Добавлено описание и документация для HVideoTool, включая функционал, требования, установку и запуск приложения для обнаружения цензуры на изображениях.

This commit is contained in:
Leonid Pershin
2026-06-06 15:11:53 +03:00
parent 10bf87aa47
commit 33f20fe681
28 changed files with 2256 additions and 0 deletions
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"""Main window: open a folder of images and inspect what the detector found.
Layout: a toolbar (open folder · detector · model · calc-frame · detect-all ·
threshold), then a splitter with three panes — the file list (left), the image
with overlays (center), and a detail table of every detection (right).
Viewing and detecting are decoupled, so browsing a big folder stays instant even
with a slow (CPU) detector:
- selecting a file just **shows** it (with its cached result, if any);
- **double-clicking** a file, or "Рассчитать кадр", runs the detector on it;
- "Детектировать все" runs the whole folder.
Both folder loading and detect-all show a progress bar. Results are cached;
switching detector/model clears the cache.
"""
from __future__ import annotations
import shutil
from pathlib import Path
from PySide6.QtCore import Qt
from PySide6.QtGui import QAction
from PySide6.QtWidgets import (
QAbstractItemView,
QApplication,
QComboBox,
QDialog,
QDoubleSpinBox,
QFileDialog,
QInputDialog,
QLabel,
QListWidget,
QListWidgetItem,
QMainWindow,
QMessageBox,
QProgressBar,
QSplitter,
QTableWidget,
QTableWidgetItem,
QVBoxLayout,
QWidget,
)
from .. import settings_store
from ..config import AppConfig
from ..core.detection.factory import build_detector
from ..core.detection.types import Detection
from ..core.imageio import imread_unicode
from ..core.video.extract import extract_frames
from ..core.video.frame import Frame
from .extract_dialog import ExtractDialog
from .image_view import ImageView
_IMAGE_EXTS = {".jpg", ".jpeg", ".png", ".bmp", ".webp", ".tif", ".tiff"}
_VIDEO_FILTER = "Видео (*.mp4 *.mkv *.avi *.mov *.webm *.m4v);;Все файлы (*.*)"
_DETECTORS = ["classic", "yolo", "combined"]
class MainWindow(QMainWindow):
def __init__(self, config: AppConfig) -> None:
super().__init__()
self._cfg = config
self._detector = None
self._detector_key = None
self._folder: Path | None = None
self._files: list[Path] = []
self._results: dict[str, list[Detection]] = {} # path -> detections (cache)
self._current: Path | None = None
self._collection: Path | None = None # active destination folder for moves
self.setWindowTitle("HVideoTool — инспектор детекции цензуры")
self.resize(1180, 720)
self._build_toolbar()
self._build_central()
self._build_statusbar()
self._build_menu()
self.statusBar().showMessage("Откройте папку с картинками")
# ------------------------------------------------------------------ setup
def _build_menu(self) -> None:
file_menu = self.menuBar().addMenu("Файл")
file_menu.addAction("Открыть папку…", self._choose_folder)
file_menu.addAction("Создать из ролика…", self._create_from_video)
file_menu.addSeparator()
file_menu.addAction("Рассчитать кадр", self._recompute_current).setShortcut("Space")
file_menu.addAction("Детектировать все", self._detect_all)
file_menu.addSeparator()
file_menu.addAction("Создать коллекцию…", self._create_collection)
file_menu.addAction("В коллекцию", self._move_to_collection).setShortcut("Ctrl+M")
file_menu.addSeparator()
file_menu.addAction("Выход", self.close)
def _build_toolbar(self) -> None:
tb = self.addToolBar("Главная")
tb.setMovable(False)
tb.addAction(QAction("Открыть папку…", self, triggered=self._choose_folder))
from_video = QAction("Создать из ролика…", self, triggered=self._create_from_video)
from_video.setToolTip("Разложить видео на кадры в папку-коллекцию и открыть её")
tb.addAction(from_video)
tb.addSeparator()
tb.addWidget(QLabel(" Детектор: "))
self.detector_combo = QComboBox()
self.detector_combo.addItems(_DETECTORS)
self.detector_combo.setCurrentText(self._cfg.detector)
self.detector_combo.currentTextChanged.connect(self._on_detector_changed)
tb.addWidget(self.detector_combo)
self.model_action = QAction("Модель…", self, triggered=self._choose_model)
tb.addAction(self.model_action)
tb.addSeparator()
