facefusion/tests/test_vision.py
Henry Ruhs 7a09479fb5
3.1.0 (#839)
* Replace audio whenever set via source

* add H264_qsv&HEVC_qsv (#768)

* Update ffmpeg.py

* Update choices.py

* Update typing.py

* Fix spaces and newlines

* Fix return type

* Introduce hififace swapper

* Disable stream for expression restorer

* Webcam polishing part1 (#796)

* Cosmetics on ignore comments

* Testing for replace audio

* Testing for restore audio

* Testing for restore audio

* Fix replace_audio()

* Remove shortest and use fixed video duration

* Remove shortest and use fixed video duration

* Prevent duplicate entries to local PATH

* Do hard exit on invalid args

* Need for Python 3.10

* Fix state of face selector

* Fix OpenVINO by aliasing GPU.0 to GPU

* Fix OpenVINO by aliasing GPU.0 to GPU

* Fix/age modifier styleganex 512 (#798)

* fix

* styleganex template

* changes

* changes

* fix occlusion mask

* add age modifier scale

* change

* change

* hardcode

* Cleanup

* Use model_sizes and model_templates variables

* No need for prepare when just 2 lines of code

* Someone used spaces over tabs

* Revert back [0][0]

---------

Co-authored-by: harisreedhar <h4harisreedhar.s.s@gmail.com>

* Feat/update gradio5 (#799)

* Update to Gradio 5

* Remove overrides for Gradio

* Fix dark mode for Gradio

* Polish errors

* More styles for tabs and co

* Make slider inputs and reset like a unit

* Make slider inputs and reset like a unit

* Adjust naming

* Improved color matching (#800)

* aura fix

* fix import

* move to vision.py

* changes

* changes

* changes

* changes

* further reduction

* add test

* better test

* change name

* Minor cleanup

* Minor cleanup

* Minor cleanup

* changes (#801)

* Switch to official assets repo

* Add __pycache__ to gitignore

* Gradio pinned python-multipart to 0.0.12

* Update dependencies

* Feat/temp path second try (#802)

* Terminate base directory from temp helper

* Partial adjust program codebase

* Move arguments around

* Make `-j` absolete

* Resolve args

* Fix job register keys

* Adjust date test

* Finalize temp path

* Update onnxruntime

* Update dependencies

* Adjust color for checkboxes

* Revert due terrible performance

* Fix/enforce vp9 for webm (#805)

* Simple fix to enforce vp9 for webm

* Remove suggest methods from program helper

* Cleanup ffmpeg.py a bit

* Update onnxruntime (second try)

* Update onnxruntime (second try)

* Remove cudnn_conv_algo_search tweaks

* Remove cudnn_conv_algo_search tweaks

* changes

* add both mask instead of multiply

* adaptive color correction

* changes

* remove model size requirement

* changes

* add to facefusion.ini

* changes

* changes

* changes

* Add namespace for dfm creators

* Release five frame enhancer models

* Remove vendor from model name

* Remove vendor from model name

* changes

* changes

* changes

* changes

* Feat/download providers (#809)

* Introduce download providers

* update processors download method

* add ui

* Fix CI

* Adjust UI component order, Use download resolver for benchmark

* Remove is_download_done()

* Introduce download provider set, Remove choices method from execution, cast all dict keys() via list()

* Fix spacing

---------

Co-authored-by: harisreedhar <h4harisreedhar.s.s@gmail.com>

* Fix model paths for 3.1.0

* Introduce bulk-run (#810)

* Introduce bulk-run

* Make bulk run bullet proof

* Integration test for bulk-run

* new alignment

* Add safer global named resolve_file_pattern() (#811)

* Allow bulk runner with target pattern only

* changes

* changes

* Update Python to 3.12 for CI (#813)

* changes

* Improve NVIDIA device lookups

* Rename template key to deepfacelive

* Fix name

* Improve resolve download

* Rename bulk-run to batch-run

* Make deep swapper inputs universal

* Add more deepfacelive models

* Use different morph value

* Feat/simplify hashes sources download (#814)

