Spaces:
Paused
Paused
maybe problem by importing gradio twice
Browse files
app.py
CHANGED
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from __future__ import annotations
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import os
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import spaces
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import gradio as gr
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from model import Model
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@spaces.GPU
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from __future__ import annotations
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import os
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import datetime
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import pathlib
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import shlex
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import subprocess
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import sys
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from typing import Generator, Optional
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import trimesh
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import spaces
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import gradio as gr
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# from model import Model
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sys.path.append('TEXTurePaper')
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from src.configs.train_config import GuideConfig, LogConfig, TrainConfig
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from src.training.trainer import TEXTure
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class Model:
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def __init__(self):
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self.max_num_faces = 100000
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def load_config(self, shape_path: str, text: str, seed: int,
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guidance_scale: float) -> TrainConfig:
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text += ', {} view'
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log = LogConfig(exp_name=self.gen_exp_name())
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guide = GuideConfig(text=text)
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guide.background_img = 'TEXTurePaper/textures/brick_wall.png'
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guide.shape_path = 'TEXTurePaper/shapes/spot_triangulated.obj'
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config = TrainConfig(log=log, guide=guide)
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config.guide.shape_path = shape_path
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config.optim.seed = seed
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config.guide.guidance_scale = guidance_scale
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return config
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def gen_exp_name(self) -> str:
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now = datetime.datetime.now()
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return now.strftime('%Y-%m-%d-%H-%M-%S')
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def check_num_faces(self, path: str) -> bool:
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with open(path) as f:
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lines = [line for line in f.readlines() if line.startswith('f')]
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return len(lines) <= self.max_num_faces
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def zip_results(self, exp_dir: pathlib.Path) -> str:
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mesh_dir = exp_dir / 'mesh'
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out_path = f'{exp_dir.name}.zip'
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subprocess.run(shlex.split(f'zip -r {out_path} {mesh_dir}'))
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return out_path
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def run(
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self, shape_path: str, text: str, seed: int, guidance_scale: float
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) -> Generator[tuple[list[str], Optional[str], Optional[str], str], None,
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None]:
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if not shape_path.endswith('.obj'):
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raise gr.Error('The input file is not .obj file.')
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if not self.check_num_faces(shape_path):
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raise gr.Error('The number of faces is over 100,000.')
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config = self.load_config(shape_path, text, seed, guidance_scale)
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trainer = TEXTure(config)
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trainer.mesh_model.train()
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total_steps = len(trainer.dataloaders['train'])
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for step, data in enumerate(trainer.dataloaders['train'], start=1):
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trainer.paint_step += 1
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trainer.paint_viewpoint(data)
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trainer.evaluate(trainer.dataloaders['val'],
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trainer.eval_renders_path)
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trainer.mesh_model.train()
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sample_image_dir = config.log.exp_dir / 'vis' / 'eval'
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sample_image_paths = sorted(
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sample_image_dir.glob(f'step_{trainer.paint_step:05d}_*.jpg'))
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sample_image_paths = [
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path.as_posix() for path in sample_image_paths
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]
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yield sample_image_paths, None, None, f'{step}/{total_steps}'
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trainer.mesh_model.change_default_to_median()
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save_dir = trainer.exp_path / 'mesh'
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save_dir.mkdir(exist_ok=True, parents=True)
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trainer.mesh_model.export_mesh(save_dir)
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model_path = save_dir / 'mesh.obj'
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mesh = trimesh.load(model_path)
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mesh_path = save_dir / 'mesh.glb'
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mesh.export(mesh_path, file_type='glb')
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zip_path = self.zip_results(config.log.exp_dir)
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yield sample_image_paths, mesh_path.as_posix(), zip_path, 'Done!'
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@spaces.GPU
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