calc = QAction("Рассчитать кадр", self, triggered=self._recompute_current)
calc.setToolTip("Запустить детектор на выбранном кадре (Space / двойной клик по файлу)")
tb.addAction(calc)
tb.addAction(QAction("Детектировать все", self, triggered=self._detect_all))
tb.addSeparator()
tb.addWidget(QLabel(" Порог: "))
self.threshold_spin = QDoubleSpinBox()
self.threshold_spin.setRange(0.0, 1.0)
self.threshold_spin.setSingleStep(0.05)
self.threshold_spin.setValue(self._cfg.default_threshold)
self.threshold_spin.valueChanged.connect(self._on_threshold_changed)
tb.addWidget(self.threshold_spin)
tb.addSeparator()
tb.addAction(QAction("Создать коллекцию…", self, triggered=self._create_collection))
move = QAction("В коллекцию →", self, triggered=self._move_to_collection)
move.setToolTip("Переместить выбранные кадры в активную коллекцию (Ctrl+M)")
tb.addAction(move)
self.collection_label = QLabel(" коллекция: —")
tb.addWidget(self.collection_label)
def _build_central(self) -> None:
self.file_list = QListWidget()
self.file_list.setSelectionMode(QAbstractItemView.ExtendedSelection) # multi-select for moves
self.file_list.currentItemChanged.connect(self._on_file_selected)
self.file_list.itemDoubleClicked.connect(self._on_file_activated)
self.view = ImageView(self._cfg.overlay)
self.view.set_threshold(self._cfg.default_threshold)
right = QWidget()
rlayout = QVBoxLayout(right)
rlayout.setContentsMargins(4, 4, 4, 4)
self.detail_header = QLabel("Детекции")
self.detail_header.setWordWrap(True)
rlayout.addWidget(self.detail_header)
self.detail_table = QTableWidget(0, 4)
self.detail_table.setHorizontalHeaderLabels(["Тип", "Увер.", "BBox (x,y,w,h)", "Полигон"])
self.detail_table.verticalHeader().setVisible(False)
self.detail_table.setSelectionBehavior(QTableWidget.SelectRows)
self.detail_table.setEditTriggers(QTableWidget.NoEditTriggers)
self.detail_table.itemSelectionChanged.connect(self._on_detail_selected)
rlayout.addWidget(self.detail_table)
splitter = QSplitter(Qt.Horizontal)
splitter.addWidget(self.file_list)
splitter.addWidget(self.view)
splitter.addWidget(right)
splitter.setStretchFactor(0, 0)
splitter.setStretchFactor(1, 1)
splitter.setStretchFactor(2, 0)
splitter.setSizes([240, 640, 300])
self.setCentralWidget(splitter)
def _build_statusbar(self) -> None:
self.progress = QProgressBar()
self.progress.setMaximumWidth(260)
self.progress.setVisible(False)
self.statusBar().addPermanentWidget(self.progress)
# --------------------------------------------------------------- detector
def _make_detector(self):
d = self._cfg.detection
key = (self._cfg.detector, self._cfg.model_path, d.yolo_conf, d.yolo_imgsz)
if key != self._detector_key:
self._detector = build_detector(self._cfg) # may raise ValueError / import / file errors
self._detector_key = key
return self._detector
def _on_detector_changed(self, name: str) -> None:
self._cfg.detector = name
# YOLO/combined need a model — offer to pick one if missing.
if name in ("yolo", "combined") and not self._cfg.model_path:
self._choose_model()
settings_store.save(self._cfg)
self._invalidate_results()
def _choose_model(self) -> None:
start = self._cfg.model_path or str(Path.cwd() / "models")
path, _ = QFileDialog.getOpenFileName(self, "Выберите веса (.pt)", start, "Веса YOLO (*.pt);;Все файлы (*.*)")
if path:
self._cfg.model_path = path
settings_store.save(self._cfg)
self.statusBar().showMessage(f"Модель: {path}")
self._invalidate_results()
def _invalidate_results(self) -> None:
"""Detector changed — drop the cache and refresh the current image."""
self._detector_key = None
self._results.clear()
for i in range(self.file_list.count()):
self.file_list.item(i).setText(self.file_list.item(i).data(Qt.UserRole + 1))
if self._current is not None:
self._show(self._current)
# --------------------------------------------------------------- handlers
def open_path(self, folder: str) -> None:
self._load_folder(Path(folder))
def _choose_folder(self) -> None:
start = settings_store.last_dir() or ""
folder = QFileDialog.getExistingDirectory(self, "Открыть папку с картинками", start)
if folder:
self._load_folder(Path(folder))
def _create_from_video(self) -> None:
"""Decode a video into a folder of frames (a collection) and open it."""
