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# -*- coding: utf-8 -*-
#
# PySceneDetect: Python-Based Video Scene Detector
# -------------------------------------------------------------------
# [ Site: https://scenedetect.com ]
# [ Docs: https://scenedetect.com/docs/ ]
# [ Github: https://github.com/Breakthrough/PySceneDetect/ ]
#
# Copyright (C) 2014-2024 Brandon Castellano <http://www.bcastell.com>.
# PySceneDetect is licensed under the BSD 3-Clause License; see the
# included LICENSE file, or visit one of the above pages for details.
#
import glob
import os
import typing as ty
import subprocess
import pytest
from pathlib import Path
import cv2
from scenedetect.video_splitter import is_ffmpeg_available, is_mkvmerge_available
# These tests validate that the CLI itself functions correctly, mainly based on the return
# return code from the process. We do not yet check for correctness of the output, just a
# successful invocation of the command (i.e. no exceptions/errors).
# TODO: Add some basic correctness tests to validate the output (just look for the
# last expected log message or extract # of scenes). Might need to refactor the test cases
# since we need to calculate the output file names for commands that write to disk.
# TODO: Define error/exit codes explicitly. Right now these tests only verify that the
# exit code is zero or nonzero.
# TODO: These tests are very expensive since they spin up new Python interpreters.
# Move most of these test cases (e.g. argument validation) to ones that interface directly
# with the scenedetect._cli module. Click also supports unit testing directly, so we should
# probably use that instead of spinning up new subprocesses for each run of the controller.
# That will also allow splitting up the validation of argument parsing logic from the controller
# logic by creating a CLI context with the desired parameters.
# TODO: Missing tests for --min-scene-len and --drop-short-scenes.
SCENEDETECT_CMD = 'python -m scenedetect'
ALL_DETECTORS = ['detect-content', 'detect-threshold', 'detect-adaptive']
ALL_BACKENDS = ['opencv', 'pyav']
DEFAULT_VIDEO_PATH = 'tests/resources/goldeneye.mp4'
DEFAULT_VIDEO_NAME = Path(DEFAULT_VIDEO_PATH).stem
DEFAULT_BACKEND = 'opencv'
DEFAULT_STATSFILE = 'statsfile.csv'
DEFAULT_TIME = '-s 2s -d 4s' # Seek forward a bit but limit the amount we process.
DEFAULT_DETECTOR = 'detect-content'
DEFAULT_CONFIG_FILE = 'scenedetect.cfg' # Ensure we default to a "blank" config file.
DEFAULT_NUM_SCENES = 2 # Number of scenes we expect to detect given above params.
def invoke_scenedetect(
args: str = '',
output_dir: ty.Optional[str] = None,
config_file: ty.Optional[str] = DEFAULT_CONFIG_FILE,
**kwargs,
):
"""Invokes the scenedetect CLI with the specified arguments and returns the exit code.
The kwargs are passed to the args format method, for example:
invoke_scenedetect('-i {VIDEO} {DETECTOR}', VIDEO='file.mp4', DETECTOR='detect-content')
Providing `output_dir` and `config_file` set -o/--output and -c/--config, respectively.
Default values are set for any arguments found in the command:
VIDEO -> VIDEO_PATH
VIDEO_NAME -> VIDEO_NAME
DETECTOR -> DEFAULT_DETECTOR
TIME -> DEFAULT_TIME
STATS -> DEFAULT_STATSFILE
BACKEND -> DEFAULT_BACKEND
CONFIG_FILE -> DEFAULT_CONFIG_FILE
"""
value_dict = dict(
VIDEO=DEFAULT_VIDEO_PATH,
VIDEO_NAME=DEFAULT_VIDEO_NAME,
TIME=DEFAULT_TIME,
DETECTOR=DEFAULT_DETECTOR,
STATS=DEFAULT_STATSFILE,
BACKEND=DEFAULT_BACKEND,
)
value_dict.update(**kwargs)
command = SCENEDETECT_CMD
if output_dir:
command += ' -o %s' % output_dir
if config_file:
command += ' -c %s' % config_file
command += ' ' + args.format(**value_dict)
return subprocess.call(command.strip().split(' '))
def test_cli_no_args():
"""Test `scenedetect` command invoked without any arguments."""
