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import tkinter as tk
from tkinter import ttk, Menu
import os
import subprocess
from PIL import Image, ImageTk, ImageDraw
import tkinter.filedialog as fd
import json
import sys
import os
import sys
from torchvision import transforms
from torchvision.transforms.functional import InterpolationMode
import torch
import subprocess
import numpy as np
import requests
import random
import customtkinter as ctk
from customtkinter import ThemeManager
from clip_segmentation import ClipSeg
#main class
ctk.set_appearance_mode("dark")
ctk.set_default_color_theme("blue")
class BatchMaskWindow(ctk.CTkToplevel):
def __init__(self, parent, path, *args, **kwargs):
ctk.CTkToplevel.__init__(self, parent, *args, **kwargs)
self.parent = parent
self.title("Batch process masks")
self.geometry("320x310")
self.resizable(False, False)
self.wait_visibility()
self.grab_set()
self.focus_set()
self.mode_var = tk.StringVar(self, "Create if absent")
self.modes = ["Replace all masks", "Create if absent", "Add to existing", "Subtract from existing"]
self.frame = ctk.CTkFrame(self, width=600, height=300)
self.frame.grid(row=0, column=0, sticky="nsew", padx=10, pady=10)
self.path_label = ctk.CTkLabel(self.frame, text="Folder", width=100)
self.path_label.grid(row=0, column=0, sticky="w",padx=5, pady=5)
self.path_entry = ctk.CTkEntry(self.frame, width=150)
self.path_entry.insert(0, path)
self.path_entry.grid(row=0, column=1, sticky="w", padx=5, pady=5)
self.path_button = ctk.CTkButton(self.frame, width=30, text="...", command=lambda: self.browse_for_path(self.path_entry))
self.path_button.grid(row=0, column=1, sticky="e", padx=5, pady=5)
self.prompt_label = ctk.CTkLabel(self.frame, text="Prompt", width=100)
self.prompt_label.grid(row=1, column=0, sticky="w",padx=5, pady=5)
self.prompt_entry = ctk.CTkEntry(self.frame, width=200)
self.prompt_entry.grid(row=1, column=1, sticky="w", padx=5, pady=5)
self.mode_label = ctk.CTkLabel(self.frame, text="Mode", width=100)
self.mode_label.grid(row=2, column=0, sticky="w", padx=5, pady=5)
self.mode_dropdown = ctk.CTkOptionMenu(self.frame, variable=self.mode_var, values=self.modes, dynamic_resizing=False, width=200)
self.mode_dropdown.grid(row=2, column=1, sticky="w", padx=5, pady=5)
self.threshold_label = ctk.CTkLabel(self.frame, text="Threshold", width=100)
self.threshold_label.grid(row=3, column=0, sticky="w", padx=5, pady=5)
self.threshold_entry = ctk.CTkEntry(self.frame, width=200, placeholder_text="0.0 - 1.0")
self.threshold_entry.insert(0, "0.3")
self.threshold_entry.grid(row=3, column=1, sticky="w", padx=5, pady=5)
self.smooth_label = ctk.CTkLabel(self.frame, text="Smooth", width=100)
self.smooth_label.grid(row=4, column=0, sticky="w", padx=5, pady=5)
self.smooth_entry = ctk.CTkEntry(self.frame, width=200, placeholder_text="5")
self.smooth_entry.insert(0, 5)
self.smooth_entry.grid(row=4, column=1, sticky="w", padx=5, pady=5)
self.expand_label = ctk.CTkLabel(self.frame, text="Expand", width=100)
self.expand_label.grid(row=5, column=0, sticky="w", padx=5, pady=5)
self.expand_entry = ctk.CTkEntry(self.frame, width=200, placeholder_text="10")
self.expand_entry.insert(0, 10)
self.expand_entry.grid(row=5, column=1, sticky="w", padx=5, pady=5)
self.progress_label = ctk.CTkLabel(self.frame, text="Progress: 0/0", width=100)
self.progress_label.grid(row=6, column=0, sticky="w", padx=5, pady=5)
self.progress = ctk.CTkProgressBar(self.frame, orientation="horizontal", mode="determinate", width=200)
self.progress.grid(row=6, column=1, sticky="w", padx=5, pady=5)
self.create_masks_button = ctk.CTkButton(self.frame, text="Create Masks", width=310, command=self.create_masks)
self.create_masks_button.grid(row=7, column=0, columnspan=2, sticky="w", padx=5, pady=5)
self.frame.pack(fill="both", expand=True)
def browse_for_path(self, entry_box):
# get the path from the user
path = fd.askdirectory()
# set the path to the entry box
# delete entry box text
entry_box.focus_set()
entry_box.delete(0, tk.END)
entry_box.insert(0, path)
self.focus_set()
def set_progress(self, value, max_value):
progress = value / max_value
self.progress.set(progress)
self.progress_label.configure(text="{0}/{1}".format(value, max_value))
self.progress.update()
def create_masks(self):
self.parent.load_clip_seg_model()
mode = {
"Replace all masks": "replace",
"Create if absent": "fill",
"Add to existing": "add",
"Subtract from existing": "subtract"
}[self.mode_var.get()]
self.parent.clip_seg.mask_folder(
sample_dir=self.path_entry.get(),
prompts=[self.prompt_entry.get()],
mode=mode,
threshold=float(self.threshold_entry.get()),
smooth_pixels=int(self.smooth_entry.get()),
expand_pixels=int(self.expand_entry.get()),
progress_callback=self.set_progress,
)
self.parent.load_image()
def _check_file_type(f: str) -> bool:
return f.lower().endswith(('.jpg', '.jpeg', '.png', '.webp', ".bmp", ".tiff"))
class ImageBrowser(ctk.CTkToplevel):
def __init__(self,mainProcess=None):
super().__init__()
if not os.path.exists("scripts/BLIP"):
print("Getting BLIP from GitHub.")