path, _ = QFileDialog.getOpenFileName(
self, "Выберите ролик", settings_store.last_dir() or "", _VIDEO_FILTER
)
if not path:
return
dialog = ExtractDialog(self)
if dialog.exec() != QDialog.Accepted:
return
keyframes_only, step, max_dim = dialog.options()
video = Path(path)
out = video.parent / f"{video.stem}_frames"
self.progress.setRange(0, 1000) # promille of duration
self.progress.setValue(0)
self.progress.setVisible(True)
def cb(done: float, total: float) -> bool:
if total > 0:
self.progress.setValue(int(1000 * min(done, total) / total))
self.statusBar().showMessage(f"Извлечение кадров: {done:.0f}/{total:.0f} с…")
QApplication.processEvents()
return True
try:
saved = extract_frames(
str(video), str(out), step=step, keyframes_only=keyframes_only,
max_dim=max_dim, progress=cb,
)
except Exception as exc: # noqa: BLE001 - surface decode errors to the user
self.progress.setVisible(False)
QMessageBox.warning(self, "Ошибка", f"Не удалось извлечь кадры:\n{exc}")
return
finally:
self.progress.setVisible(False)
if saved == 0:
QMessageBox.warning(self, "Пусто", "Из ролика не удалось извлечь ни одного кадра.")
return
self.statusBar().showMessage(f"Извлечено {saved} кадров → {out}")
self._load_folder(out)
def _load_folder(self, folder: Path) -> None:
if not folder.is_dir():
QMessageBox.warning(self, "Ошибка", f"Папка не найдена: {folder}")
return
self.statusBar().showMessage(f"Сканирую папку: {folder}")
QApplication.processEvents()
files = sorted(p for p in folder.iterdir() if p.suffix.lower() in _IMAGE_EXTS)
self._folder = folder
self._files = files
self._results.clear()
self._current = None
settings_store.set_last_dir(str(folder))
self.file_list.blockSignals(True)
self.file_list.setUpdatesEnabled(False)
self.file_list.clear()
self.progress.setRange(0, len(files))
self.progress.setVisible(True)
for i, p in enumerate(files, 1):
item = QListWidgetItem(p.name)
item.setData(Qt.UserRole, str(p))
item.setData(Qt.UserRole + 1, p.name) # base label, without the count suffix
self.file_list.addItem(item)
if i % 1000 == 0:
self.progress.setValue(i)
self.statusBar().showMessage(f"Загрузка списка: {i}/{len(files)}")
QApplication.processEvents()
self.file_list.setUpdatesEnabled(True)
self.file_list.blockSignals(False)
self.progress.setVisible(False)
if not files:
self.view.set_image(None, [])
self.statusBar().showMessage(f"В папке нет картинок: {folder}")
return
self.statusBar().showMessage(f"{len(files)} картинок · {folder} · двойной клик / «Рассчитать кадр» для детекции")
self.file_list.setCurrentRow(0)
def _on_file_selected(self, current: QListWidgetItem | None, _prev=None) -> None:
if current is not None:
self._show(Path(current.data(Qt.UserRole))) # view only — no detection
def _on_file_activated(self, item: QListWidgetItem) -> None:
# Double-click: compute if not already cached, then show.
path = Path(item.data(Qt.UserRole))
if str(path) not in self._results and self._detect(path) is None:
return
self._show(path)
def _detect(self, path: Path) -> list[Detection] | None:
"""Run (or fetch cached) detections for one image. None on failure."""
key = str(path)
if key in self._results:
return self._results[key]
img = imread_unicode(key)
if img is None:
self.statusBar().showMessage(f"Не удалось прочитать: {path.name}")
return None
try:
detector = self._make_detector()
except Exception as exc: # noqa: BLE001 - surface config/model errors to the user
QMessageBox.warning(self, "Детектор недоступен", str(exc))
return None
self.statusBar().showMessage(f"Детекция: {path.name}")
QApplication.processEvents()
dets = detector.detect(Frame(image=img, index=0, pts=0.0))
dets.sort(key=lambda d: d.score, reverse=True)
self._results[key] = dets
self._tag_file(path, len(dets))
return dets
def _show(self, path: Path) -> None:
"""Display the image with its cached detections (does not run the detector)."""
self._current = path
img = imread_unicode(str(path))
dets = self._results.get(str(path)) # None => not yet computed
self.view.set_image(img, dets or [])
self._fill_detail_table(path, img, dets)
def _recompute_current(self) -> None:
"""Toolbar/Space: (re)run the detector on the selected frame."""
if self._current is None:
return
self._results.pop(str(self._current), None)
self._detector_key = None # rebuild the detector so settings changes take effect
if self._detect(self._current) is None:
return
self._show(self._current)
def _detect_all(self) -> None:
if not self._files:
return
total = len(self._files)
self.progress.setRange(0, total)
self.progress.setVisible(True)
try:
for i, p in enumerate(self._files, 1):
self.progress.setValue(i)
self.statusBar().showMessage(f"Детекция {i}/{total}: {p.name}")
QApplication.processEvents()
if self._detect(p) is None:
return # detector unavailable — message already shown
finally:
self.progress.setVisible(False)
hits = sum(1 for p in self._files if self._results.get(str(p)))
self.statusBar().showMessage(f"Готово: детекции на {hits} из {total} картинок")
if self._current is not None:
self._show(self._current)
# ------------------------------------------------------------ collections
def _collections_base(self) -> Path:
"""Where new collections are created: next to the opened folder, else home."""
