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Runtime error
| import os | |
| os.system("pip install gradio==3.4") | |
| import gradio as gr | |
| os.system("pip install 'git+https://github.com/facebookresearch/detectron2.git'") | |
| os.system("git clone https://github.com/kivantium/bizarre-pose-estimator.git") | |
| os.chdir("bizarre-pose-estimator") | |
| os.system("wget https://i.imgur.com/IkJzlaE.jpeg") | |
| os.system("gdown https://drive.google.com/uc?id=1rA6w77ww3u97C8lHgEdHFUkk8h45Wyfk") | |
| os.system("unzip bizarre_pose_models.zip") | |
| os.system("cp -a ./bizarre_pose_models/. .") | |
| import urllib.request | |
| from urllib.parse import urlparse | |
| import json | |
| def inference(img): | |
| os.system("python3 -m _scripts.pose_retrieval "+img) | |
| with open("./_samples/results.json") as f: | |
| result = json.load(f) | |
| html = ''' | |
| <table> | |
| ''' | |
| chunk_size = 4 | |
| for i in range(0, len(result), chunk_size): | |
| chunk = result[i:i+chunk_size] | |
| html += '<tr>\n' | |
| for row in chunk: | |
| try: | |
| data_raw = urllib.request.urlopen(f'https://danbooru.donmai.us/posts/{row["danbooru_id"]}.json') | |
| data = json.load(data_raw) | |
| html += f'<td><a href=\"https://danbooru.donmai.us/posts/{row["danbooru_id"]}\" target="_blank" rel="noopener noreferrer"><img src=\"{data["preview_file_url"]}\"></a></td>' | |
| except Exception as e: | |
| pass | |
| html += '</tr>' | |
| html += '</table>' | |
| return (html, "./_samples/character_pose_estim.png") | |
| title = "danbooru-pose-search" | |
| description = "Gradio demo for Danbooru search based on pose similarity" | |
| article = "<p style='text-align: center'><a href='https://arxiv.org/abs/2108.01819' target='_blank'>Transfer Learning for Pose Estimation of Illustrated Characters</a> | <a href='https://github.com/ShuhongChen/bizarre-pose-estimator' target='_blank'>Github Repo</a></p>" | |
| gr.Interface( | |
| inference, | |
| gr.inputs.Image(type="filepath", label="Input"), | |
| [gr.HTML(label="Result"), gr.outputs.Image(type="file", label="Estimated Pose")], | |
| title=title, | |
| description=description, | |
| article=article, | |
| allow_flagging="never", | |
| enable_queue=True | |
| ).launch() | |