subprocess.run(["git", "clone", "https://github.com/salesforce/BLIP", "scripts/BLIP"])
#if not os.path.exists("scripts/CLIP"):
# print("Getting CLIP from GitHub.")
# subprocess.run(["git", "clone", "https://github.com/pharmapsychotic/clip-interrogator.git', 'scripts/CLIP"])
blip_path = "scripts/BLIP"
sys.path.append(blip_path)
#clip_path = "scripts/CLIP"
#sys.path.append(clip_path)
self.mainProcess = mainProcess
self.captioner_folder = os.path.dirname(os.path.realpath(__file__))
self.clip_seg = None
self.PILimage = None
self.PILmask = None
self.mask_draw_x = 0
self.mask_draw_y = 0
self.mask_draw_radius = 20
#self = master
#self.overrideredirect(True)
#self.title_bar = TitleBar(self)
#self.title_bar.pack(side="top", fill="x")
#make not user resizable
self.title("Caption Buddy")
#self.resizable(False, False)
self.geometry("720x820")
self.top_frame = ctk.CTkFrame(self,fg_color='transparent')
self.top_frame.pack(side="top", fill="x",expand=False)
self.top_subframe = ctk.CTkFrame(self.top_frame,fg_color='transparent')
self.top_subframe.pack(side="bottom", fill="x",pady=10)
self.top_subframe.grid_columnconfigure(0, weight=1)
self.top_subframe.grid_columnconfigure(1, weight=1)
self.tip_frame = ctk.CTkFrame(self,fg_color='transparent')
self.tip_frame.pack(side="top")
self.dark_mode_var = "#202020"
#self.dark_purple_mode_var = "#1B0F1B"
self.dark_mode_title_var = "#286aff"
self.dark_mode_button_pressed_var = "#BB91B6"
self.dark_mode_button_var = "#8ea0e1"
self.dark_mode_text_var = "#c6c7c8"
#self.configure(bg_color=self.dark_mode_var)
self.canvas = ctk.CTkLabel(self,text='', width=600, height=600)
#self.canvas.configure(bg_color=self.dark_mode_var)
#create temporary image for canvas
self.canvas.pack()
self.cur_img_index = 0
self.image_count = 0
#make a frame with a grid under the canvas
self.frame = ctk.CTkFrame(self)
#grid
self.frame.grid_columnconfigure(0, weight=1)
self.frame.grid_columnconfigure(1, weight=100)
self.frame.grid_columnconfigure(2, weight=1)
self.frame.grid_rowconfigure(0, weight=1)
#show the frame
self.frame.pack(side="bottom", fill="x")
#bottom frame
self.bottom_frame = ctk.CTkFrame(self)
#make grid
self.bottom_frame.grid_columnconfigure(0, weight=0)
self.bottom_frame.grid_columnconfigure(1, weight=2)
self.bottom_frame.grid_columnconfigure(2, weight=0)
self.bottom_frame.grid_columnconfigure(3, weight=2)
self.bottom_frame.grid_columnconfigure(4, weight=0)
self.bottom_frame.grid_columnconfigure(5, weight=2)
self.bottom_frame.grid_rowconfigure(0, weight=1)
#show the frame
self.bottom_frame.pack(side="bottom", fill="x")
self.image_index = 0
self.image_list = []
self.caption = ''
self.caption_file = ''
self.caption_file_path = ''
self.caption_file_name = ''
self.caption_file_ext = ''
self.caption_file_name_no_ext = ''
self.output_format='text'
#check if bad_files.txt exists
if os.path.exists("bad_files.txt"):
#delete it
os.remove("bad_files.txt")
self.use_blip = True
self.debug = False
self.create_widgets()
self.load_blip_model()
self.load_options()
#self.open_folder()
self.canvas.focus_force()
self.canvas.bind("<Alt-Right>", self.next_image)
self.canvas.bind("<Alt-Left>", self.prev_image)
#on close window
self.protocol("WM_DELETE_WINDOW", self.on_closing)
def on_closing(self):
#self.save_options()
self.mainProcess.deiconify()
self.destroy()
def create_widgets(self):
self.output_folder = ''
# add a checkbox to toggle auto generate caption
self.auto_generate_caption = tk.BooleanVar(self.top_subframe)
self.auto_generate_caption.set(True)
self.auto_generate_caption_checkbox = ctk.CTkCheckBox(self.top_subframe, text="Auto Generate Caption", variable=self.auto_generate_caption,width=50)
self.auto_generate_caption_checkbox.pack(side="left", fill="x", expand=True, padx=10)
# add a checkbox to skip auto generating captions if they already exist
self.auto_generate_caption_text_override = tk.BooleanVar(self.top_subframe)
self.auto_generate_caption_text_override.set(False)
self.auto_generate_caption_checkbox_text_override = ctk.CTkCheckBox(self.top_subframe, text="Skip Auto Generate If Text Caption Exists", variable=self.auto_generate_caption_text_override,width=50)
self.auto_generate_caption_checkbox_text_override.pack(side="left", fill="x", expand=True, padx=10)
# add a checkbox to enable mask editing
self.enable_mask_editing = tk.BooleanVar(self.top_subframe)
self.enable_mask_editing.set(False)
self.enable_mask_editing_checkbox = ctk.CTkCheckBox(self.top_subframe, text="Enable Mask Editing", variable=self.enable_mask_editing, width=50)
self.enable_mask_editing_checkbox.pack(side="left", fill="x", expand=True, padx=10)
self.open_button = ctk.CTkButton(self.top_frame,text="Load Folder",fg_color=("gray75", "gray25"), command=self.open_folder,width=50)
#self.open_button.grid(row=0, column=1)
self.open_button.pack(side="left", fill="x",expand=True,padx=10)
#add a batch folder button
