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Running
on
CPU Upgrade
Running
on
CPU Upgrade
import os | |
import cv2 | |
from PIL import Image | |
import gradio as gr | |
import numpy as np | |
import random | |
import base64 | |
def start_tryon(person_img, garment_img, seed, randomize_seed): | |
if randomize_seed: | |
seed = random.randint(0, MAX_SEED) | |
encoded_person_img = cv2.imencode('.jpg', person_img)[1].tobytes() | |
encoded_person_img = base64.b64encode(encoded_person_img).decode('utf-8') | |
encoded_garment_img = cv2.imencode('.jpg', garment_img)[1].tobytes() | |
encoded_garment_img = base64.b64encode(encoded_garment_img).decode('utf-8') | |
return person_img, seed | |
MAX_SEED = 999999 | |
example_path = os.path.join(os.path.dirname(__file__), 'assets') | |
garm_list = os.listdir(os.path.join(example_path,"cloth")) | |
garm_list_path = [os.path.join(example_path,"cloth",garm) for garm in garm_list] | |
human_list = os.listdir(os.path.join(example_path,"human")) | |
human_list_path = [os.path.join(example_path,"human",human) for human in human_list] | |
css=""" | |
#col-left { | |
margin: 0 auto; | |
max-width: 600px; | |
} | |
#col-right { | |
margin: 0 auto; | |
max-width: 750px; | |
} | |
#button { | |
color: blue; | |
} | |
""" | |
def load_description(fp): | |
with open(fp, 'r', encoding='utf-8') as f: | |
content = f.read() | |
return content | |
with gr.Blocks(css=css) as Tryon: | |
gr.HTML(load_description("assets/title.md")) | |
with gr.Row(): | |
with gr.Column(): | |
imgs = gr.Image(label="Person image", sources='upload', type="pil") | |
# category = gr.Dropdown(label="Garment category", choices=['upper_body', 'lower_body', 'dresses'], value="upper_body") | |
example = gr.Examples( | |
inputs=imgs, | |
examples_per_page=10, | |
examples=human_list_path | |
) | |
with gr.Column(): | |
garm_img = gr.Image(label="Garment image", sources='upload', type="pil") | |
example = gr.Examples( | |
inputs=garm_img, | |
examples_per_page=10, | |
examples=garm_list_path) | |
with gr.Column(): | |
image_out = gr.Image(label="Output", show_share_button=False) | |
seed_used = gr.Number(label="Seed Used") | |
try_button = gr.Button(value="Try-on", elem_id="button") | |
with gr.Column(): | |
with gr.Accordion(label="Advanced Settings", open=False): | |
seed = gr.Slider( | |
label="Seed", | |
minimum=0, | |
maximum=MAX_SEED, | |
step=1, | |
value=0, | |
) | |
randomize_seed = gr.Checkbox(label="Randomize seed", value=True) | |
try_button.click(fn=start_tryon, inputs=[imgs, garm_img, seed, randomize_seed], outputs=[image_out, seed_used], api_name='tryon') | |
Tryon.queue(max_size=10).launch() | |