* Extract download directory path from assets path

* Fix lint

* Fix force-download command, Fix urls in frame enhancer

* changes

* fix warp_face_by_bounding_box dtype error

* DFM Morph (#816)

* changes

* Improve wording, Replace [None], SideQuest: clean forward() of age modifier

* SideQuest: clean forward() of face enhancer

---------

Co-authored-by: henryruhs <info@henryruhs.com>

* Fix preview refresh after slide

* Add more deepfacelive models (#817)

* Add more deepfacelive models

* Add more deepfacelive models

* Fix deep swapper sizes

* Kill accent colors, Number input styles for Chrome

* Simplify thumbnail-item looks

* Fix first black screen

* Introduce model helper

* ci.yml: Add macOS on ARM64 to the testing (#818)

* ci.yml: Add macOS on ARM64 to the testing

* ci.yml: uses: AnimMouse/setup-ffmpeg@v1

* ci.yml: strategy: matrix: os: macos-latest,

* - name: Set up FFmpeg

* Update .github/workflows/ci.yml

* Update ci.yml

---------

Co-authored-by: Henry Ruhs <info@henryruhs.com>

* Show/hide morph slider for deep swapper (#822)

* remove dfl_head and update dfl_whole_face template

* Add deep swapper models by Mats

* Add deep swapper models by Druuzil

* Add deep swapper models by Rumateus

* Implement face enhancer weight for codeformer, Side Quest: has proces… (#823)

* Implement face enhancer weight for codeformer, Side Quest: has processor checks

* Fix typo

* Fix face enhancer blend in UI

* Use static model set creation

* Add deep swapper models by Jen

* Introduce create_static_model_set() everywhere (#824)

* Move clear over to the UI (#825)

* Fix model key

* Undo restore_audio()

* Switch to latest XSeg

* Switch to latest XSeg

* Switch to latest XSeg

* Use resolve_download_url() everywhere, Vanish --skip-download flag

* Fix resolve_download_url

* Fix space

* Kill resolve_execution_provider_keys() and move fallbacks where they belong

* Kill resolve_execution_provider_keys() and move fallbacks where they belong

* Remove as this does not work

* Change TempFrameFormat order

* Fix CoreML partially

* Remove duplicates (Rumateus is the creator)

* Add deep swapper models by Edel

* Introduce download scopes (#826)

* Introduce download scopes

* Limit download scopes to force-download command

* Change source-paths behaviour

* Fix space

* Update README

* Rename create_log_level_program to create_misc_program

* Fix wording

* Fix wording

* Update dependencies

* Use tolerant for video_memory_strategy in benchmark

* Feat/ffmpeg with progress (#827)

* FFmpeg with progress bar

* Fix typing

* FFmpeg with progress bar part2

* Restore streaming wording

* Change order in choices and typing

* Introduce File using list_directory() (#830)

* Feat/local deep swapper models (#832)

* Local model support for deep swapper

* Local model support for deep swapper part2

* Local model support for deep swapper part3

* Update yet another dfm by Druuzil

* Refactor/choices and naming (#833)

* Refactor choices, imports and naming

* Refactor choices, imports and naming

* Fix styles for tabs, Restore toast

* Update yet another dfm by Druuzil

* Feat/face masker models (#834)

* Introduce face masker models

* Introduce face masker models

* Introduce face masker models

* Register needed step keys

* Provide different XSeg models

* Simplify model context

* Fix out of range for trim frame, Fix ffmpeg extraction count (#836)

* Fix out of range for trim frame, Fix ffmpeg extraction count

* Move restrict of trim frame to the core, Make sure all values are within the range

* Fix and merge testing

* Fix typing

* Add region mask for deep swapper

* Adjust wording

* Move FACE_MASK_REGIONS to choices

* Update dependencies

* Feat/download provider fallback (#837)

