xdecoder/BaseModel.py

# --------------------------------------------------------
# X-Decoder -- Generalized Decoding for Pixel, Image, and Language
# Copyright (c) 2022 Microsoft
# Licensed under The MIT License [see LICENSE for details]
# Written by Xueyan Zou (xueyan@cs.wisc.edu)
# --------------------------------------------------------

import os
import logging

import torch
import torch.nn as nn

from utils.model_loading import align_and_update_state_dicts

logger = logging.getLogger(__name__)


class BaseModel(nn.Module):
    def __init__(self, opt, module: nn.Module):
        super(BaseModel, self).__init__()
        self.opt = opt
        self.model = module

    def forward(self, *inputs, **kwargs):
        outputs = self.model(*inputs, **kwargs)
        return outputs

    def save_pretrained(self, save_dir):
        save_path = os.path.join(save_dir, 'model_state_dict.pt')
        torch.save(self.model.state_dict(), save_path)

    def from_pretrained(self, load_path):
        state_dict = torch.load(load_path, map_location=self.opt['device'])
        state_dict = align_and_update_state_dicts(self.model.state_dict(), state_dict)
        self.model.load_state_dict(state_dict, strict=False)
        return self