MVEB-train / scripts /Product1m /download.py
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#!/usr/bin/env python3
"""Download Product1M test/gallery images from official URL metadata."""
from __future__ import annotations
import argparse
import json
import random
import sys
import time
from pathlib import Path
try:
import requests
except ImportError as exc:
raise SystemExit("Missing python package: requests (pip install requests)") from exc
MAX_RETRIES = 5
MIN_BYTES = 1000
HEADERS = {
"User-Agent": (
"Mozilla/5.0 (Windows NT 10.0; Win64; x64) "
"AppleWebKit/537.36 (KHTML, like Gecko) "
"Chrome/119.0.0.0 Safari/537.36"
),
"Accept": "image/avif,image/webp,image/apng,image/svg+xml,image/*,*/*;q=0.8",
"Accept-Language": "zh-CN,zh;q=0.9,en;q=0.8",
"Referer": "https://www.taobao.com/",
}
TXT_FILES = {
"test": "product1m_test_ossurl_v2.txt",
"gallery": "product1m_gallery_ossurl_v2.txt",
}
def find_txt_dir(root: Path) -> Path:
for name in ("Poudct1M", "Product1M"):
candidate = root / name
if candidate.is_dir():
return candidate
raise FileNotFoundError(f"Cannot find Poudct1M/ or Product1M/ under {root}")
def load_split(path: Path) -> dict:
with open(path, encoding="utf-8") as f:
data = json.load(f)
for key in ("test", "gallery"):
if key not in data:
raise KeyError(f"Missing key '{key}' in {path}")
return data
def read_lines_at(txt_path: Path, line_numbers: list[int]) -> dict[int, str]:
wanted = set(line_numbers)
max_line = max(line_numbers)
found: dict[int, str] = {}
with open(txt_path, encoding="utf-8") as f:
for lineno, line in enumerate(f, 1):
if lineno in wanted:
found[lineno] = line.strip()
if lineno >= max_line and len(found) == len(wanted):
break
missing = sorted(wanted - found.keys())
if missing:
raise ValueError(f"Missing lines in {txt_path}: {missing[:10]}")
return found
def parse_record(line: str) -> tuple[str, list[str]]:
parts = line.split("#####")
if len(parts) < 4:
raise ValueError(f"Invalid line with <4 fields: {line[:120]}")
image_id = parts[0]
urls = [parts[2], parts[3]]
return image_id, urls
def download_image(session: requests.Session, urls: list[str], out_path: Path) -> str | None:
for url in urls:
last_error = None
for attempt in range(MAX_RETRIES):
try:
if attempt > 0:
time.sleep(random.uniform(1.0, 3.0))
response = session.get(url, timeout=15, allow_redirects=True)
if response.status_code == 200 and len(response.content) > MIN_BYTES:
out_path.parent.mkdir(parents=True, exist_ok=True)
out_path.write_bytes(response.content)
return url
last_error = f"HTTP {response.status_code}, bytes={len(response.content)}"
if response.status_code == 420:
time.sleep(random.uniform(2.0, 6.0))
except requests.RequestException as exc:
last_error = str(exc)
time.sleep(random.uniform(1.0, 2.0))
if last_error:
continue
return None
def download_images(
split_json: Path,
repo_dir: Path,
source_dir: Path,
log_file: Path,
) -> None:
split = load_split(split_json)
txt_dir = find_txt_dir(repo_dir)
log_file.parent.mkdir(parents=True, exist_ok=True)
session = requests.Session()
session.headers.update(HEADERS)
total_ok = 0
total_skip = 0
total_fail = 0
with open(log_file, "a", encoding="utf-8") as log_f:
for split_name in ("test", "gallery"):
entries = split[split_name]
line_numbers = [item["line_number"] for item in entries]
id_by_line = {item["line_number"]: item["id"] for item in entries}
txt_path = txt_dir / TXT_FILES[split_name]
lines = read_lines_at(txt_path, line_numbers)
out_dir = source_dir / split_name
print(f"==> [{split_name}] {len(entries)} images -> {out_dir}")
for lineno in sorted(line_numbers):
image_id = id_by_line[lineno]
out_path = out_dir / f"{image_id}.jpg"
if out_path.is_file() and out_path.stat().st_size > MIN_BYTES:
total_skip += 1
continue
record_id, urls = parse_record(lines[lineno])
if record_id != image_id:
raise ValueError(
f"ID mismatch at line {lineno}: split={image_id}, txt={record_id}"
)
used_url = download_image(session, urls, out_path)
if used_url:
total_ok += 1
print(f" ok {split_name}/{image_id}.jpg")
else:
total_fail += 1
msg = (
f"{split_name}; {image_id}; line={lineno}; "
f"failed; urls={urls}; retries={MAX_RETRIES}\n"
)
log_f.write(msg)
print(f" fail {split_name}/{image_id}.jpg (see {log_file})")
time.sleep(random.uniform(0.1, 0.5))
print("==> Download summary")
print(f" downloaded: {total_ok}")
print(f" skipped: {total_skip}")
print(f" failed: {total_fail}")
print(f" log: {log_file}")
if total_fail > 0:
raise SystemExit(1)
def parse_args() -> argparse.Namespace:
parser = argparse.ArgumentParser(description=__doc__)
parser.add_argument("--split-json", type=Path, required=True)
parser.add_argument("--repo-dir", type=Path, required=True)
parser.add_argument("--source-dir", type=Path, required=True)
parser.add_argument("--log-file", type=Path, required=True)
return parser.parse_args()
def main() -> None:
args = parse_args()
download_images(
split_json=args.split_json,
repo_dir=args.repo_dir,
source_dir=args.source_dir,
log_file=args.log_file,
)
if __name__ == "__main__":
main()