self.batch_folder_caption_button = ctk.CTkButton(self.top_frame, text="Batch Folder Caption", fg_color=("gray75", "gray25"), command=self.batch_folder_caption, width=50)
self.batch_folder_caption_button.pack(side="left", fill="x", expand=True, padx=10)
self.batch_folder_mask_button = ctk.CTkButton(self.top_frame, text="Batch Folder Mask", fg_color=("gray75", "gray25"), command=self.batch_folder_mask, width=50)
self.batch_folder_mask_button.pack(side="left", fill="x", expand=True, padx=10)
#add an options button to the same row as the open button
self.options_button = ctk.CTkButton(self.top_frame, text="Options",fg_color=("gray75", "gray25"), command=self.open_options,width=50)
self.options_button.pack(side="left", fill="x",expand=True,padx=10)
#add generate caption button
self.generate_caption_button = ctk.CTkButton(self.top_frame, text="Generate Caption",fg_color=("gray75", "gray25"), command=self.generate_caption,width=50)
self.generate_caption_button.pack(side="left", fill="x",expand=True,padx=10)
#add a label for tips under the buttons
self.tips_label = ctk.CTkLabel(self.tip_frame, text="Use Alt with left and right arrow keys to navigate images, enter to save the caption.")
self.tips_label.pack(side="top")
#add image count label
self.image_count_label = ctk.CTkLabel(self.tip_frame, text=f"Image {self.cur_img_index} of {self.image_count}")
self.image_count_label.pack(side="top")
self.image_label = ctk.CTkLabel(self.canvas,text='',width=100,height=100)
self.image_label.grid(row=0, column=0, sticky="nsew")
#self.image_label.bind("<Button-3>", self.click_canvas)
self.image_label.bind("<Motion>", self.draw_mask)
self.image_label.bind("<Button-1>", self.draw_mask)
self.image_label.bind("<Button-3>", self.draw_mask)
self.image_label.bind("<MouseWheel>", self.draw_mask_radius)
#self.image_label.pack(side="top")
#previous button
self.prev_button = ctk.CTkButton(self.frame,text="Previous", command= lambda event=None: self.prev_image(event),width=50)
#grid
self.prev_button.grid(row=1, column=0, sticky="w",padx=5,pady=10)
#self.prev_button.pack(side="left")
#self.prev_button.bind("<Left>", self.prev_image)
self.caption_entry = ctk.CTkEntry(self.frame)
#grid
self.caption_entry.grid(row=1, column=1, rowspan=3, sticky="nsew",pady=10)
#bind to enter key
self.caption_entry.bind("<Return>", self.save)
self.canvas.bind("<Return>", self.save)
self.caption_entry.bind("<Alt-Right>", self.next_image)
self.caption_entry.bind("<Alt-Left>", self.prev_image)
self.caption_entry.bind("<Control-BackSpace>", self.delete_word)
#next button
self.next_button = ctk.CTkButton(self.frame,text='Next', command= lambda event=None: self.next_image(event),width=50)
#self.next_button["text"] = "Next"
#grid
self.next_button.grid(row=1, column=2, sticky="e",padx=5,pady=10)
#add two entry boxes and labels in the style of :replace _ with _
#create replace string variable
self.replace_label = ctk.CTkLabel(self.bottom_frame, text="Replace:")
self.replace_label.grid(row=0, column=0, sticky="w",padx=5)
self.replace_entry = ctk.CTkEntry(self.bottom_frame, )
self.replace_entry.grid(row=0, column=1, sticky="nsew",padx=5)
self.replace_entry.bind("<Return>", self.save)
#self.replace_entry.bind("<Tab>", self.replace)
#with label
#create with string variable
self.with_label = ctk.CTkLabel(self.bottom_frame, text="With:")
self.with_label.grid(row=0, column=2, sticky="w",padx=5)
self.with_entry = ctk.CTkEntry(self.bottom_frame, )
self.with_entry.grid(row=0, column=3, sticky="nswe",padx=5)
self.with_entry.bind("<Return>", self.save)
#add another entry with label, add suffix
#create prefix string var
self.prefix_label = ctk.CTkLabel(self.bottom_frame, text="Add to start:")
self.prefix_label.grid(row=0, column=4, sticky="w",padx=5)
self.prefix_entry = ctk.CTkEntry(self.bottom_frame, )
self.prefix_entry.grid(row=0, column=5, sticky="nsew",padx=5)
self.prefix_entry.bind("<Return>", self.save)
#create suffix string var
self.suffix_label = ctk.CTkLabel(self.bottom_frame, text="Add to end:")
self.suffix_label.grid(row=0, column=6, sticky="w",padx=5)
self.suffix_entry = ctk.CTkEntry(self.bottom_frame, )
self.suffix_entry.grid(row=0, column=7, sticky="nsew",padx=5)
self.suffix_entry.bind("<Return>", self.save)
self.all_entries = [self.replace_entry, self.with_entry, self.suffix_entry, self.caption_entry, self.prefix_entry]
#bind right click menu to all entries
for entry in self.all_entries:
entry.bind("<Button-3>", self.create_right_click_menu)
def batch_folder_caption(self):
#show imgs in folder askdirectory
#ask user if to batch current folder or select folder
#if bad_files.txt exists, delete it
self.bad_files = []
if os.path.exists('bad_files.txt'):
os.remove('bad_files.txt')
try:
#check if self.folder is set
self.folder
except AttributeError:
self.folder = ''
if self.folder == '':
self.folder = fd.askdirectory(title="Select Folder to Batch Process", initialdir=os.getcwd())
batch_input_dir = self.folder
else:
ask = tk.messagebox.askquestion("Batch Folder", "Batch current folder?")
