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import os |
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import asyncio |
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import aiohttp |
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from PIL import Image |
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def validate_image(image_path, tags_path, width=None, height=None, convert_to_avif=False): |
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new_path = None |
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try: |
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with Image.open(image_path) as img: |
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save_kwargs = {} |
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if isinstance(width, int) and width > 0 and isinstance(height, int) and height > 0: |
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img = img.resize((width, height)) |
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new_path = image_path |
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if convert_to_avif: |
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import pillow_avif |
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save_kwargs["quality"] = 50 |
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new_path = os.path.splitext(image_path)[0] + ".avif" |
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if new_path is not None: |
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img.load() |
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img.save(new_path, **save_kwargs) |
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else: |
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img.verify() |
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if new_path is not None and os.path.isfile(new_path) and os.path.realpath(new_path) != os.path.realpath(image_path): |
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os.remove(image_path) |
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return True |
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except Exception as e: |
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print(f"Error validating image {image_path}: {e}") |
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try: |
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os.remove(image_path) |
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except Exception as e: |
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print("Error deleting image file:", e) |
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try: |
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os.remove(tags_path) |
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print(f"Deleted invalid image and tags files: {image_path}, {tags_path}") |
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except Exception as e: |
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print("Error deleting tags file:", e) |
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try: |
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if new_path is not None and os.path.isfile(new_path): |
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os.remove(new_path) |
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print("Deleted invalid new image file:", new_path) |
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except Exception as e: |
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print("Error deleting new image file:", e) |
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return False |
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async def submit_validation(thread_pool, image_path, tags_path, width=None, height=None, convert_to_avif=False): |
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return await asyncio.wrap_future(thread_pool.submit(validate_image, image_path, tags_path, width, height, convert_to_avif)) |
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def get_image_id_image_tags_path_tuple_dict(image_dir): |
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if not os.path.isdir(image_dir): |
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raise FileNotFoundError(f"\"{image_dir}\" is not a directory!") |
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image_id_image_tags_path_tuple_dict = {} |
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for path in os.listdir(image_dir): |
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image_id, ext = os.path.splitext(path) |
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if ext == ".txt": |
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continue |
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path = os.path.join(image_dir, path) |
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if not os.path.isfile(path): |
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continue |
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tags_path = os.path.splitext(path)[0] + ".txt" |
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if not os.path.isfile(tags_path): |
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continue |
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image_id_image_tags_path_tuple_dict[image_id] = (path, tags_path) |
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return image_id_image_tags_path_tuple_dict |
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def get_existing_image_id_set(image_dir): |
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return set(get_image_id_image_tags_path_tuple_dict(image_dir)) |
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def get_session(timeout=None, cookies=None): |
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kwargs = {"connector": aiohttp.TCPConnector(limit=0, ttl_dns_cache=600), "cookies": cookies} |
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if timeout is not None: |
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kwargs["timeout"] = aiohttp.ClientTimeout(total=timeout) |
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return aiohttp.ClientSession(**kwargs) |
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def get_model_tags(model_tags_path): |
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if not os.path.isfile(model_tags_path): |
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raise FileNotFoundError(f"\"{model_tags_path}\" is not a file, please place one there!") |
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index_tag_dict = {} |
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with open(model_tags_path, "r", encoding="utf8") as model_tags_file: |
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for line in model_tags_file: |
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line = line.split() |
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if len(line) != 2: |
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continue |
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index_tag_dict[int(line[0])] = line[1] |
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if len(index_tag_dict) <= 0: |
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return [] |
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sorted_index_tag_tuple_list = sorted(index_tag_dict.items(), key=lambda x: x[0]) |
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if len(sorted_index_tag_tuple_list) != sorted_index_tag_tuple_list[-1][0] + 1: |
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raise ValueError(f"The index specified in \"{model_tags_path}\" is not continuous!") |
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return [tag for _, tag in sorted_index_tag_tuple_list] |
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def get_tags_set(tags_path): |
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if not os.path.isfile(tags_path): |
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raise FileNotFoundError(f"\"{tags_path}\" is not a file!") |
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with open(tags_path, "r", encoding="utf8") as tags_file: |
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tags_text = tags_file.read() |
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tags_set = set() |
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for tag in tags_text.split(","): |
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tag = tag.strip() |
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if tag: |
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tag = tag.replace(" ", "_") |
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if tag == "nsfw": tag = "rating:explicit" |
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elif tag == "qfw": tag = "rating:questionable" |
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elif tag == "sfw": tag = "rating:safe" |
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tags_set.add(tag) |
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return tags_set |
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