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import os | |
os.system('pip3 install openmim') | |
os.system('mim install mmcv-full==1.7.0') | |
os.system('pip3 install mmpose') | |
os.system('pip3 install mmdet') | |
os.system('pip3 install gradio') | |
from demo.model import Model_all | |
import gradio as gr | |
from demo.demos import create_demo_keypose, create_demo_sketch, create_demo_draw | |
import torch | |
import subprocess | |
import shlex | |
from huggingface_hub import hf_hub_url | |
urls = { | |
'TencentARC/T2I-Adapter':['models/t2iadapter_keypose_sd14v1.pth', 'models/t2iadapter_seg_sd14v1.pth', 'models/t2iadapter_sketch_sd14v1.pth'], | |
'CompVis/stable-diffusion-v-1-4-original':['sd-v1-4.ckpt'], | |
'andite/anything-v4.0':['anything-v4.0-pruned.ckpt'], | |
} | |
urls_mmpose = [ | |
'https://download.openmmlab.com/mmdetection/v2.0/faster_rcnn/faster_rcnn_r50_fpn_1x_coco/faster_rcnn_r50_fpn_1x_coco_20200130-047c8118.pth', | |
'https://download.openmmlab.com/mmpose/top_down/hrnet/hrnet_w48_coco_256x192-b9e0b3ab_20200708.pth', | |
] | |
if os.path.exists('models') == False: | |
os.mkdir('models') | |
for repo in urls: | |
files = urls[repo] | |
for file in files: | |
url = hf_hub_url(repo, file) | |
name_ckp = url.split('/')[-1] | |
save_path = os.path.join('models',name_ckp) | |
if os.path.exists(save_path) == False: | |
subprocess.run(shlex.split(f'wget {url} -O {save_path}')) | |
for url in urls_mmpose: | |
name_ckp = url.split('/')[-1] | |
save_path = os.path.join('models',name_ckp) | |
if os.path.exists(save_path) == False: | |
subprocess.run(shlex.split(f'wget {url} -O {save_path}')) | |
device = 'cuda' if torch.cuda.is_available() else 'cpu' | |
model = Model_all(device) | |
DESCRIPTION = '''# T2I-Adapter (Sketch & Keypose) | |
[Paper](https://arxiv.org/abs/2302.08453) [GitHub](https://github.com/TencentARC/T2I-Adapter) | |
This gradio demo is for a simple experience of T2I-Adapter: | |
- Keypose/Sketch to Image Generation | |
- Image to Image Generation | |
- Support the base model of Stable Diffusion v1.4 and Anything 4.0 | |
''' | |
with gr.Blocks(css='style.css') as demo: | |
gr.Markdown(DESCRIPTION) | |
with gr.Tabs(): | |
with gr.TabItem('Keypose'): | |
create_demo_keypose(model.process_keypose) | |
with gr.TabItem('Sketch'): | |
create_demo_sketch(model.process_sketch) | |
with gr.TabItem('Draw'): | |
create_demo_draw(model.process_draw) | |
demo.queue(api_open=False).launch(server_name='0.0.0.0') |