if ask == 'yes':
batch_input_dir = self.folder
else:
batch_input_dir = fd.askdirectory(title="Select Folder to Batch Process", initialdir=os.getcwd())
ask2 = tk.messagebox.askquestion("Batch Folder", "Save output to same directory?")
if ask2 == 'yes':
batch_output_dir = batch_input_dir
else:
batch_output_dir = fd.askdirectory(title="Select Folder to Save Batch Processed Images", initialdir=os.getcwd())
if batch_input_dir == '':
return
if batch_output_dir == '':
batch_output_dir = batch_input_dir
self.caption_file_name = os.path.basename(batch_input_dir)
self.image_list = []
for file in os.listdir(batch_input_dir):
if _check_file_type(file) and not file.endswith('-masklabel.png'):
self.image_list.append(os.path.join(batch_input_dir, file))
self.image_index = 0
#use progress bar class
#pba = tk.Tk()
#pba.title("Batch Processing")
#remove icon
#pba.wm_attributes('-toolwindow','True')
pb = ProgressbarWithCancel(max=len(self.image_list))
#pb.set_max(len(self.image_list))
pb.set_progress(0)
#if batch_output_dir doesn't exist, create it
if not os.path.exists(batch_output_dir):
os.makedirs(batch_output_dir)
for i in range(len(self.image_list)):
radnom_chance = random.randint(0,25)
if radnom_chance == 0:
pb.set_random_label()
if pb.is_cancelled():
pb.destroy()
return
self.image_index = i
#get float value of progress between 0 and 1 according to the image index and the total number of images
progress = i / len(self.image_list)
pb.set_progress(progress)
self.update()
try:
img = Image.open(self.image_list[i]).convert("RGB")
except:
self.bad_files.append(self.image_list[i])
#skip file
continue
tensor = transforms.Compose([
transforms.Resize((self.blipSize, self.blipSize), interpolation=InterpolationMode.BICUBIC),
transforms.ToTensor(),
transforms.Normalize((0.485, 0.456, 0.406), (0.229, 0.224, 0.225))
])
torch_image = tensor(img).unsqueeze(0).to(torch.device("cuda"))
if self.nucleus_sampling:
captions = self.blip_decoder.generate(torch_image, sample=True, top_p=self.q_factor)
else:
captions = self.blip_decoder.generate(torch_image, sample=False, num_beams=16, min_length=self.min_length, \
max_length=48, repetition_penalty=self.q_factor)
caption = captions[0]
self.replace = self.replace_entry.get()
self.replace_with = self.with_entry.get()
self.suffix_var = self.suffix_entry.get()
self.prefix = self.prefix_entry.get()
#prepare the caption
if self.suffix_var.startswith(',') or self.suffix_var.startswith(' '):
self.suffix_var = self.suffix_var
else:
self.suffix_var = ' ' + self.suffix_var
caption = caption.replace(self.replace, self.replace_with)
if self.prefix != '':
if self.prefix.endswith(' '):
self.prefix = self.prefix[:-1]
if not self.prefix.endswith(','):
self.prefix = self.prefix+','
caption = self.prefix + ' ' + caption
if caption.endswith(',') or caption.endswith('.'):
caption = caption[:-1]
caption = caption +', ' + self.suffix_var
else:
caption = caption + self.suffix_var
#saving the captioned image
if self.output_format == 'text':
#text file with same name as image
imgName = os.path.basename(self.image_list[self.image_index])
imgName = imgName[:imgName.rfind('.')]
caption_file = os.path.join(batch_output_dir, imgName + '.txt')
with open(caption_file, 'w') as f:
f.write(caption)
elif self.output_format == 'filename':
#duplicate image with caption as file name
img.save(os.path.join(batch_output_dir, caption+'.png'))
progress = i + 1 / len(self.image_list)
pb.set_progress(progress)
#show message box when done
pb.destroy()
donemsg = tk.messagebox.showinfo("Batch Folder", "Batching complete!",parent=self.master)
if len(self.bad_files) > 0:
bad_files_msg = tk.messagebox.showinfo("Bad Files", "Couldn't process " + str(len(self.bad_files)) + "files,\nFor a list of problematic files see bad_files.txt",parent=self.master)
with open('bad_files.txt', 'w') as f:
for item in self.bad_files:
f.write(item + '\n')
#ask user if we should load the batch output folder
ask3 = tk.messagebox.askquestion("Batch Folder", "Load batch output folder?")
