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As in the measurement:
* the picture is read in gray and shrunk, never enlarged, so its long side is at most each frame size (1920 down to
224 pixels), with OpenCV's INTER_AREA; sizes that come out the same are read once;
* each frame is staged as a gray PNG; zxing-cpp, WeChat's scanner and OpenCV's two detectors read it in a worker
process (one OpenCV thread, library defaults, QR codes only), and ZXing reads it in a Java process the way
Android's Settings app calls it;
* a decode that runs past TIMEOUT_S counts as a miss: the worker is replaced and the rest is read without that call.
No measured picture had transparency; here a transparent part counts as white, as on a printed page.
A scanner reads a frame when one of the contents it returns is the picture's content. The measurement knew each code's
content; here it is the content the most scanners return (ties: the most frames, then text over raw bytes, then the
shortest). Raw bytes and the text a scanner makes of them (ISO-8859-1, QR's default, or Shift JIS) are one content.
"""
from __future__ import annotations
import base64
import hashlib
import itertools
import json
import os
import queue
import subprocess
import tempfile
import threading
import time
from multiprocessing import get_context
from pathlib import Path
os.environ.setdefault("OPENCV_IO_MAX_IMAGE_PIXELS", "50000000") # OpenCV refuses bigger pictures before decoding them
VENDOR = Path(os.environ.get("QSD_VENDOR", Path(__file__).resolve().parent.parent / "vendor"))
SELF_TEST = Path(__file__).with_name("selftest.png") # a clean code, which all five read at every size
FRAMES = [1920, 1280, 896, 640, 448, 320, 224]
POOL = ["zxing-cpp", "wechat", "opencv", "opencv-aruco"] # read in this order, as the measurement's pool read them
SCANNERS = [*POOL, "zxing-java"]
TIMEOUT_S = 20 # one decode, as in the measurement
STAGE_TIMEOUT_S = 30 # opening and shrinking one picture
DEADLINE_S = 40 # one picture in all, so that a request ends within a minute; decodes not done by then count
# as misses and the result says "partial"
class PictureError(Exception):
"""A picture this server cannot open."""
class _TooBig(Exception):
"""More pixels than OPENCV_IO_MAX_IMAGE_PIXELS."""
def frame_sizes(h: int, w: int) -> dict[tuple[int, int], list[int]]:
"""{(w, h): [frame sizes]} for the frames, never enlarging (the measurement's rule, rounding included)."""
sizes: dict[tuple[int, int], list[int]] = {}
for f in FRAMES:
k = min(1.0, f / max(h, w))
sizes.setdefault((max(1, round(w * k)), max(1, round(h * k))), []).append(f)
return sizes
# ---- the worker process: zxing-cpp, WeChat's scanner, OpenCV's two detectors --------------------------------------
def _decoders(wechat_dir: str):
import cv2
import zxingcpp
cv2.setNumThreads(1)
d = Path(wechat_dir)
wechat = cv2.wechat_qrcode.WeChatQRCode(str(d / "detect.prototxt"), str(d / "detect.caffemodel"),
str(d / "sr.prototxt"), str(d / "sr.caffemodel"))
qr_format = zxingcpp.BarcodeFormat.QRCode # in zxing-cpp 3 this also returns Micro QR and rMQR, dropped below
dropped = (zxingcpp.BarcodeFormat.MicroQRCode, zxingcpp.BarcodeFormat.RMQRCode)
def zxing_cpp(bgr):
out = []
for r in zxingcpp.read_barcodes(cv2.cvtColor(bgr, cv2.COLOR_BGR2GRAY), formats=qr_format):
if r.format in dropped or not getattr(r, "valid", True):
continue
out.append(bytes(r.bytes) if r.bytes is not None else (r.text or "").encode("utf-8"))
return out
def wechat_qr(bgr):
try:
texts, _ = wechat.detectAndDecode(bgr)
except UnicodeDecodeError as e: # binary content: OpenCV's binding fails to make text of it
return [bytes(e.object)]
return [t.encode("utf-8") for t in texts if t]
def single(detector): # detectAndDecode, the single-code call apps make
def read(bgr):
text, _, _ = detector.detectAndDecode(cv2.cvtColor(bgr, cv2.COLOR_BGR2GRAY))
return [text.encode("utf-8")] if text else []
return read
return cv2, {"zxing-cpp": zxing_cpp, "wechat": wechat_qr,
"opencv": single(cv2.QRCodeDetector()), "opencv-aruco": single(cv2.QRCodeDetectorAruco())}
def _open(cv2, path: str):
"""The picture in gray as the measurement opened it, any transparent part on white; None if it can't be opened."""