* Introduce download providers fallback, Use CURL everywhre

* Fix CI

* Use readlines() over readline() to avoid while

* Use readlines() over readline() to avoid while

* Use readlines() over readline() to avoid while

* Use communicate() over wait()

* Minor updates for testing

* Stop webcam on source image change

* Feat/webcam improvements (#838)

* Detect available webcams

* Fix CI, Move webcam id dropdown to the sidebar, Disable warnings

* Fix CI

* Remove signal on hard_exit() to prevent exceptions

* Fix border color in toast timer

* Prepare release

* Update preview

* Update preview

* Hotfix progress bar

---------

Co-authored-by: DDXDB <38449595+DDXDB@users.noreply.github.com>
Co-authored-by: harisreedhar <h4harisreedhar.s.s@gmail.com>
Co-authored-by: Harisreedhar <46858047+harisreedhar@users.noreply.github.com>
Co-authored-by: Christian Clauss <cclauss@me.com>
2024-12-24 12:46:56 +01:00

154 lines
9.4 KiB
Python

import subprocess
import pytest
from facefusion.download import conditional_download
from facefusion.vision import calc_histogram_difference, count_trim_frame_total, count_video_frame_total, create_image_resolutions, create_video_resolutions, detect_image_resolution, detect_video_duration, detect_video_fps, detect_video_resolution, get_video_frame, match_frame_color, normalize_resolution, pack_resolution, read_image, restrict_image_resolution, restrict_trim_frame, restrict_video_fps, restrict_video_resolution, unpack_resolution
from .helper import get_test_example_file, get_test_examples_directory
@pytest.fixture(scope = 'module', autouse = True)
def before_all() -> None:
conditional_download(get_test_examples_directory(),
[
'https://github.com/facefusion/facefusion-assets/releases/download/examples-3.0.0/source.jpg',
'https://github.com/facefusion/facefusion-assets/releases/download/examples-3.0.0/target-240p.mp4',
'https://github.com/facefusion/facefusion-assets/releases/download/examples-3.0.0/target-1080p.mp4'
])
subprocess.run([ 'ffmpeg', '-i', get_test_example_file('target-240p.mp4'), '-vframes', '1', get_test_example_file('target-240p.jpg') ])
subprocess.run([ 'ffmpeg', '-i', get_test_example_file('target-1080p.mp4'), '-vframes', '1', get_test_example_file('target-1080p.jpg') ])
subprocess.run([ 'ffmpeg', '-i', get_test_example_file('target-240p.mp4'), '-vframes', '1', '-vf', 'hue=s=0', get_test_example_file('target-240p-0sat.jpg') ])
subprocess.run([ 'ffmpeg', '-i', get_test_example_file('target-240p.mp4'), '-vframes', '1', '-vf', 'transpose=0', get_test_example_file('target-240p-90deg.jpg') ])
subprocess.run([ 'ffmpeg', '-i', get_test_example_file('target-1080p.mp4'), '-vframes', '1', '-vf', 'transpose=0', get_test_example_file('target-1080p-90deg.jpg') ])
subprocess.run([ 'ffmpeg', '-i', get_test_example_file('target-240p.mp4'), '-vf', 'fps=25', get_test_example_file('target-240p-25fps.mp4') ])
subprocess.run([ 'ffmpeg', '-i', get_test_example_file('target-240p.mp4'), '-vf', 'fps=30', get_test_example_file('target-240p-30fps.mp4') ])
subprocess.run([ 'ffmpeg', '-i', get_test_example_file('target-240p.mp4'), '-vf', 'fps=60', get_test_example_file('target-240p-60fps.mp4') ])
subprocess.run([ 'ffmpeg', '-i', get_test_example_file('target-240p.mp4'), '-vf', 'transpose=0', get_test_example_file('target-240p-90deg.mp4') ])
subprocess.run([ 'ffmpeg', '-i', get_test_example_file('target-1080p.mp4'), '-vf', 'transpose=0', get_test_example_file('target-1080p-90deg.mp4') ])