assert invoke_scenedetect(config_file=None) == 0
def test_cli_default_detector():
"""Test `scenedetect` command invoked without a detector."""
assert invoke_scenedetect('-i {VIDEO} time {TIME}', config_file=None) == 0
@pytest.mark.parametrize('info_command', ['help', 'about', 'version'])
def test_cli_info_command(info_command):
"""Test `scenedetect` info commands (e.g. help, about)."""
assert invoke_scenedetect(info_command) == 0
def test_cli_time_validate_options():
"""Validate behavior of setting parameters via the `time` command."""
base_command = '-i {VIDEO} time {TIME} {DETECTOR}'
# Ensure cannot set end and duration together.
assert invoke_scenedetect(base_command, TIME='-s 2.0 -d 6.0 -e 8.0') != 0
assert invoke_scenedetect(base_command, TIME='-s 2.0 -e 8.0 -d 6.0 ') != 0
def test_cli_time_end():
"""Validate processed frames without start time being set. End time is the end frame to stop at,
but with duration, we stop at start + duration - 1."""
EXPECTED = """[PySceneDetect] Scene List:
-----------------------------------------------------------------------
| Scene # | Start Frame | Start Time | End Frame | End Time |
-----------------------------------------------------------------------
| 1 | 1 | 00:00:00.000 | 10 | 00:00:00.417 |
-----------------------------------------------------------------------
"""
TEST_CASES = [
"time --end 10",
"time --end 00:00:00.417",
"time --end 0.417",
"time --duration 10",
"time --duration 00:00:00.417",
"time --duration 0.417",
]
for test_case in TEST_CASES:
output = subprocess.check_output(
SCENEDETECT_CMD.split(' ') +
["-i", DEFAULT_VIDEO_PATH, "-m", "0", "detect-content", "list-scenes", "-n"] +
test_case.split(),
text=True)
assert EXPECTED in output, test_case
def test_cli_time_start():
"""Validate processed frames with both start and end/duration set. End time is the end frame to
stop at, but with duration, we stop at start + duration - 1."""
EXPECTED = """[PySceneDetect] Scene List:
-----------------------------------------------------------------------
| Scene # | Start Frame | Start Time | End Frame | End Time |
-----------------------------------------------------------------------
| 1 | 4 | 00:00:00.125 | 10 | 00:00:00.417 |
-----------------------------------------------------------------------
"""
TEST_CASES = [
"time --start 4 --end 10",
"time --start 4 --end 00:00:00.417",
"time --start 4 --end 0.417",
"time --start 4 --duration 7",
"time --start 4 --duration 0.292",
"time --start 4 --duration 00:00:00.292",
]
for test_case in TEST_CASES:
output = subprocess.check_output(
SCENEDETECT_CMD.split(' ') +
["-i", DEFAULT_VIDEO_PATH, "-m", "0", "detect-content", "list-scenes", "-n"] +
test_case.split(),
text=True)
assert EXPECTED in output, test_case
def test_cli_time_scene_boundary():
"""Validate frames that are processed when crossing a scene boundary. End time is the end frame
to stop at, but with duration, we stop at start + duration - 1."""
# -------------------------------------------------------------------------------------
# | Scene | Frame | PTS | PTS + Duration | Annotation |
# -------------------------------------------------------------------------------------
# | 1 | 86 | 00:00:03.545 | 00:00:03.587 | Start Frame |
# | 1 | 87 | 00:00:03.587 | 00:00:03.629 | |
# | 1 | 88 | 00:00:03.629 | 00:00:03.670 | |
# | 1 | 89 | 00:00:03.670 | 00:00:03.712 | |
# | 1 | 90 | 00:00:03.712 | 00:00:03.754 | Scene 1 End |
# | 2 | 91 | 00:00:03.754 | 00:00:03.795 | Scene 2 Start |
# | 2 | 92 | 00:00:03.795 | 00:00:03.837 | |
# | 2 | 93 | 00:00:03.837 | 00:00:03.879 | |
# | 2 | 94 | 00:00:03.879 | 00:00:03.921 | |
# | 2 | 95 | 00:00:03.921 | 00:00:03.962 | |
# | 2 | 96 | 00:00:03.962 | 00:00:04.004 | End Frame |
# -------------------------------------------------------------------------------------
EXPECTED = """
-----------------------------------------------------------------------
| Scene # | Start Frame | Start Time | End Frame | End Time |
-----------------------------------------------------------------------
| 1 | 86 | 00:00:03.545 | 90 | 00:00:03.754 |
| 2 | 91 | 00:00:03.754 | 96 | 00:00:04.004 |
-----------------------------------------------------------------------
"""
