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118
ifield/data/stanford/preprocess.py
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118
ifield/data/stanford/preprocess.py
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#!/usr/bin/env python3
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import os; os.environ.setdefault("PYOPENGL_PLATFORM", "egl")
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from . import config, read
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from ...utils.helpers import make_relative
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from pathlib import Path
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from textwrap import dedent
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import argparse
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def make_parser() -> argparse.ArgumentParser:
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parser = argparse.ArgumentParser(description=dedent("""
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Preprocess the Stanford models. Depends on `download-stanford` having been run.
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"""), formatter_class=argparse.RawTextHelpFormatter)
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arg = parser.add_argument # brevity
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arg("objects", nargs="*", default=[],
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help="Which objects to process, defaults to all downloaded")
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arg("--dir", default=str(config.DATA_PATH),
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help=f"The target directory. Default is {make_relative(config.DATA_PATH, Path.cwd()).__str__()!r}")
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arg("--force", action="store_true",
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help="Overwrite existing files")
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arg("--list", action="store_true",
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help="List the downloaded models available for preprocessing")
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arg("--list-pages", type=int, default=None,
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help="List the downloaded models available for preprocessing, paginated into N pages.")
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arg("--page", nargs=2, type=int, default=[0, 1],
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help="Subset of parts to compute. Use to parallelize. (page, total), page is 0 indexed")
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arg2 = parser.add_argument_group("preprocessing targets").add_argument # brevity
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arg2("--precompute-mesh-sv-scan-clouds", action="store_true",
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help="Compute single-view hit+miss point clouds from 100 synthetic scans.")
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arg2("--precompute-mesh-sv-scan-uvs", action="store_true",
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help="Compute single-view hit+miss UV clouds from 100 synthetic scans.")
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arg2("--precompute-mesh-sphere-scan", action="store_true",
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help="Compute a sphere-view hit+miss cloud cast from n to n unit sphere points.")
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arg3 = parser.add_argument_group("ray-scan modifiers").add_argument # brevity
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arg3("--n-sphere-points", type=int, default=4000,
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help="The number of unit-sphere points to sample rays from. Final result: n*(n-1).")
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arg3("--compute-miss-distances", action="store_true",
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help="Compute the distance to the nearest hit for each miss in the hit+miss clouds.")
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arg3("--fill-missing-uv-points", action="store_true",
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help="TODO")
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arg3("--no-filter-backhits", action="store_true",
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help="Do not filter scan hits on backside of mesh faces.")
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arg3("--no-unit-sphere", action="store_true",
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help="Do not center the objects to the unit sphere.")
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arg3("--convert-ok", action="store_true",
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help="Allow reusing point clouds for uv clouds and vice versa. (does not account for other hparams)")
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arg3("--debug", action="store_true",
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help="Abort on failiure.")
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arg5 = parser.add_argument_group("Shared modifiers").add_argument # brevity
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arg5("--scan-resolution", type=int, default=400,
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help="The resolution of the depth map rendered to sample points. Becomes x*x")
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return parser
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# entrypoint
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def cli(parser: argparse.ArgumentParser = make_parser()):
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args = parser.parse_args()
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if not any(getattr(args, k) for k in dir(args) if k.startswith("precompute_")) and not (args.list or args.list_pages):
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parser.error("no preprocessing target selected") # exits
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config.DATA_PATH = Path(args.dir)
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obj_names = args.objects or read.list_object_names()
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if args.list:
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print(*obj_names, sep="\n")
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parser.exit()
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if args.list_pages is not None:
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print(*(
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f"--page {i} {args.list_pages} {obj_name}"
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for obj_name in obj_names
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for i in range(args.list_pages)
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), sep="\n")
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parser.exit()
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if args.precompute_mesh_sv_scan_clouds:
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read.precompute_mesh_scan_point_clouds(
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obj_names,
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compute_miss_distances = args.compute_miss_distances,
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no_filter_backhits = args.no_filter_backhits,
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no_unit_sphere = args.no_unit_sphere,
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convert_ok = args.convert_ok,
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page = args.page,
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force = args.force,
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debug = args.debug,
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)
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if args.precompute_mesh_sv_scan_uvs:
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read.precompute_mesh_scan_uvs(
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obj_names,
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compute_miss_distances = args.compute_miss_distances,
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fill_missing_points = args.fill_missing_uv_points,
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no_filter_backhits = args.no_filter_backhits,
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no_unit_sphere = args.no_unit_sphere,
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convert_ok = args.convert_ok,
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page = args.page,
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force = args.force,
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debug = args.debug,
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)
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if args.precompute_mesh_sphere_scan:
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read.precompute_mesh_sphere_scan(
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obj_names,
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sphere_points = args.n_sphere_points,
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compute_miss_distances = args.compute_miss_distances,
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no_filter_backhits = args.no_filter_backhits,
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no_unit_sphere = args.no_unit_sphere,
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page = args.page,
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force = args.force,
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debug = args.debug,
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)
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if __name__ == "__main__":
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cli()
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