def test_detect_image_resolution() -> None:
assert detect_image_resolution(get_test_example_file('target-240p.jpg')) == (426, 226)
assert detect_image_resolution(get_test_example_file('target-240p-90deg.jpg')) == (226, 426)
assert detect_image_resolution(get_test_example_file('target-1080p.jpg')) == (2048, 1080)
assert detect_image_resolution(get_test_example_file('target-1080p-90deg.jpg')) == (1080, 2048)
assert detect_image_resolution('invalid') is None
def test_restrict_image_resolution() -> None:
assert restrict_image_resolution(get_test_example_file('target-1080p.jpg'), (426, 226)) == (426, 226)
assert restrict_image_resolution(get_test_example_file('target-1080p.jpg'), (2048, 1080)) == (2048, 1080)
assert restrict_image_resolution(get_test_example_file('target-1080p.jpg'), (4096, 2160)) == (2048, 1080)
def test_create_image_resolutions() -> None:
assert create_image_resolutions((426, 226)) == [ '106x56', '212x112', '320x170', '426x226', '640x340', '852x452', '1064x564', '1278x678', '1492x792', '1704x904' ]
assert create_image_resolutions((226, 426)) == [ '56x106', '112x212', '170x320', '226x426', '340x640', '452x852', '564x1064', '678x1278', '792x1492', '904x1704' ]
assert create_image_resolutions((2048, 1080)) == [ '512x270', '1024x540', '1536x810', '2048x1080', '3072x1620', '4096x2160', '5120x2700', '6144x3240', '7168x3780', '8192x4320' ]
assert create_image_resolutions((1080, 2048)) == [ '270x512', '540x1024', '810x1536', '1080x2048', '1620x3072', '2160x4096', '2700x5120', '3240x6144', '3780x7168', '4320x8192' ]
assert create_image_resolutions(None) == []
def test_get_video_frame() -> None:
assert hasattr(get_video_frame(get_test_example_file('target-240p-25fps.mp4')), '__array_interface__')
assert get_video_frame('invalid') is None
def test_count_video_frame_total() -> None:
assert count_video_frame_total(get_test_example_file('target-240p-25fps.mp4')) == 270
assert count_video_frame_total(get_test_example_file('target-240p-30fps.mp4')) == 324
assert count_video_frame_total(get_test_example_file('target-240p-60fps.mp4')) == 648
assert count_video_frame_total('invalid') == 0
def test_detect_video_fps() -> None:
assert detect_video_fps(get_test_example_file('target-240p-25fps.mp4')) == 25.0
assert detect_video_fps(get_test_example_file('target-240p-30fps.mp4')) == 30.0
assert detect_video_fps(get_test_example_file('target-240p-60fps.mp4')) == 60.0
assert detect_video_fps('invalid') is None
def test_restrict_video_fps() -> None:
assert restrict_video_fps(get_test_example_file('target-1080p.mp4'), 20.0) == 20.0
assert restrict_video_fps(get_test_example_file('target-1080p.mp4'), 25.0) == 25.0
assert restrict_video_fps(get_test_example_file('target-1080p.mp4'), 60.0) == 25.0
def test_detect_video_duration() -> None:
assert detect_video_duration(get_test_example_file('target-240p.mp4')) == 10.8
assert detect_video_duration('invalid') == 0
def test_count_trim_frame_total() -> None:
assert count_trim_frame_total(get_test_example_file('target-240p.mp4'), 0, 200) == 200
assert count_trim_frame_total(get_test_example_file('target-240p.mp4'), 70, 270) == 200
assert count_trim_frame_total(get_test_example_file('target-240p.mp4'), -10, None) == 270
assert count_trim_frame_total(get_test_example_file('target-240p.mp4'), None, -10) == 0
assert count_trim_frame_total(get_test_example_file('target-240p.mp4'), 280, None) == 0
assert count_trim_frame_total(get_test_example_file('target-240p.mp4'), None, 280) == 270