# End time is the end frame to stop at, but with duration, we stop at start + duration - 1.
TEST_CASES = [
"time --start 86 --end 96",
"time --start 00:00:03.545 --end 00:00:04.004",
"time --start 3.545 --end 4.004",
"time --start 86 --duration 11",
"time --start 00:00:03.545 --duration 00:00:00.459",
"time --start 3.545 --duration 0.459",
]
for test_case in TEST_CASES:
output = subprocess.check_output(
SCENEDETECT_CMD.split(' ') +
["-i", DEFAULT_VIDEO_PATH, "-m", "0", "detect-content", "list-scenes", "-n"] +
test_case.split(),
text=True)
assert EXPECTED in output, test_case
def test_cli_time_end_of_video():
"""Validate frame number/timecode alignment at the end of the video. The end timecode includes
presentation time and therefore should represent the full length of the video."""
output = subprocess.check_output(
SCENEDETECT_CMD.split(' ') +
['-i', DEFAULT_VIDEO_PATH, 'detect-content', 'list-scenes', '-n', 'time', '-s', '1872'],
text=True)
assert """
-----------------------------------------------------------------------
| Scene # | Start Frame | Start Time | End Frame | End Time |
-----------------------------------------------------------------------
| 1 | 1872 | 00:01:18.036 | 1916 | 00:01:19.913 |
| 2 | 1917 | 00:01:19.913 | 1966 | 00:01:21.999 |
| 3 | 1967 | 00:01:21.999 | 1980 | 00:01:22.582 |
-----------------------------------------------------------------------
""" in output
assert "00:01:19.913,00:01:21.999" in output
@pytest.mark.parametrize('detector_command', ALL_DETECTORS)
def test_cli_detector(detector_command: str):
"""Test each detection algorithm."""
# Ensure all detectors work without a statsfile.
assert invoke_scenedetect('-i {VIDEO} time {TIME} {DETECTOR}', DETECTOR=detector_command) == 0
@pytest.mark.parametrize('detector_command', ALL_DETECTORS)
def test_cli_detector_with_stats(tmp_path, detector_command: str):
"""Test each detection algorithm with a statsfile."""
# Run with a statsfile twice to ensure the file is populated with those metrics and reloaded.
assert invoke_scenedetect(
'-i {VIDEO} -s {STATS} time {TIME} {DETECTOR}',
output_dir=tmp_path,
DETECTOR=detector_command,
) == 0
assert invoke_scenedetect(
'-i {VIDEO} -s {STATS} time {TIME} {DETECTOR}',
output_dir=tmp_path,
DETECTOR=detector_command,
) == 0
# TODO: Check for existence of statsfile by trying to load it with the library,
# and ensuring that we got some frames.
def test_cli_list_scenes(tmp_path: Path):
"""Test `list-scenes` command."""
# Regular invocation
assert invoke_scenedetect(
'-i {VIDEO} time {TIME} {DETECTOR} list-scenes',
output_dir=tmp_path,
) == 0
# Add statsfile
assert invoke_scenedetect(
'-i {VIDEO} -s {STATS} time {TIME} {DETECTOR} list-scenes',
output_dir=tmp_path,
) == 0
# Suppress output file
assert invoke_scenedetect(
'-i {VIDEO} time {TIME} {DETECTOR} list-scenes -n',
output_dir=tmp_path,
) == 0
# TODO: Check for output files from regular invocation.
# TODO: Delete scene list and ensure is not recreated using -n.
@pytest.mark.skipif(condition=not is_ffmpeg_available(), reason="ffmpeg is not available")
def test_cli_split_video_ffmpeg(tmp_path: Path):
"""Test `split-video` command using ffmpeg."""