if ask3 == 'yes':
self.image_index = 0
self.open_folder(folder=batch_output_dir)
#focus on donemsg
#donemsg.focus_force()
def generate_caption(self):
#get the image
tensor = transforms.Compose([
#transforms.CenterCrop(SIZE),
transforms.Resize((self.blipSize, self.blipSize), interpolation=InterpolationMode.BICUBIC),
transforms.ToTensor(),
transforms.Normalize((0.485, 0.456, 0.406), (0.229, 0.224, 0.225))
])
torch_image = tensor(self.PILimage).unsqueeze(0).to(torch.device("cuda"))
if self.nucleus_sampling:
captions = self.blip_decoder.generate(torch_image, sample=True, top_p=self.q_factor)
else:
captions = self.blip_decoder.generate(torch_image, sample=False, num_beams=16, min_length=self.min_length, \
max_length=48, repetition_penalty=self.q_factor)
self.caption = captions[0]
self.caption_entry.delete(0, tk.END)
self.caption_entry.insert(0, self.caption)
#change the caption entry color to red
self.caption_entry.configure(fg_color='red')
def load_blip_model(self):
self.blipSize = 384
blip_model_url = 'https://storage.googleapis.com/sfr-vision-language-research/BLIP/models/model_base_caption_capfilt_large.pth'
#check if options file exists
if os.path.exists(os.path.join(self.captioner_folder, 'options.json')):
with open(os.path.join(self.captioner_folder, 'options.json'), 'r') as f:
self.nucleus_sampling = json.load(f)['nucleus_sampling']
self.q_factor = json.load(f)['q_factor']
self.min_length = json.load(f)['min_length']
else:
self.nucleus_sampling = False
self.q_factor = 1.0
self.min_length = 22
config_path = os.path.join(self.captioner_folder, "BLIP/configs/med_config.json")
cache_folder = os.path.join(self.captioner_folder, "BLIP/cache")
model_path = os.path.join(self.captioner_folder, "BLIP/models/model_base_caption_capfilt_large.pth")
if not os.path.exists(cache_folder):
os.makedirs(cache_folder)
if not os.path.exists(model_path):
print(f"Downloading BLIP to {cache_folder}")
with requests.get(blip_model_url, stream=True) as session:
session.raise_for_status()
with open(model_path, 'wb') as f:
for chunk in session.iter_content(chunk_size=1024):
f.write(chunk)
print('Download complete')
else:
print(f"Found BLIP model")
import models.blip
blip_decoder = models.blip.blip_decoder(pretrained=model_path, image_size=self.blipSize, vit='base', med_config=config_path)
blip_decoder.eval()
self.blip_decoder = blip_decoder.to(torch.device("cuda"))
def batch_folder_mask(self):
folder = ''
try:
# check if self.folder is set
folder = self.folder
except:
pass
dialog = BatchMaskWindow(self, folder)
dialog.mainloop()
def load_clip_seg_model(self):
if self.clip_seg is None:
self.clip_seg = ClipSeg()
def open_folder(self,folder=None):
if folder is None:
self.folder = fd.askdirectory()
else:
self.folder = folder
if self.folder == '':
return
self.output_folder = self.folder
self.image_list = [os.path.join(self.folder, f) for f in os.listdir(self.folder) if _check_file_type(f) and not f.endswith('-masklabel.png') and not f.endswith('-depth.png')]
#self.image_list.sort()
#sort the image list alphabetically so that the images are in the same order every time
self.image_list.sort(key=lambda x: x.lower())
self.image_count = len(self.image_list)
if self.image_count == 0:
tk.messagebox.showinfo("No Images", "No images found in the selected folder")
return
#update the image count label
self.image_index = 0
self.image_count_label.configure(text=f'Image {self.image_index+1} of {self.image_count}')
self.output_folder = self.folder
self.load_image()
self.caption_entry.focus_set()
def draw_mask(self, event):
if not self.enable_mask_editing.get():
return
if event.widget != self.image_label.children["!label"]:
return
start_x = int(event.x / self.image_size[0] * self.PILimage.width)
start_y = int(event.y / self.image_size[1] * self.PILimage.height)
end_x = int(self.mask_draw_x / self.image_size[0] * self.PILimage.width)
end_y = int(self.mask_draw_y / self.image_size[1] * self.PILimage.height)
self.mask_draw_x = event.x
self.mask_draw_y = event.y
color = None
if event.state & 0x0100 or event.num == 1: # left mouse button
color = (255, 255, 255)
elif event.state & 0x0400 or event.num == 3: # right mouse button
color = (0, 0, 0)
if color is not None:
if self.PILmask is None:
self.PILmask = Image.new('RGB', size=self.PILimage.size, color=(0, 0, 0))
draw = ImageDraw.Draw(self.PILmask)
draw.line((start_x, start_y, end_x, end_y), fill=color, width=self.mask_draw_radius + self.mask_draw_radius + 1)
draw.ellipse((start_x - self.mask_draw_radius, start_y - self.mask_draw_radius, start_x + self.mask_draw_radius, start_y + self.mask_draw_radius), fill=color, outline=None)
draw.ellipse((end_x - self.mask_draw_radius, end_y - self.mask_draw_radius, end_x + self.mask_draw_radius, end_y + self.mask_draw_radius), fill=color, outline=None)
self.compose_masked_image()
self.display_image()
def draw_mask_radius(self, event):
if event.widget != self.image_label.children["!label"]:
return
delta = -np.sign(event.delta) * 5
self.mask_draw_radius += delta
def compose_masked_image(self):
np_image = np.array(self.PILimage).astype(np.float32) / 255.0
np_mask = np.array(self.PILmask).astype(np.float32) / 255.0
np_mask = np.clip(np_mask, 0.4, 1.0)
np_masked_image = (np_image * np_mask * 255.0).astype(np.uint8)
