aadityabuilds commited on
Commit
eca30bf
·
1 Parent(s): b46762c

updated master parquet script.

Browse files
Files changed (1) hide show
  1. tools/build_master_parquet.py +27 -3
tools/build_master_parquet.py CHANGED
@@ -36,30 +36,50 @@ def main():
36
  ap.add_argument("--src_root", required=True, help="dir with metadata.csv world_annotations.json world_images/")
37
  ap.add_argument("--out_dir", required=True, help="hf_repo/data/master")
38
  ap.add_argument("--rows_per_shard", type=int, default=256)
 
 
 
 
 
39
  args = ap.parse_args()
40
 
41
  src = Path(args.src_root)
42
  out = Path(args.out_dir)
43
  out.mkdir(parents=True, exist_ok=True)
44
 
45
- meta = pd.read_csv(src / "metadata.csv")
46
  coco = read_json(src / "world_annotations.json")
47
  images_by_filename, annos_by_image_id, categories = build_indices(coco)
48
 
49
  missing = set(meta["filename"]) - set(images_by_filename.keys())
50
  if missing:
51
  ex = next(iter(missing))
52
- raise RuntimeError(f"{len(missing)} filenames in metadata missing from COCO images[]. Example: {ex}")
 
 
 
 
 
53
 
54
  rows = []
55
  shard_idx = 0
56
 
 
 
 
 
57
  for r in tqdm(meta.itertuples(index=False), total=len(meta), desc="Building master parquet"):
58
  filename = r.filename
 
 
 
59
  img_info = images_by_filename[filename]
60
  image_id = int(img_info["id"])
61
  img_path = src / "world_images" / filename
62
 
 
 
 
63
  b = img_path.read_bytes()
64
  annos = annos_by_image_id.get(image_id, [])
65
 
@@ -76,6 +96,7 @@ def main():
76
  "coco_annotations": orjson.dumps(annos).decode("utf-8"),
77
  "coco_categories": orjson.dumps(categories).decode("utf-8"),
78
  })
 
79
 
80
  if len(rows) >= args.rows_per_shard:
81
  shard_path = out / f"all-{shard_idx:05d}.parquet"
@@ -87,7 +108,10 @@ def main():
87
  shard_path = out / f"all-{shard_idx:05d}.parquet"
88
  write_shard(rows, shard_path)
89
 
90
- print(f"Done. Wrote master shards to {out}")
 
 
 
91
 
92
 
93
  if __name__ == "__main__":
 
36
  ap.add_argument("--src_root", required=True, help="dir with metadata.csv world_annotations.json world_images/")
37
  ap.add_argument("--out_dir", required=True, help="hf_repo/data/master")
38
  ap.add_argument("--rows_per_shard", type=int, default=256)
39
+ ap.add_argument(
40
+ "--strict_filenames",
41
+ action="store_true",
42
+ help="if set, fail when metadata filenames are missing from COCO/images; default is to skip",
43
+ )
44
  args = ap.parse_args()
45
 
46
  src = Path(args.src_root)
47
  out = Path(args.out_dir)
48
  out.mkdir(parents=True, exist_ok=True)
49
 
50
+ meta = pd.read_csv(src / "metadata.csv", low_memory=False)
51
  coco = read_json(src / "world_annotations.json")
52
  images_by_filename, annos_by_image_id, categories = build_indices(coco)
53
 
54
  missing = set(meta["filename"]) - set(images_by_filename.keys())
55
  if missing:
56
  ex = next(iter(missing))
57
+ if args.strict_filenames:
58
+ raise RuntimeError(f"{len(missing)} filenames in metadata missing from COCO images[]. Example: {ex}")
59
+ print(
60
+ f"Warning: {len(missing)} filenames in metadata missing from COCO images[]; "
61
+ f"they will be skipped. Example: {ex}"
62
+ )
63
 
64
  rows = []
65
  shard_idx = 0
66
 
67
+ skipped_not_in_coco = 0
68
+ skipped_missing_image_file = 0
69
+ written_rows = 0
70
+
71
  for r in tqdm(meta.itertuples(index=False), total=len(meta), desc="Building master parquet"):
72
  filename = r.filename
73
+ if filename in missing:
74
+ skipped_not_in_coco += 1
75
+ continue
76
  img_info = images_by_filename[filename]
77
  image_id = int(img_info["id"])
78
  img_path = src / "world_images" / filename
79
 
80
+ if not img_path.exists():
81
+ skipped_missing_image_file += 1
82
+ continue
83
  b = img_path.read_bytes()
84
  annos = annos_by_image_id.get(image_id, [])
85
 
 
96
  "coco_annotations": orjson.dumps(annos).decode("utf-8"),
97
  "coco_categories": orjson.dumps(categories).decode("utf-8"),
98
  })
99
+ written_rows += 1
100
 
101
  if len(rows) >= args.rows_per_shard:
102
  shard_path = out / f"all-{shard_idx:05d}.parquet"
 
108
  shard_path = out / f"all-{shard_idx:05d}.parquet"
109
  write_shard(rows, shard_path)
110
 
111
+ print(
112
+ f"Done. Wrote master shards to {out} | written={written_rows} "
113
+ f"skipped_not_in_coco={skipped_not_in_coco} skipped_missing_image_file={skipped_missing_image_file}"
114
+ )
115
 
116
 
117
  if __name__ == "__main__":