# Assumption: The default filename format is VIDEO_NAME-Scene-SCENE_NUMBER.
assert invoke_scenedetect(
'-i {VIDEO} -s {STATS} time {TIME} {DETECTOR} split-video', output_dir=tmp_path) == 0
entries = sorted(tmp_path.glob(f"{DEFAULT_VIDEO_NAME}-Scene-*"))
assert (len(entries) == DEFAULT_NUM_SCENES), entries
[entry.unlink() for entry in entries]
assert invoke_scenedetect(
'-i {VIDEO} -s {STATS} time {TIME} {DETECTOR} split-video -c', output_dir=tmp_path) == 0
entries = sorted(tmp_path.glob(f"{DEFAULT_VIDEO_NAME}-Scene-*"))
assert (len(entries) == DEFAULT_NUM_SCENES)
[entry.unlink() for entry in entries]
assert invoke_scenedetect(
'-i {VIDEO} -s {STATS} time {TIME} {DETECTOR} split-video -f abc$VIDEO_NAME-123$SCENE_NUMBER',
output_dir=tmp_path) == 0
entries = sorted(tmp_path.glob(f"abc{DEFAULT_VIDEO_NAME}-123*"))
assert (len(entries) == DEFAULT_NUM_SCENES), entries
[entry.unlink() for entry in entries]
# -a/--args and -c/--copy are mutually exclusive, so this command should fail (return nonzero)
assert invoke_scenedetect(
"-i {VIDEO} -s {STATS} time {TIME} {DETECTOR} split-video -c -a \"-c:v libx264\"",
output_dir=tmp_path)
@pytest.mark.skipif(condition=not is_mkvmerge_available(), reason="mkvmerge is not available")
def test_cli_split_video_mkvmerge(tmp_path: Path):
"""Test `split-video` command using mkvmerge."""
assert invoke_scenedetect(
'-i {VIDEO} -s {STATS} time {TIME} {DETECTOR} split-video -m', output_dir=tmp_path) == 0
assert invoke_scenedetect(
'-i {VIDEO} -s {STATS} time {TIME} {DETECTOR} split-video -m -c', output_dir=tmp_path) == 0
assert invoke_scenedetect(
'-i {VIDEO} -s {STATS} time {TIME} {DETECTOR} split-video -m -f "test$VIDEO_NAME"',
output_dir=tmp_path) == 0
# -a/--args and -m/--mkvmerge are mutually exclusive
assert invoke_scenedetect(
'-i {VIDEO} -s {STATS} time {TIME} {DETECTOR} split-video -m -a "-c:v libx264"',
output_dir=tmp_path)
# TODO: Check for existence of split video files.
def test_cli_save_images(tmp_path: Path):
"""Test `save-images` command."""
assert invoke_scenedetect(
'-i {VIDEO} -s {STATS} time {TIME} {DETECTOR} save-images', output_dir=tmp_path) == 0
# Open one of the created images and make sure it has the correct resolution.
# TODO: Also need to test that the right number of images was generated, and compare with
# expected frames from the actual video.
images = glob.glob(os.path.join(tmp_path, '*.jpg'))
assert images
image = cv2.imread(images[0])
assert image.shape == (544, 1280, 3)
# TODO(#134): This works fine with OpenCV currently, but needs to be supported for PyAV and MoviePy.
def test_cli_save_images_rotation(rotated_video_file, tmp_path):
"""Test that `save-images` command rotates images correctly with the default backend."""
assert invoke_scenedetect(
'-i {VIDEO} {DETECTOR} time {TIME} save-images',
VIDEO=rotated_video_file,
output_dir=tmp_path) == 0
images = glob.glob(os.path.join(tmp_path, '*.jpg'))
assert images
image = cv2.imread(images[0])
# Note same resolution as in test_cli_save_images but rotated 90 degrees.
assert image.shape == (1280, 544, 3)
def test_cli_export_html(tmp_path: Path):
"""Test `export-html` command."""
base_command = '-i {VIDEO} -s {STATS} time {TIME} {DETECTOR} {COMMAND}'
assert invoke_scenedetect(
base_command, COMMAND='save-images export-html', output_dir=tmp_path) == 0
assert invoke_scenedetect(
base_command, COMMAND='export-html --no-images', output_dir=tmp_path) == 0
# TODO: Check for existence of HTML & image files.
@pytest.mark.parametrize('backend_type', ALL_BACKENDS)
def test_cli_backend(backend_type: str):
"""Test setting the `-b`/`--backend` argument."""