self.image = Image.fromarray(np_masked_image, mode='RGB')
def display_image(self):
#resize to fit 600x600 while maintaining aspect ratio
width, height = self.image.size
if width > height:
new_width = 600
new_height = int(600 * height / width)
else:
new_height = 600
new_width = int(600 * width / height)
self.image_size = (new_width, new_height)
self.image = self.image.resize(self.image_size, Image.Resampling.LANCZOS)
self.image = ctk.CTkImage(self.image, size=self.image_size)
self.image_label.configure(image=self.image)
def load_image(self):
try:
self.PILimage = Image.open(self.image_list[self.image_index]).convert('RGB')
except:
print(f'Error opening image {self.image_list[self.image_index]}')
print('Logged path to bad_files.txt')
#if bad_files.txt doesn't exist, create it
if not os.path.exists('bad_files.txt'):
with open('bad_files.txt', 'w') as f:
f.write(self.image_list[self.image_index]+'\n')
else:
with open('bad_files.txt', 'a') as f:
f.write(self.image_list[self.image_index]+'\n')
return
self.image = self.PILimage.copy()
try:
self.PILmask = None
mask_filename = os.path.splitext(self.image_list[self.image_index])[0] + '-masklabel.png'
if os.path.exists(mask_filename):
self.PILmask = Image.open(mask_filename).convert('RGB')
self.compose_masked_image()
except Exception as e:
print(f'Error opening mask for {self.image_list[self.image_index]}')
print('Logged path to bad_files.txt')
#if bad_files.txt doesn't exist, create it
if not os.path.exists('bad_files.txt'):
with open('bad_files.txt', 'w') as f:
f.write(self.image_list[self.image_index]+'\n')
else:
with open('bad_files.txt', 'a') as f:
f.write(self.image_list[self.image_index]+'\n')
return
self.display_image()
self.caption_file_path = self.image_list[self.image_index]
self.caption_file_name = os.path.basename(self.caption_file_path)
self.caption_file_ext = os.path.splitext(self.caption_file_name)[1]
self.caption_file_name_no_ext = os.path.splitext(self.caption_file_name)[0]
self.caption_file = os.path.join(self.folder, self.caption_file_name_no_ext + '.txt')
if os.path.isfile(self.caption_file) and self.auto_generate_caption.get() == False or os.path.isfile(self.caption_file) and self.auto_generate_caption.get() == True and self.auto_generate_caption_text_override.get() == True:
with open(self.caption_file, 'r') as f:
self.caption = f.read()
self.caption_entry.delete(0, tk.END)
self.caption_entry.insert(0, self.caption)
self.caption_entry.configure(fg_color=ThemeManager.theme["CTkEntry"]["fg_color"])
self.use_blip = False
elif os.path.isfile(self.caption_file) and self.auto_generate_caption.get() == True and self.auto_generate_caption_text_override.get() == False or os.path.isfile(self.caption_file)==False and self.auto_generate_caption.get() == True and self.auto_generate_caption_text_override.get() == True:
self.use_blip = True
self.caption_entry.delete(0, tk.END)
elif os.path.isfile(self.caption_file) == False and self.auto_generate_caption.get() == False:
self.caption_entry.delete(0, tk.END)
return
if self.use_blip and self.debug==False:
tensor = transforms.Compose([
transforms.Resize((self.blipSize, self.blipSize), interpolation=InterpolationMode.BICUBIC),
transforms.ToTensor(),
transforms.Normalize((0.485, 0.456, 0.406), (0.229, 0.224, 0.225))
])
torch_image = tensor(self.PILimage).unsqueeze(0).to(torch.device("cuda"))
if self.nucleus_sampling:
captions = self.blip_decoder.generate(torch_image, sample=True, top_p=self.q_factor)
else:
captions = self.blip_decoder.generate(torch_image, sample=False, num_beams=16, min_length=self.min_length, \
max_length=48, repetition_penalty=self.q_factor)
self.caption = captions[0]
self.caption_entry.delete(0, tk.END)
self.caption_entry.insert(0, self.caption)
#change the caption entry color to red
self.caption_entry.configure(fg_color='red')
def save(self, event):
self.save_caption()
if self.enable_mask_editing.get():
self.save_mask()
def save_mask(self):
mask_filename = os.path.splitext(self.image_list[self.image_index])[0] + '-masklabel.png'
if self.PILmask is not None:
self.PILmask.save(mask_filename)
def save_caption(self):
self.caption = self.caption_entry.get()
self.replace = self.replace_entry.get()
self.replace_with = self.with_entry.get()
self.suffix_var = self.suffix_entry.get()
self.prefix = self.prefix_entry.get()
#prepare the caption
self.caption = self.caption.replace(self.replace, self.replace_with)
if self.suffix_var.startswith(',') or self.suffix_var.startswith(' '):
self.suffix_var = self.suffix_var
else:
self.suffix_var = ' ' + self.suffix_var
if self.prefix != '':
if self.prefix.endswith(' '):
self.prefix = self.prefix[:-1]
if not self.prefix.endswith(','):
self.prefix = self.prefix+','
self.caption = self.prefix + ' ' + self.caption
if self.caption.endswith(',') or self.caption.endswith('.'):
self.caption = self.caption[:-1]
self.caption = self.caption +', ' + self.suffix_var
else:
self.caption = self.caption + self.suffix_var
self.caption = self.caption.strip()
if self.output_folder != self.folder:
outputFolder = self.output_folder
else:
outputFolder = self.folder
if self.output_format == 'text':
#text file with same name as image
#image name
#print('test')
imgName = os.path.basename(self.image_list[self.image_index])
imgName = imgName[:imgName.rfind('.')]
