From f5d85163e2c7716ef46a87429357b677725bf6be Mon Sep 17 00:00:00 2001 From: Somdev Sangwan Date: Sun, 28 May 2023 20:19:40 +0530 Subject: [PATCH] initial build --- README.md | 65 ++++++++++++++++++++++++++ core/__init__.py | 1 + core/config.py | 9 ++++ core/processor.py | 28 ++++++++++++ core/utils.py | 46 +++++++++++++++++++ demo.gif | Bin 0 -> 3763517 bytes requirements.txt | 4 ++ run.py | 113 ++++++++++++++++++++++++++++++++++++++++++++++ 8 files changed, 266 insertions(+) create mode 100644 README.md create mode 100644 core/__init__.py create mode 100644 core/config.py create mode 100644 core/processor.py create mode 100644 core/utils.py create mode 100644 demo.gif create mode 100644 requirements.txt create mode 100644 run.py diff --git a/README.md b/README.md new file mode 100644 index 0000000..8d019fa --- /dev/null +++ b/README.md @@ -0,0 +1,65 @@ +Take a video and replace the face in it with a face of your choice. You only need one image of the desired face. No dataset, no training. + +That's it, that's the software. + +![demo-gif](demo.gif) + +## Installation +> Do not create any issues regarding installation problems. I am only responsible for issues in this program, use google for help. + +1. install `python`, `pip` and `git` +2. install `ffmpeg` +3. run the following commands in terminal: +``` +git clone https://github.com/s0md3v/roop +cd roop +pip3 install -r requirements.txt +``` + +### Do you have a decent GPU? +If you have a good enough GPU, you can use it to speed up the face-swapping process by running `run.py` with `--gpu` flag. +If you plan on doing, you will need to install the appropriate `onnxruntime-*` package as follows: + +#### NVIDIA +``` +pip3 install onnxruntime-gpu +``` +#### AMD +``` +git clone https://github.com/microsoft/onnxruntime +cd onnxruntime +./build.sh --config Release --build_wheel --update --build --parallel --cmake_extra_defines CMAKE_PREFIX_PATH=/opt/rocm/lib/cmake ONNXRUNTIME_VERSION=$ONNXRUNTIME_VERSION onnxruntime_BUILD_UNIT_TESTS=off --use_rocm --rocm_home=/opt/rocm +pip install build/Linux/Release/dist/*.whl +``` + +## Usage +> Note: When you run this program for the first time, it will download some models ~300MB in size. + +Executing `python run.py` command will launch this window: + +Choose a face (image with desired face) and the target image/video (image/video in which you want to replace the face) and click on `Start`. The output will be saved in `output.mp4` file. + +Don't touch the FPS checkbox unless you know what you are doing. + +Additional command line arguments are given below: +``` +-h, --help show this help message and exit +-f SOURCE_IMG, --face SOURCE_IMG + use this face +-t TARGET_PATH, --target TARGET_PATH + replace this face +--keep-fps keep original fps +--gpu use gpu +--keep-frames don't delete frames directory +``` + +Looking for a CLI mode? Using the -f/--face argument will make the program in cli mode. + +## Future plans +- [ ] Replace a selective face throughout the video +- [ ] Support for replacing multiple faces + +## Credits +- [ffmpeg](https://ffmpeg.org/): for making video related operations easy +- [deepinsight](https://github.com/deepinsight): for their [insightface](https://github.com/deepinsight/insightface) project which provided a well-made library and models. +- and all developers behind libraries used in this project. diff --git a/core/__init__.py b/core/__init__.py new file mode 100644 index 0000000..8d1c8b6 --- /dev/null +++ b/core/__init__.py @@ -0,0 +1 @@ + diff --git a/core/config.py b/core/config.py new file mode 100644 index 0000000..1edf36c --- /dev/null +++ b/core/config.py @@ -0,0 +1,9 @@ +import insightface + +face_analyser = insightface.app.FaceAnalysis(name='buffalo_l', providers=['CUDAExecutionProvider', 'ROCMExecutionProvider', 'CPUExecutionProvider']) +face_analyser.prepare(ctx_id=0, det_size=(640, 640)) + + +def get_face(img_data): + analysed = face_analyser.get(img_data) + return sorted(analysed, key=lambda x: x.bbox[0])[0] diff --git a/core/processor.py b/core/processor.py new file mode 100644 index 0000000..a7c5265 --- /dev/null +++ b/core/processor.py @@ -0,0 +1,28 @@ +import cv2 +import insightface +from core.config import get_face +from core.utils import rreplace + +face_swapper = insightface.model_zoo.get_model('inswapper_128.onnx', providers=['CUDAExecutionProvider', 'ROCMExecutionProvider', 'CPUExecutionProvider']) + + +def process_video(source_img, frame_paths): + source_face = get_face(cv2.imread(source_img)) + for frame_path in frame_paths: + frame = cv2.imread(frame_path) + try: + face = get_face(frame) + result = face_swapper.get(frame, face, source_face, paste_back=True) + cv2.imwrite(frame_path, result) + except Exception as e: + pass + + +def process_img(source_img, target_path): + frame = cv2.imread(target_path) + face = get_face(frame) + source_face = get_face(cv2.imread(source_img)) + result = face_swapper.get(frame, face, source_face, paste_back=True) + target_path = rreplace(target_path, "/", "/swapped-", 1) if "/" in target_path else "swapped-"+target_path + print(target_path) + cv2.imwrite(target_path, result) diff --git a/core/utils.py b/core/utils.py new file mode 100644 index 0000000..8cdeb0e --- /dev/null +++ b/core/utils.py @@ -0,0 +1,46 @@ +import os +import shutil + +def run_command(command, mode="silent"): + if mode == "debug": + return os.system(command) + return os.popen(command).read() + +def detect_fps(input_path): + output = os.popen(f"ffprobe -v error -select_streams v -of default=noprint_wrappers=1:nokey=1 -show_entries stream=r_frame_rate {input_path}").read() + if "/" in output: + try: + return int(output.split("/")[0]) // int(output.split("/")[1]) + except: + pass + return 60 + + +def set_fps(input_path, output_path, fps): + os.system(f"ffmpeg -i {input_path} -filter:v fps=fps={fps} {output_path}") + + +def create_video(video_name, fps, output_dir): + os.system(f"ffmpeg -framerate {fps} -pattern_type glob -i '{output_dir}/*.png' -c:v libx264 -pix_fmt yuv420p -y {output_dir}/output.mp4") + + +def extract_frames(input_path, output_dir): + os.system(f"ffmpeg -i {input_path} '{output_dir}/%04d.png'") + + +def add_audio(current_dir, output_dir, target_path, keep_frames): + video = target_path.split("/")[-1] + video_name = video.split(".")[0] + os.system(f"ffmpeg -i {output_dir}/output.mp4 -i {output_dir}/{video} -c:v copy -map 0:v:0 -map 1:a:0 -y {current_dir}/swapped-{video_name}.mp4") + if not os.path.isfile(current_dir + "/swapped-" + video_name + ".mp4"): + shutil.move(output_dir + "/output.mp4", current_dir + "/swapped-" + video_name + ".mp4") + if not keep_frames: + shutil.rmtree(output_dir) + + +def is_img(path): + return path.lower().endswith(("png", "jpg", "jpeg", "bmp")) + +def rreplace(s, old, new, occurrence): + li = s.rsplit(old, occurrence) + return 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