From 4b3b7f70b12d3e59029eaac5619d425b9ea61f3b Mon Sep 17 00:00:00 2001 From: pux Date: Wed, 12 Feb 2020 21:48:32 +0100 Subject: temp. version, need to escape strings etc. --- nstvid.py | 87 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++--- nstvid.py.ref | 0 2 files changed, 83 insertions(+), 4 deletions(-) mode change 100644 => 100755 nstvid.py mode change 100644 => 100755 nstvid.py.ref diff --git a/nstvid.py b/nstvid.py old mode 100644 new mode 100755 index 53c443c..18873d4 --- a/nstvid.py +++ b/nstvid.py @@ -1,21 +1,100 @@ #!/bin/env python +# neural style transfer video generator +# 2020-02-11 Oliver Meckmann + from gooey import Gooey, GooeyParser +import subprocess +import os +import glob +import shlex -@Gooey(default_size=(800, 600), terminal_font_color="FFFFFF", +@Gooey(default_size=(800, 600), terminal_font_color="#FFFFFF", \ header_bg_color="#000000") def init(): parser = GooeyParser(description = \ "nstvid - Neural Style Transfer Video Creator") + parser.add_argument("style_image", help="Style image", \ widget="FileChooser") - parser.add_argument("input_video", help="Source", widget="FileChooser") + parser.add_argument("input_video", help="Source video", \ + widget="FileChooser", default="/home/pux/tmp/nstest/in.mp4") + parser.add_argument("output_dir", help="Where your video is", \ + widget="DirChooser", default="/home/pux/tmp/nstest") + parser.add_argument("fps", help="Framerate", default=12) + parser.add_argument("image_size", help="Pixels", default=384) + parser.add_argument("style_weight", default=1000) + parser.add_argument("content_weight", default=5) + params = parser.parse_args() return params def main(): - pass + print("Running ffmpeg extract images") + subprocess.Popen("ffmpeg -i " + params.input_video \ + + " -r " + params.fps + " -f image2 " \ + + params.output_dir + os.sep + "image-%5d.jpg", \ + shell=True).wait() + print("Running ffmpeg extract audio") + subprocess.Popen("ffmpeg -y -i " + params.input_video + " " \ + + params.output_dir + os.sep + "rawaudio.wav", \ + shell=True).wait() + + left = len(params.output_dir) + for fn in sorted(glob.glob(params.output_dir + os.sep + "image-*.jpg")): + num = fn[left+len(os.linesep)+6:-4] + print("Processing loop: new iteration") + print("Num: " + num + ", input file: " + fn) + + command = [ + "python", "neural_style.py", + "-style_image", r"" + params.style_image, + "-content_image", params.output_dir + os.sep + "image-" \ + + str(num) + ".jpg", + "-output_image", params.output_dir + os.sep \ + + "generated-" + str(num) + ".jpg", + "-image_size", params.image_size, + "-style_weight", params.style_weight, + "-content_weight", params.content_weight, + "-cudnn_autotune", + "-tv_weight", "000085", "-num_iterations", "1000", + "-print_iter", "50", + "-init", "image", "-optimizer", "lbfgs", + "-learning_rate", "1.0", + "-lbfgs_num_correction", "100", + "-style_scale", "1.0", + "-pooling", "max", + "-backend", "cudnn", + "-seed", "100", + "-content_layers", "relu1_1,relu2_1,relu3_1,relu4_1,relu4_2," \ + + "relu5_1", + "-style_layers", "relu3_1,relu4_1,relu4_2,relu5_1", + "-multidevice_strategy", "4,7,29"] + subprocess.Popen(command).wait() + + print("Running opticalflow: num: " + num) + subprocess.Popen( \ + "python opticalflow.py " + + "--input_1 " + params.output_dir \ + + os.sep + "image-" + str(num) + ".jpg " \ + + "--input_1_styled " + params.output_dir + + os.sep + "generated-" + str(num) + ".jpg " \ + + "--input_2 " + params.output_dir + os.sep + "image-" \ + + str(int(num)+1).zfill(5) + ".jpg " \ + + "--output " + params.output_dir \ + + os.sep + "blended-" + str(num) \ + + ".jpg " \ + + "--alpha 0.55 " \ + + "--flowblend False", shell=True).wait() + + print("Running ffmpeg merge") + subprocess.Popen("ffmpeg -y -framerate " + params.fps + " " \ + + "-i " + params.output_dir + os.sep + "blended-%05d.jpg " \ + + "-i " + params.output_dir + os.sep + "rawaudio.wav " \ + + "-c:v libx264 -preset veryslow -qp 0 -pix_fmt yuv420p " \ + + params.output_dir + os.sep + "out.mp4", shell=True).wait() + if __name__ == '__main__': - init() + params = init() main() diff --git a/nstvid.py.ref b/nstvid.py.ref old mode 100644 new mode 100755 -- cgit v1.2.2-1-g5e49