self.caption_file = os.path.join(outputFolder, imgName + '.txt')
with open(self.caption_file, 'w') as f:
f.write(self.caption)
elif self.output_format == 'filename':
#duplicate image with caption as file name
#make sure self.caption doesn't contain any illegal characters
illegal_chars = ['/', '\\', ':', '*', '?', '"', "'",'<', '>', '|', '.']
for char in illegal_chars:
self.caption = self.caption.replace(char, '')
self.PILimage.save(os.path.join(outputFolder, self.caption+'.png'))
self.caption_entry.delete(0, tk.END)
self.caption_entry.insert(0, self.caption)
self.caption_entry.configure(fg_color='green')
self.caption_entry.focus_force()
def delete_word(self,event):
ent = event.widget
end_idx = ent.index(tk.INSERT)
start_idx = ent.get().rfind(" ", None, end_idx)
ent.selection_range(start_idx, end_idx)
def prev_image(self, event):
if self.image_index > 0:
self.image_index -= 1
self.image_count_label.configure(text=f'Image {self.image_index+1} of {self.image_count}')
self.load_image()
self.caption_entry.focus_set()
self.caption_entry.focus_force()
def next_image(self, event):
if self.image_index < len(self.image_list) - 1:
self.image_index += 1
self.image_count_label.configure(text=f'Image {self.image_index+1} of {self.image_count}')
self.load_image()
self.caption_entry.focus_set()
self.caption_entry.focus_force()
def open_options(self):
self.options_window = ctk.CTkToplevel(self)
self.options_window.title("Options")
self.options_window.geometry("320x550")
#disable reszie
self.options_window.resizable(False, False)
self.options_window.focus_force()
self.options_window.grab_set()
self.options_window.transient(self)
self.options_window.protocol("WM_DELETE_WINDOW", self.close_options)
#add title label
self.options_title_label = ctk.CTkLabel(self.options_window, text="Options",font=ctk.CTkFont(size=20, weight="bold"))
self.options_title_label.pack(side="top", pady=5)
#add an entry with a button to select a folder as output folder
self.output_folder_label = ctk.CTkLabel(self.options_window, text="Output Folder")
self.output_folder_label.pack(side="top", pady=5)
self.output_folder_entry = ctk.CTkEntry(self.options_window)
self.output_folder_entry.pack(side="top", fill="x", expand=False,padx=15, pady=5)
self.output_folder_entry.insert(0, self.output_folder)
self.output_folder_button = ctk.CTkButton(self.options_window, text="Select Folder", command=self.select_output_folder,fg_color=("gray75", "gray25"))
self.output_folder_button.pack(side="top", pady=5)
#add radio buttons to select the output format between text and filename
self.output_format_label = ctk.CTkLabel(self.options_window, text="Output Format")
self.output_format_label.pack(side="top", pady=5)
self.output_format_var = tk.StringVar(self.options_window)
self.output_format_var.set(self.output_format)
self.output_format_text = ctk.CTkRadioButton(self.options_window, text="Text File", variable=self.output_format_var, value="text")
self.output_format_text.pack(side="top", pady=5)
self.output_format_filename = ctk.CTkRadioButton(self.options_window, text="File name", variable=self.output_format_var, value="filename")
self.output_format_filename.pack(side="top", pady=5)
#add BLIP settings section
self.blip_settings_label = ctk.CTkLabel(self.options_window, text="BLIP Settings",font=ctk.CTkFont(size=20, weight="bold"))
self.blip_settings_label.pack(side="top", pady=10)
#add a checkbox to use nucleas sampling or not
self.nucleus_sampling_var = tk.IntVar(self.options_window)
self.nucleus_sampling_checkbox = ctk.CTkCheckBox(self.options_window, text="Use nucleus sampling", variable=self.nucleus_sampling_var)
self.nucleus_sampling_checkbox.pack(side="top", pady=5)
if self.debug:
self.nucleus_sampling = 0
self.q_factor = 0.5
self.min_length = 10
self.nucleus_sampling_var.set(self.nucleus_sampling)
#add a float entry to set the q factor
self.q_factor_label = ctk.CTkLabel(self.options_window, text="Q Factor")
self.q_factor_label.pack(side="top", pady=5)
self.q_factor_entry = ctk.CTkEntry(self.options_window)
self.q_factor_entry.insert(0, self.q_factor)
self.q_factor_entry.pack(side="top", pady=5)
#add a int entry to set the number minimum length
self.min_length_label = ctk.CTkLabel(self.options_window, text="Minimum Length")
self.min_length_label.pack(side="top", pady=5)
self.min_length_entry = ctk.CTkEntry(self.options_window)
self.min_length_entry.insert(0, self.min_length)
self.min_length_entry.pack(side="top", pady=5)
#add a horozontal radio button to select between None, ViT-L-14/openai, ViT-H-14/laion2b_s32b_b79k
#self.model_label = ctk.CTkLabel(self.options_window, text="CLIP Interrogation")
#self.model_label.pack(side="top")
#self.model_var = tk.StringVar(self.options_window)
#self.model_var.set(self.model)
#self.model_none = tk.Radiobutton(self.options_window, text="None", variable=self.model_var, value="None")
#self.model_none.pack(side="top")
#self.model_vit_l_14 = tk.Radiobutton(self.options_window, text="ViT-L-14/openai", variable=self.model_var, value="ViT-L-14/openai")
#self.model_vit_l_14.pack(side="top")
#self.model_vit_h_14 = tk.Radiobutton(self.options_window, text="ViT-H-14/laion2b_s32b_b79k", variable=self.model_var, value="ViT-H-14/laion2b_s32b_b79k")