assert invoke_scenedetect(
'-i {VIDEO} -b {BACKEND} time {TIME} {DETECTOR}', BACKEND=backend_type) == 0
def test_cli_backend_unsupported():
"""Ensure setting an invalid backend returns an error."""
assert invoke_scenedetect(
'-i {VIDEO} -b {BACKEND} {DETECTOR}', BACKEND='unknown_backend_type') != 0
def test_cli_load_scenes():
"""Ensure we can load scenes both with and without the cut row."""
assert invoke_scenedetect('-i {VIDEO} time {TIME} {DETECTOR} list-scenes') == 0
assert invoke_scenedetect('-i {VIDEO} time {TIME} load-scenes -i {VIDEO_NAME}-Scenes.csv') == 0
# Specifying a detector with load-scenes should be disallowed.
assert invoke_scenedetect(
'-i {VIDEO} time {TIME} {DETECTOR} load-scenes -i {VIDEO_NAME}-Scenes.csv')
# Specifying load-scenes several times should be disallowed.
assert invoke_scenedetect(
'-i {VIDEO} time {TIME} load-scenes -i {VIDEO_NAME}-Scenes.csv load-scenes -i {VIDEO_NAME}-Scenes.csv'
)
# If `-s`/`--skip-cuts` is specified, the resulting scene list should still be compatible with
# the `load-scenes` command.
assert invoke_scenedetect('-i {VIDEO} time {TIME} {DETECTOR} list-scenes -s') == 0
assert invoke_scenedetect('-i {VIDEO} time {TIME} load-scenes -i {VIDEO_NAME}-Scenes.csv') == 0
def test_cli_load_scenes_with_time_frames():
"""Verify we can use `load-scenes` with the `time` command and get the desired output."""
scenes_csv = """
Scene Number,Start Frame
1,49
2,91
3,211
"""
with open('test_scene_list.csv', 'w') as f:
f.write(scenes_csv)
output = subprocess.check_output(
SCENEDETECT_CMD.split(' ') + [
'-i',
DEFAULT_VIDEO_PATH,
'load-scenes',
'-i',
'test_scene_list.csv',
'time',
'-s',
'2s',
'-e',
'10s',
'list-scenes',
],
text=True)
assert """
-----------------------------------------------------------------------
| Scene # | Start Frame | Start Time | End Frame | End Time |
-----------------------------------------------------------------------
| 1 | 49 | 00:00:02.002 | 90 | 00:00:03.754 |
| 2 | 91 | 00:00:03.754 | 210 | 00:00:08.759 |
| 3 | 211 | 00:00:08.759 | 240 | 00:00:10.010 |
-----------------------------------------------------------------------
""" in output
assert "00:00:03.754,00:00:08.759" in output
def test_cli_load_scenes_round_trip():
"""Verify we can use `load-scenes` with the `time` command and get the desired output."""
scenes_csv = """
Scene Number,Start Frame
1,49
2,91
3,211
"""
with open('test_scene_list.csv', 'w') as f:
f.write(scenes_csv)
ground_truth = subprocess.check_output(
SCENEDETECT_CMD.split(' ') + [
'-i', DEFAULT_VIDEO_PATH, 'detect-content', 'list-scenes', '-f', 'testout.csv', 'time',
'-s', '200', '-e', '400'
],
text=True)
loaded_first_pass = subprocess.check_output(
SCENEDETECT_CMD.split(' ') + [
'-i', DEFAULT_VIDEO_PATH, 'load-scenes', '-i', 'testout.csv', 'time', '-s', '200', '-e',
'400', 'list-scenes', '-f', 'testout2.csv'
],
text=True)
SPLIT_POINT = ' | Scene # | Start Frame | Start Time | End Frame | End Time |'
assert ground_truth.split(SPLIT_POINT)[1] == loaded_first_pass.split(SPLIT_POINT)[1]
with open('testout.csv') as first, open('testout2.csv') as second:
assert first.readlines() == second.readlines()