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#!/usr/bin/env python3 | |
# Copyright (C) 2024-present Naver Corporation. All rights reserved. | |
# Licensed under CC BY-NC-SA 4.0 (non-commercial use only). | |
# | |
# -------------------------------------------------------- | |
# mast3r gradio demo executable | |
# -------------------------------------------------------- | |
import os | |
import torch | |
import tempfile | |
import mast3r.utils.path_to_dust3r # noqa | |
from dust3r.model import AsymmetricCroCo3DStereo | |
from mast3r.model import AsymmetricMASt3R | |
from dust3r.demo import get_args_parser as dust3r_get_args_parser | |
from dust3r.demo import main_demo | |
import matplotlib.pyplot as pl | |
pl.ion() | |
torch.backends.cuda.matmul.allow_tf32 = True # for gpu >= Ampere and pytorch >= 1.12 | |
def get_args_parser(): | |
parser = dust3r_get_args_parser() | |
actions = parser._actions | |
for action in actions: | |
if action.dest == 'model_name': | |
action.choices.append('MASt3R_ViTLarge_BaseDecoder_512_catmlpdpt_metric') | |
# change defaults | |
parser.prog = 'mast3r demo' | |
return parser | |
if __name__ == '__main__': | |
parser = get_args_parser() | |
args = parser.parse_args() | |
if args.tmp_dir is not None: | |
tmp_path = args.tmp_dir | |
os.makedirs(tmp_path, exist_ok=True) | |
tempfile.tempdir = tmp_path | |
if args.server_name is not None: | |
server_name = args.server_name | |
else: | |
server_name = '0.0.0.0' if args.local_network else '127.0.0.1' | |
if args.weights is not None: | |
weights_path = args.weights | |
else: | |
weights_path = "naver/" + args.model_name | |
try: | |
model = AsymmetricMASt3R.from_pretrained(weights_path).to(args.device) | |
except Exception as e: | |
model = AsymmetricCroCo3DStereo.from_pretrained(weights_path).to(args.device) | |
# dust3r will write the 3D model inside tmpdirname | |
with tempfile.TemporaryDirectory(suffix='dust3r_gradio_demo') as tmpdirname: | |
if not args.silent: | |
print('Outputing stuff in', tmpdirname) | |
main_demo(tmpdirname, model, args.device, args.image_size, server_name, args.server_port, silent=args.silent) | |