from __future__ import annotations import datetime import pathlib import shlex import subprocess import sys import gradio as gr sys.path.append('TEXTurePaper') from src.configs.train_config import GuideConfig, LogConfig, TrainConfig from src.training.trainer import TEXTure class Model: def __init__(self): self.max_num_faces = 100000 def load_config(self, shape_path: str, text: str, seed: int, guidance_scale: float) -> TrainConfig: text += ', {} view' log = LogConfig(exp_name=self.gen_exp_name()) guide = GuideConfig(text=text) guide.background_img = 'TEXTurePaper/textures/brick_wall.png' guide.shape_path = 'TEXTurePaper/shapes/spot_triangulated.obj' config = TrainConfig(log=log, guide=guide) config.guide.shape_path = shape_path config.optim.seed = seed config.guide.guidance_scale = guidance_scale return config def gen_exp_name(self) -> str: now = datetime.datetime.now() return now.strftime('%Y-%m-%d-%H-%M-%S') def check_num_faces(self, path: str) -> bool: with open(path) as f: lines = [line for line in f.readlines() if line.startswith('f')] return len(lines) <= self.max_num_faces def zip_results(self, exp_dir: pathlib.Path) -> str: mesh_dir = exp_dir / 'mesh' out_path = f'{exp_dir.name}.zip' subprocess.run(shlex.split(f'zip -r {out_path} {mesh_dir}')) return out_path def run(self, shape_path: str, text: str, seed: int, guidance_scale: float) -> tuple[str, str]: if not shape_path.endswith('.obj'): raise gr.Error('The input file is not .obj file.') if not self.check_num_faces(shape_path): raise gr.Error('The number of faces is over 100,000.') config = self.load_config(shape_path, text, seed, guidance_scale) trainer = TEXTure(config) trainer.paint() video_path = config.log.exp_dir / 'results' / 'step_00010_rgb.mp4' zip_path = self.zip_results(config.log.exp_dir) return video_path.as_posix(), zip_path