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A10G
Running
on
A10G
| import gradio as gr | |
| import os | |
| import cv2 | |
| import numpy as np | |
| from moviepy.editor import * | |
| from share_btn import community_icon_html, loading_icon_html, share_js | |
| token = os.environ.get('HF_TOKEN') | |
| pix2pix = gr.Blocks.load(name="spaces/fffiloni/instruct-pix2pix-clone", api_key=token) | |
| def get_frames(video_in): | |
| frames = [] | |
| #resize the video | |
| clip = VideoFileClip(video_in) | |
| #check fps | |
| if clip.fps > 30: | |
| print("vide rate is over 30, resetting to 30") | |
| clip_resized = clip.resize(height=512) | |
| clip_resized.write_videofile("video_resized.mp4", fps=30) | |
| else: | |
| print("video rate is OK") | |
| clip_resized = clip.resize(height=512) | |
| clip_resized.write_videofile("video_resized.mp4", fps=clip.fps) | |
| print("video resized to 512 height") | |
| # Opens the Video file with CV2 | |
| cap= cv2.VideoCapture("video_resized.mp4") | |
| fps = cap.get(cv2.CAP_PROP_FPS) | |
| print("video fps: " + str(fps)) | |
| i=0 | |
| while(cap.isOpened()): | |
| ret, frame = cap.read() | |
| if ret == False: | |
| break | |
| cv2.imwrite('kang'+str(i)+'.jpg',frame) | |
| frames.append('kang'+str(i)+'.jpg') | |
| i+=1 | |
| cap.release() | |
| cv2.destroyAllWindows() | |
| print("broke the video into frames") | |
| return frames, fps | |
| def create_video(frames, fps): | |
| print("building video result") | |
| clip = ImageSequenceClip(frames, fps=fps) | |
| clip.write_videofile("movie.mp4", fps=fps) | |
| return 'movie.mp4' | |
| def infer(prompt,video_in, seed_in, trim_value): | |
| print(prompt) | |
| break_vid = get_frames(video_in) | |
| frames_list= break_vid[0] | |
| fps = break_vid[1] | |
| n_frame = int(trim_value*fps) | |
| if n_frame >= len(frames_list): | |
| print("video is shorter than the cut value") | |
| n_frame = len(frames_list) | |
| result_frames = [] | |
| print("set stop frames to: " + str(n_frame)) | |
| for i in frames_list[0:int(n_frame)]: | |
| pix2pix_img = pix2pix(prompt,5.5,1.5,i,15,"",512,512,seed_in,fn_index=0) | |
| images = [os.path.join(pix2pix_img[0], img) for img in os.listdir(pix2pix_img[0])] | |
| result_frames.append(images[0]) | |
| print("frame " + i + ": done;") | |
| final_vid = create_video(result_frames, fps) | |
| print("finished !") | |
| return final_vid, gr.Group.update(visible=True) | |
| title = """ | |
| <div style="text-align: center; max-width: 700px; margin: 0 auto;"> | |
| <div | |
| style=" | |
| display: inline-flex; | |
| align-items: center; | |
| gap: 0.8rem; | |
| font-size: 1.75rem; | |
| " | |
| > | |
| <h1 style="font-weight: 900; margin-bottom: 7px; margin-top: 5px;"> | |
| Pix2Pix Video | |
| </h1> | |
| </div> | |
| <p style="margin-bottom: 10px; font-size: 94%"> | |
| Apply Instruct Pix2Pix Diffusion to a video | |
| </p> | |
| </div> | |
| """ | |
| article = """ | |
| <div class="footer"> | |
| <p> | |
| Follow <a href="https://twitter.com/fffiloni" target="_blank">Sylvain Filoni</a> for future updates 🤗 | |
| </p> | |
| </div> | |
| """ | |
| with gr.Blocks(css='style.css') as demo: | |
| with gr.Column(elem_id="col-container"): | |
| gr.HTML(title) | |
| with gr.Row(): | |
| with gr.Column(): | |
| prompt = gr.Textbox(label="Prompt", placeholder="enter prompt", show_label=False, elem_id="prompt-in") | |
| video_inp = gr.Video(label="Video source", source="upload", type="filepath", elem_id="input-vid") | |
| with gr.Row(): | |
| seed_inp = gr.Slider(minimum=0, maximum=10000, step=1, value=123456) | |
| trim_in = gr.Slider(label="Cut video at (s)", minimun=1, maximum=3, step=1, value=1) | |
| with gr.Column(): | |
| video_out = gr.Video(label="Pix2pix video result", elem_id="video-output") | |
| submit_btn = gr.Button("Generate Pix2Pix video") | |
| with gr.Group(elem_id="share-btn-container", visible=False) as share_group: | |
| community_icon = gr.HTML(community_icon_html) | |
| loading_icon = gr.HTML(loading_icon_html) | |
| share_button = gr.Button("Share to community", elem_id="share-btn") | |
| gr.HTML(article) | |
| inputs = [prompt,video_inp,seed_inp, trim_in] | |
| outputs = [video_out, share_group] | |
| submit_btn.click(infer, inputs, outputs) | |
| share_button.click(None, [], [], _js=share_js) | |
| demo.launch().queue(max_size=12) | |