import numpy as np
try:
gray = cv2.imread(path, cv2.IMREAD_GRAYSCALE)
if gray is None or not path.endswith((".png", ".webp")):
return gray
full = cv2.imread(path, cv2.IMREAD_UNCHANGED) # gray (or colour) with alpha comes back as 4 channels
except cv2.error as e: # past OPENCV_IO_MAX_IMAGE_PIXELS OpenCV raises, rather than return None
if "MAX_IMAGE_PIXELS" in str(e):
raise _TooBig from e
return None
if full is None or full.ndim != 3 or full.shape[2] != 4:
return gray
top = np.iinfo(full.dtype).max
if full[..., 3].min() == top: # no pixel is transparent: the measured path, unchanged
return gray
a = full[..., 3].astype(np.float32) / top
g = cv2.cvtColor(full[..., :3], cv2.COLOR_BGR2GRAY).astype(np.float32) / top
return np.rint(255 * (g * a + (1 - a))).astype(np.uint8)
def _child(conn, wechat_dir: str) -> None:
try:
cv2, decoders = _decoders(wechat_dir)
except Exception as e: # noqa: BLE001 - reported to the parent, which refuses to start
conn.send(("broken", repr(e)))
return
conn.send(("ready",))
while True:
try:
msg = conn.recv()
except EOFError:
return
if msg[0] == "stage":
_, path, outdir = msg
try:
gray = _open(cv2, path)
if gray is None:
conn.send(("unreadable",))
continue
frames = []
for k, ((w, h), labels) in enumerate(frame_sizes(*gray.shape).items()):
g = gray if (h, w) == gray.shape else cv2.resize(gray, (w, h), interpolation=cv2.INTER_AREA)
p = os.path.join(outdir, f"{k}.png")
cv2.imwrite(p, g, [cv2.IMWRITE_PNG_COMPRESSION, 1])
frames.append((w, h, labels, p))
conn.send(("staged", gray.shape[1], gray.shape[0], frames))
except _TooBig:
conn.send(("too big",))
except Exception: # noqa: BLE001 - a picture that can't be staged (out of memory, say) is refused
conn.send(("unreadable",))
elif msg[0] == "decode":
_, frames, skip = msg
for k, (_, _, _, p) in enumerate(frames):
todo = [n for n in POOL if (k, n) not in skip]
if not todo:
continue
bgr = cv2.cvtColor(cv2.imread(p, cv2.IMREAD_GRAYSCALE), cv2.COLOR_GRAY2BGR)
for n in todo:
conn.send(("start", k, n))
try:
payloads = decoders[n](bgr)
except Exception: # noqa: BLE001 - a decoder that fails reads nothing, as in the measurement
payloads = []
conn.send(("done", k, n, payloads))
conn.send(("end",))
class _Worker:
"""One decoder worker process. A stuck one is killed; a new one starts when the next message is sent."""
def __init__(self, ctx):
self._ctx = ctx
self._spawn()
def _spawn(self) -> None:
self.conn, child = self._ctx.Pipe()
self.proc = self._ctx.Process(target=_child, args=(child, str(VENDOR / "wechat")), daemon=True)
self.proc.start()
child.close()
msg = self._recv(180)
if msg is None or msg[0] != "ready":
raise RuntimeError(f"decoder worker did not start: {msg}")
def close(self) -> None:
self.proc.kill()
self.proc.join(5)
self.conn.close()
def _send(self, msg) -> None:
"""Send to a live worker: one that was killed, or died while idle (killed for memory, say), is replaced."""
if self.conn.closed or not self.proc.is_alive():
self.close()
self._spawn()
try:
self.conn.send(msg)
except OSError: # it died just now
self.close()
self._spawn()
self.conn.send(msg)
def _recv(self, timeout: float):
try:
if not self.conn.poll(timeout):
return None
return self.conn.recv()
except (EOFError, OSError):
return None
def stage(self, path: str, outdir: str):
t0 = time.monotonic()
self._send(("stage", path, outdir))
msg = self._recv(STAGE_TIMEOUT_S)
if msg is None: # too slow, or the worker crashed on this picture
slow = time.monotonic() - t0 >= STAGE_TIMEOUT_S
self.close()
raise PictureError("This picture took too long to open." if slow else "This picture could not be opened.")
