Alyosha11 commited on
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3f769d4
1 Parent(s): 0e3ffa5

Delete main.py

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  1. main.py +0 -199
main.py DELETED
@@ -1,199 +0,0 @@
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- from pathlib import Path as pth
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- import json
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- import tempfile
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- from shutil import rmtree
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- from typing import Union, Optional
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- from tqdm import tqdm
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-
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- import fire
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-
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- from prepare_data import (
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- get_text_dataset,
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- gdrive_download_and_extract,
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- mega_download_and_extract,
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- get_hdris,
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- get_materials,
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- get_fonts,
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- DownloadError
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- )
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- from generate_samples_2d import generate_samples
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- from blender_render_samples_3d import run_blender_command
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- from postprocess import postprocess_samples
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-
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-
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- def download_from_grdrive_or_mega(
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- path: Union[str, pth],
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- gdrive_file_id: str,
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- mega_file_id_and_key: str,
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- desc: Optional[str]=None,
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- ) -> pth:
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- path = pth(path)
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- if desc is None:
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- desc = str(path.stem)
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-
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- print(f"Downloading {desc}...")
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-
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- # download from google drive, if failed, download from mega
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- try:
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- download_path = gdrive_download_and_extract(path, gdrive_file_id)
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- if not download_path.is_dir():
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- raise DownloadError(f"{desc} from Google Drive")
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- except Exception as e:
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- print(e)
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- print(f"Attempting to download {desc} from Mega.nz")
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-
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- download_path = mega_download_and_extract(path, mega_file_id_and_key)
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- if not download_path.is_dir():
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- raise DownloadError(f"{desc} from Mega.nz")
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-
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- return download_path
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-
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-
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- def download_and_prepare_data():
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- download_path = pth("../assets/").resolve()
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- if not download_path.is_dir():
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- download_path.mkdir(parents=True, exist_ok=True)
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-
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- print("Preparing text dataset...")
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- _, texts_iter = get_text_dataset()
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-
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- fonts_path = download_from_grdrive_or_mega(
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- download_path / "fonts",
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- "1-K8EE0QsXfxaAV-5uOE6lhTLGicRZbW2",
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- "itg2TKoJ#UCOEQqX7pPwAf9pguWVUuksX7orWtzK5n4SdI6CQqGc"
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- )
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-
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- hdris_path = download_from_grdrive_or_mega(
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- download_path / "hdris",
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- "1BNCTqw5fenCK-D48-a7VQ234Aq3k45hu",
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- "D5YWQKgR#fFRHe-HpbCc7-yAm3h5zxbR905o1hkrxKJDvQOsGOKk"
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- )
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-
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- materials_path = download_from_grdrive_or_mega(
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- download_path / "materials",
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- "1-5dz5DMce-braCrhVIsqB58PvcyB6qyy",
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- "W0hGyCzB#-Gldvyt6uGt9D6iT8kDL-T4CKGNwIKD0Yc4jR2MAgxo"
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- )
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-
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- fonts_iter = get_fonts(fonts_path)
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- hdris_iter = get_hdris(hdris_path)
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- materials_iter = get_materials(materials_path)
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-
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- return texts_iter, fonts_iter, hdris_iter, materials_iter
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-
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-
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- def main(
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- n_samples: int,
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- blender_path: str,
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- output_dir: str,
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- device: str,
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- resolution_x: int = 512,
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- resolution_y: int = 512,
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- compression_level: int = 9,
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- ):
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- """
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- Runs the main pipeline for rendering handwritten text on a virtual piece of paper using Blender.
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- It downloads and prepares data for rendering 3D documents using Blender.
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- It generates samples, renders them using Blender, and post-processes them.
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- The generated samples are saved in the specified output directory.
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-
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- Args:
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- n_samples (int): The number of sample images to generate.
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- blender_path (str): The path to the Blender executable.
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- output_dir (str): The path to the directory where the rendered images will be saved.
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- device (str): The device to use for rendering ('cpu', 'cuda' or 'optix').
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- output_image_resolution (Tuple[int, int], optional): The resolution of the output images. Defaults to (512, 512).
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- compression_level (int, optional): The png compression level to use when saving the output images.
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- Must be between 0 and 9, with 0 being no compression and 9 being maximum compression.
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- Defaults to 9.
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-
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- Raises:
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- ValueError: If the output directory is not empty.
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-
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- Returns:
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- None
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- """
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-
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- device = device.upper()
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-
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- blender_path: pth = pth(blender_path)
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- output_dir: pth = pth(output_dir)
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-
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- if device not in ["CPU", "CUDA", "OPTIX"]:
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- raise ValueError(f"Invalid device: {device}")
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-
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- if not blender_path.is_file():
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- raise ValueError(f"Blender path {blender_path} is not a valid file")
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-
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- if not output_dir.is_dir():
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- output_dir.mkdir(parents=True, exist_ok=True)
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-
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- blender_path = blender_path.resolve()
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- output_dir = output_dir.resolve()
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-
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- # Check if the output directory is empty
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- if output_dir.is_dir() and list(output_dir.iterdir()):
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- raise ValueError(f"Output directory {output_dir} is not empty")
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-
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- resolution = resolution_x, resolution_y
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-
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- texts, fonts, hdris, materials = download_and_prepare_data()
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-
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- root_dir = pth.cwd() / "Blender_3D_document_rendering_pipeline"
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-
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- temp_dir = pth(tempfile.mkdtemp())
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- print(f"Saving temporary files to: {temp_dir}")
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-
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- config_dir = temp_dir / "configs"
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- image_dir = temp_dir / "images"
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- config_dir.mkdir()
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- image_dir.mkdir()
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-
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- print("Generating samples...")
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- generated_samples = generate_samples(
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- n_samples=n_samples,
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- device=device,
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- output_image_resolution=resolution,
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- compression_level=compression_level,
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- root_dir=root_dir,
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- output_dir=output_dir,
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- config_dir=config_dir,
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- image_dir=image_dir,
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- random_font_iter=fonts,
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- random_hdri_iter=hdris,
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- random_material_iter=materials,
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- shuffled_dataset_iter=texts,
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- )
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-
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- print("Rendering samples using Blender...")
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- output_dir.mkdir(parents=True, exist_ok=True)
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- run_blender_command(blender_path, config_dir, output_dir, device)
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-
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- postprocess_samples(generated_samples)
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-
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- for k in tqdm(generated_samples, desc="Processing samples"):
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- output_dict = {
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- "text": k.text,
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- "bboxes": k.bounding_boxes,
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- "font_path": str(k.font_path),
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- "font_color": k.font_color.tolist(),
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- "text_rotation_angle": k.text_rotation_angle,
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- "resolution": k.output_image_resolution,
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- }
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-
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- if k.bounding_boxes is None:
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- print(f"Failed to calculate bounding boxes for {k.text}! Skipping")
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- print(json.dumps(output_dict, indent=4))
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- sample_output_dir = k.output_image_path.parent
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- rmtree(sample_output_dir)
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- continue
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-
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- with open(k.output_image_path.with_suffix(".json"), "w") as f:
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- json.dump(output_dict, f, indent=4)
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-
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- print("Cleaning up temporary files...")
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- rmtree(temp_dir)
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-
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-
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- if __name__ == "__main__":
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- fire.Fire(main)