#self.model_vit_h_14.pack(side="top")
#add a save button
self.save_button = ctk.CTkButton(self.options_window, text="Save", command=self.save_options, fg_color=("gray75", "gray25"))
self.save_button.pack(side="top",fill='x',pady=10,padx=10)
#all entries list
entries = [self.output_folder_entry, self.q_factor_entry, self.min_length_entry]
#bind the right click to all entries
for entry in entries:
entry.bind("<Button-3>", self.create_right_click_menu)
self.options_file = os.path.join(self.captioner_folder, 'captioner_options.json')
if os.path.isfile(self.options_file):
with open(self.options_file, 'r') as f:
self.options = json.load(f)
self.output_folder_entry.delete(0, tk.END)
self.output_folder_entry.insert(0, self.output_folder)
self.output_format_var.set(self.options['output_format'])
self.nucleus_sampling_var.set(self.options['nucleus_sampling'])
self.q_factor_entry.delete(0, tk.END)
self.q_factor_entry.insert(0, self.options['q_factor'])
self.min_length_entry.delete(0, tk.END)
self.min_length_entry.insert(0, self.options['min_length'])
def load_options(self):
self.options_file = os.path.join(self.captioner_folder, 'captioner_options.json')
if os.path.isfile(self.options_file):
with open(self.options_file, 'r') as f:
self.options = json.load(f)
#self.output_folder = self.folder
#self.output_folder = self.options['output_folder']
if 'folder' in self.__dict__:
self.output_folder = self.folder
else:
self.output_folder = ''
self.output_format = self.options['output_format']
self.nucleus_sampling = self.options['nucleus_sampling']
self.q_factor = self.options['q_factor']
self.min_length = self.options['min_length']
else:
#if self has folder, use it, otherwise use the current folder
if 'folder' in self.__dict__ :
self.output_folder = self.folder
else:
self.output_folder = ''
self.output_format = "text"
self.nucleus_sampling = False
self.q_factor = 0.9
self.min_length =22
def save_options(self):
self.output_folder = self.output_folder_entry.get()
self.output_format = self.output_format_var.get()
self.nucleus_sampling = self.nucleus_sampling_var.get()
self.q_factor = float(self.q_factor_entry.get())
self.min_length = int(self.min_length_entry.get())
#save options to a file
self.options_file = os.path.join(self.captioner_folder, 'captioner_options.json')
with open(self.options_file, 'w') as f:
json.dump({'output_folder': self.output_folder, 'output_format': self.output_format, 'nucleus_sampling': self.nucleus_sampling, 'q_factor': self.q_factor, 'min_length': self.min_length}, f)
self.close_options()
def select_output_folder(self):
self.output_folder = fd.askdirectory()
self.output_folder_entry.delete(0, tk.END)
self.output_folder_entry.insert(0, self.output_folder)
def close_options(self):
self.options_window.destroy()
self.caption_entry.focus_force()
def create_right_click_menu(self, event):
#create a menu
self.menu = Menu(self, tearoff=0)
#add commands to the menu
self.menu.add_command(label="Cut", command=lambda: self.focus_get().event_generate("<<Cut>>"))
self.menu.add_command(label="Copy", command=lambda: self.focus_get().event_generate("<<Copy>>"))
self.menu.add_command(label="Paste", command=lambda: self.focus_get().event_generate("<<Paste>>"))
self.menu.add_command(label="Select All", command=lambda: self.focus_get().event_generate("<<SelectAll>>"))
#display the menu
try:
self.menu.tk_popup(event.x_root, event.y_root)
finally:
#make sure to release the grab (Tk 8.0a1 only)
self.menu.grab_release()
#progress bar class with cancel button
class ProgressbarWithCancel(ctk.CTkToplevel):
def __init__(self,max=None, **kw):
super().__init__(**kw)
self.title("Batching...")
self.max = max
self.possibleLabels = ['Searching for answers...',"I'm working, I promise.",'ARE THOSE TENTACLES?!','Weird data man...','Another one bites the dust' ,"I think it's a cat?" ,'Looking for the meaning of life', 'Dreaming of captions']
self.label = ctk.CTkLabel(self, text="Searching for answers...")
self.label.pack(side="top", fill="x", expand=True,padx=10,pady=10)
self.progress = ctk.CTkProgressBar(self, orientation="horizontal", mode="determinate")
self.progress.pack(side="left", fill="x", expand=True,padx=10,pady=10)
self.cancel_button = ctk.CTkButton(self, text="Cancel", command=self.cancel)
self.cancel_button.pack(side="right",padx=10,pady=10)
self.cancelled = False
self.count_label = ctk.CTkLabel(self, text="0/{0}".format(self.max))
self.count_label.pack(side="right",padx=10,pady=10)
def set_random_label(self):
import random
self.label["text"] = random.choice(self.possibleLabels)
#pop from list
#self.possibleLabels.remove(self.label["text"])
def cancel(self):
self.cancelled = True
def set_progress(self, value):
self.progress.set(value)
self.count_label.configure(text="{0}/{1}".format(int(value * self.max), self.max))
def get_progress(self):
return self.progress.get
def set_max(self, value):
return value
def get_max(self):
return self.progress["maximum"]
def is_cancelled(self):
return self.cancelled
#quit the progress bar window
#run when imported as a module
if __name__ == "__main__":
#root = tk.Tk()
app = ImageBrowser()
app.mainloop()
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