if msg[0] == "too big":
raise PictureError("This picture is over 50 megapixels.")
if msg[0] == "unreadable":
raise PictureError("This picture could not be opened.")
return msg[1], msg[2], msg[3]
def decode(self, frames, deadline: float):
"""{(frame index, scanner): payloads}, and whether the deadline (or crashes) cut the reading short."""
got: dict[tuple[int, str], list[bytes]] = {}
missed: set[tuple[int, str]] = set()
crashes = 0
while True:
self._send(("decode", frames, missed | set(got)))
current = None
while True:
msg = self._recv(max(0.0, min(TIMEOUT_S, deadline - time.monotonic())))
if msg is None:
break
if msg[0] == "start":
current = (msg[1], msg[2])
elif msg[0] == "done":
got[(msg[1], msg[2])] = msg[3]
current = None
elif msg[0] == "end":
return got, False
# silence: a decode ran past TIMEOUT_S (a miss), the worker died, or the deadline passed
self.close()
if time.monotonic() >= deadline:
return got, True
if current is not None:
missed.add(current)
else:
crashes += 1
if crashes > 1:
return got, True
# ---- the Java process: ZXing as Android's Settings app calls it ---------------------------------------------------
class _Java:
def __init__(self):
cp = os.pathsep.join([str(VENDOR / "zxing" / "core-3.5.2.jar"), str(VENDOR / "zxing" / "classes")])
self.cmd = ["java", "-Djava.awt.headless=true", "-Xmx512m", "-cp", cp, "ZxingServer"]
self.lock = threading.Lock()
self.ids = itertools.count()
self._spawn()
def _spawn(self) -> None:
self.proc = subprocess.Popen(self.cmd, stdin=subprocess.PIPE, stdout=subprocess.PIPE,
stderr=subprocess.DEVNULL, text=True, encoding="utf-8", bufsize=1)
self.lines: queue.Queue = queue.Queue()
threading.Thread(target=self._pump, args=(self.proc.stdout, self.lines), daemon=True).start()
@staticmethod
def _pump(stream, lines: queue.Queue) -> None:
for line in stream:
lines.put(line)
lines.put(None)
def close(self) -> None:
self.proc.kill()
self.proc.wait(5)
try:
self.proc.stdin.close()
except OSError: # its pipe broke with it
pass
def read(self, paths: list[str], deadline: float) -> list[list[bytes] | None]:
"""Per frame, ZXing's contents (empty: no read, a timeout included); None where the deadline left it unread."""
out: list[list[bytes] | None] = [None] * len(paths)
deaths = 0
for k, p in enumerate(paths):
# one frame at a time, so two pictures read at once take turns; never waiting past this one's deadline
if not self.lock.acquire(timeout=max(0.0, deadline - time.monotonic())):
break
try:
left = deadline - time.monotonic()
if left <= 0:
break
if self.proc.poll() is not None: # it died since its last answer (while idle): not a miss
self.close()
self._spawn()
rid = next(self.ids)
obj, died = None, False
try:
self.proc.stdin.write(f"{rid}\t{p}\n")
self.proc.stdin.flush()
line = self.lines.get(timeout=min(TIMEOUT_S, left))
died = line is None # its output ended: it exited without answering
obj = json.loads(line) if line else None
except OSError: # its pipe broke: it exited
died = True
except (ValueError, queue.Empty):
pass
if not isinstance(obj, dict) or obj.get("id") != rid: # a timeout, a crash or a stray line: a miss
self.close()
self._spawn()
deaths += died
if deaths > 1: # it keeps dying: this frame and the rest are unread, not misses
break
out[k] = [] if time.monotonic() < deadline else None
continue
out[k] = [base64.b64decode(c) for c in obj.get("contents", [])]
finally:
self.lock.release()
return out
# ---- one picture ----------------------------------------------------------------------------------------------------
def _texts(p: bytes) -> set[bytes]:
"""In UTF-8, the texts a scanner may make of raw bytes that aren't UTF-8: ISO-8859-1 (QR byte mode's default)
and, where they decode, Shift JIS (QR kanji mode)."""