assert count_trim_frame_total(get_test_example_file('target-240p.mp4'), None, None) == 270
def test_restrict_trim_frame() -> None:
assert restrict_trim_frame(get_test_example_file('target-240p.mp4'), 0, 200) == (0, 200)
assert restrict_trim_frame(get_test_example_file('target-240p.mp4'), 70, 270) == (70, 270)
assert restrict_trim_frame(get_test_example_file('target-240p.mp4'), -10, None) == (0, 270)
assert restrict_trim_frame(get_test_example_file('target-240p.mp4'), None, -10) == (0, 0)
assert restrict_trim_frame(get_test_example_file('target-240p.mp4'), 280, None) == (270, 270)
assert restrict_trim_frame(get_test_example_file('target-240p.mp4'), None, 280) == (0, 270)
assert restrict_trim_frame(get_test_example_file('target-240p.mp4'), None, None) == (0, 270)
def test_detect_video_resolution() -> None:
assert detect_video_resolution(get_test_example_file('target-240p.mp4')) == (426, 226)
assert detect_video_resolution(get_test_example_file('target-240p-90deg.mp4')) == (226, 426)
assert detect_video_resolution(get_test_example_file('target-1080p.mp4')) == (2048, 1080)
assert detect_video_resolution(get_test_example_file('target-1080p-90deg.mp4')) == (1080, 2048)
assert detect_video_resolution('invalid') is None
def test_restrict_video_resolution() -> None:
assert restrict_video_resolution(get_test_example_file('target-1080p.mp4'), (426, 226)) == (426, 226)
assert restrict_video_resolution(get_test_example_file('target-1080p.mp4'), (2048, 1080)) == (2048, 1080)
assert restrict_video_resolution(get_test_example_file('target-1080p.mp4'), (4096, 2160)) == (2048, 1080)
def test_create_video_resolutions() -> None:
assert create_video_resolutions((426, 226)) == [ '426x226', '452x240', '678x360', '904x480', '1018x540', '1358x720', '2036x1080', '2714x1440', '4072x2160', '8144x4320' ]
assert create_video_resolutions((226, 426)) == [ '226x426', '240x452', '360x678', '480x904', '540x1018', '720x1358', '1080x2036', '1440x2714', '2160x4072', '4320x8144' ]
assert create_video_resolutions((2048, 1080)) == [ '456x240', '682x360', '910x480', '1024x540', '1366x720', '2048x1080', '2730x1440', '4096x2160', '8192x4320' ]
assert create_video_resolutions((1080, 2048)) == [ '240x456', '360x682', '480x910', '540x1024', '720x1366', '1080x2048', '1440x2730', '2160x4096', '4320x8192' ]
assert create_video_resolutions(None) == []
def test_normalize_resolution() -> None:
assert normalize_resolution((2.5, 2.5)) == (2, 2)
assert normalize_resolution((3.0, 3.0)) == (4, 4)
assert normalize_resolution((6.5, 6.5)) == (6, 6)
def test_pack_resolution() -> None:
assert pack_resolution((1, 1)) == '0x0'
assert pack_resolution((2, 2)) == '2x2'
def test_unpack_resolution() -> None:
assert unpack_resolution('0x0') == (0, 0)
assert unpack_resolution('2x2') == (2, 2)
def test_calc_histogram_difference() -> None:
source_vision_frame = read_image(get_test_example_file('target-240p.jpg'))
target_vision_frame = read_image(get_test_example_file('target-240p-0sat.jpg'))
assert calc_histogram_difference(source_vision_frame, source_vision_frame) == 1.0
assert calc_histogram_difference(source_vision_frame, target_vision_frame) < 0.5
def test_match_frame_color() -> None:
source_vision_frame = read_image(get_test_example_file('target-240p.jpg'))
target_vision_frame = read_image(get_test_example_file('target-240p-0sat.jpg'))
output_vision_frame = match_frame_color(source_vision_frame, target_vision_frame)
assert calc_histogram_difference(source_vision_frame, output_vision_frame) > 0.5