if self._folder is not None:
return self._folder.parent
return Path.home() / "HVideoTool" / "collections"
def _create_collection(self) -> None:
name, ok = QInputDialog.getText(self, "Создать коллекцию", "Имя коллекции:")
name = name.strip()
if not ok or not name:
return
path = self._collections_base() / name
try:
path.mkdir(parents=True, exist_ok=True)
except OSError as exc:
QMessageBox.warning(self, "Ошибка", f"Не удалось создать коллекцию:\n{exc}")
return
self._collection = path
self._update_collection_label()
self.statusBar().showMessage(f"Активная коллекция: {path}")
def _update_collection_label(self) -> None:
self.collection_label.setText(
f" коллекция: {self._collection.name}" if self._collection else " коллекция: —"
)
def _move_to_collection(self) -> None:
if self._collection is None:
QMessageBox.information(
self, "Нет коллекции",
"Сначала создайте коллекцию (кнопка «Создать коллекцию…»).",
)
return
items = self.file_list.selectedItems()
if not items:
QMessageBox.information(self, "Нет выбора", "Выберите кадры в списке слева.")
return
moved = 0
for item in items:
src = Path(item.data(Qt.UserRole))
if not src.exists():
continue
dst = self._unique_dest(self._collection, src.name)
try:
shutil.move(str(src), str(dst))
except OSError as exc:
QMessageBox.warning(self, "Ошибка", f"Не удалось переместить {src.name}:\n{exc}")
continue
moved += 1
self._results.pop(str(src), None)
self._files = [p for p in self._files if p != src]
self.file_list.takeItem(self.file_list.row(item))
if self._current == src:
self._current = None
self.statusBar().showMessage(f"Перемещено {moved}{self._collection.name}")
cur = self.file_list.currentItem()
if cur is not None:
self._show(Path(cur.data(Qt.UserRole)))
elif self.file_list.count() == 0:
self.view.set_image(None, [])
@staticmethod
def _unique_dest(folder: Path, name: str) -> Path:
"""Avoid clobbering: foo.jpg -> foo (1).jpg if it already exists."""
dst = folder / name
if not dst.exists():
return dst
stem, suffix = dst.stem, dst.suffix
i = 1
while (folder / f"{stem} ({i}){suffix}").exists():
i += 1
return folder / f"{stem} ({i}){suffix}"
# ----------------------------------------------------------------- detail
def _tag_file(self, path: Path, count: int) -> None:
for i in range(self.file_list.count()):
item = self.file_list.item(i)
if item.data(Qt.UserRole) == str(path):
base = item.data(Qt.UserRole + 1)
item.setText(f"{base} · {count}" if count else f"{base} · —")
return
def _fill_detail_table(self, path: Path, img, dets: list[Detection] | None) -> None:
h, w = (img.shape[0], img.shape[1]) if img is not None else (0, 0)
if dets is None:
self.detail_header.setText(
f"<b>{path.name}</b> · {w}×{h} · <i>не рассчитано</i> "
"(двойной клик по файлу или «Рассчитать кадр»)"
)
self.detail_table.setRowCount(0)
self.view.set_highlight(None)
return
by_type: dict[str, int] = {}
for d in dets:
by_type[d.type.value] = by_type.get(d.type.value, 0) + 1
summary = ", ".join(f"{k}: {v}" for k, v in sorted(by_type.items())) or "ничего не найдено"
self.detail_header.setText(f"<b>{path.name}</b> · {w}×{h} · всего {len(dets)} ({summary})")
self.detail_table.blockSignals(True)
self.detail_table.setRowCount(len(dets))
for row, d in enumerate(dets):
x, y, bw, bh = d.bbox
cells = [d.type.value, f"{d.score:.2f}", f"{x},{y},{bw},{bh}", str(len(d.polygon))]
for col, text in enumerate(cells):
self.detail_table.setItem(row, col, QTableWidgetItem(text))
self.detail_table.blockSignals(False)
self.detail_table.clearSelection()
self.detail_table.resizeColumnsToContents()
self.view.set_highlight(None)
def _on_detail_selected(self) -> None:
rows = self.detail_table.selectionModel().selectedRows()
self.view.set_highlight(rows[0].row() if rows else None)
def _on_threshold_changed(self, value: float) -> None:
self._cfg.default_threshold = value
self.view.set_threshold(value)
settings_store.save(self._cfg)