try:
p.decode("utf-8")
return set()
except UnicodeDecodeError:
pass
out = {p.decode("latin-1").encode("utf-8")}
try:
out.add(p.decode("shift_jis").encode("utf-8"))
except UnicodeDecodeError:
pass
return out
def _same(p: bytes, q: bytes) -> bool:
"""One content: the same bytes, or raw bytes and a text made of them."""
return p == q or p in _texts(q) or q in _texts(p)
def _is_text(p: bytes) -> bool:
try:
p.decode("utf-8")
return True
except UnicodeDecodeError:
return False
def _consensus(contents: dict[tuple[str, int], list[bytes]]) -> bytes | None:
forms = {p for ps in contents.values() for p in ps}
if not forms:
return None
def votes(c: bytes) -> tuple[int, int]:
hits = [(s, k) for (s, k), ps in contents.items() if any(_same(p, c) for p in ps)]
return len({s for s, _ in hits}), len(hits)
return max(forms, key=lambda c: (*votes(c), _is_text(c), -len(c), c))
def describe(content: bytes | None) -> dict | None:
"""The content as the page may show it: printable text (UTF-8, or else ISO-8859-1), otherwise only its length."""
if content is None:
return None
try:
text = content.decode("utf-8")
except UnicodeDecodeError:
text = content.decode("latin-1") # QR byte mode's default; binary content shows control characters
if all(c.isprintable() or c in "\r\n\t" for c in text):
return {"text": text[:300], "cut": len(text) > 300, "bytes": len(content)}
return {"text": None, "cut": False, "bytes": len(content)}
class Reader:
"""Reads pictures, `slots` at a time (one decoder worker each); the ZXing process is shared."""
def __init__(self, slots: int = 2):
ctx = get_context("spawn")
self.java = _Java()
self.workers = [_Worker(ctx) for _ in range(slots)]
self.free: queue.Queue = queue.Queue()
for w in self.workers:
self.free.put(w)
self._self_test()
def _self_test(self) -> None:
"""Refuse to start, rather than place every picture wrongly, unless all five read a clean code at every size."""
r = self.read(str(SELF_TEST))
missed = [n for n in SCANNERS if not all(r["reads"][n])]
if missed or r["partial"]:
self.close()
raise RuntimeError(f"self-test failed: {', '.join(missed) or 'the reading ran out of time'}")
def close(self) -> None:
for w in self.workers:
w.close()
self.java.close()
def read(self, path: str, truth: set[str] | None = None) -> dict:
"""Read one picture file. `truth` (sha256 hex digests of the content) replaces the consensus, as the
measurement scored known codes; the server never passes it."""
t0 = time.monotonic()
deadline = t0 + DEADLINE_S
worker = self.free.get()
try:
with tempfile.TemporaryDirectory(prefix="qsd-") as tmp:
w, h, frames = worker.stage(path, tmp)
java: dict = {"r": [None] * len(frames)}
def zxing_java():
java["r"] = self.java.read([f[3] for f in frames], deadline)
t = threading.Thread(target=zxing_java, daemon=True)
t.start()
try:
pool, partial = worker.decode(frames, deadline)
finally:
t.join()
finally:
self.free.put(worker)
contents = {(n, k): p for (k, n), p in pool.items()}
for k, p in enumerate(java["r"]):
contents[("zxing-java", k)] = p or []
partial = partial or p is None
if truth is None:
content = _consensus(contents)
def hit(ps): return content is not None and any(_same(p, content) for p in ps) # noqa: E306
else:
content = None
def hit(ps): return any(hashlib.sha256(p).hexdigest() in truth for p in ps) # noqa: E306
reads = {n: [0] * len(FRAMES) for n in SCANNERS}
sizes = [None] * len(FRAMES)
for k, (fw, fh, labels, _) in enumerate(frames):
for f in labels:
fi = FRAMES.index(f)
sizes[fi] = [fw, fh]
for n in SCANNERS:
reads[n][fi] = int(hit(contents.get((n, k), [])))
return {"size": [w, h], "frames": sizes, "reads": reads, "content": describe(content), "partial": partial,
"ms": round(1000 * (time.monotonic() - t0))}
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