStyle}),this.props.children,this.renderResizer()]})},t.defaultProps={as:"div",onResizeStart:function(){},onResize:function(){},onResizeStop:function(){},enable:{top:!0,right:!0,bottom:!0,left:!0,topRight:!0,bottomRight:!0,bottomLeft:!0,topLeft:!0},style:{},grid:[1,1],lockAspectRatio:!1,lockAspectRatioExtraWidth:0,lockAspectRatioExtraHeight:0,scale:1,resizeRatio:1,snapGap:0},t}(C.exports.PureComponent);function kme(e,t){if(e==null)return{};var 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diff --git a/frontend/dist/index.html b/frontend/dist/index.html index c4d806c49e..fd83684846 100644 --- a/frontend/dist/index.html +++ b/frontend/dist/index.html @@ -6,7 +6,7 @@ InvokeAI - A Stable Diffusion Toolkit - +