# Copyright 2021 AlQuraishi Laboratory # Dingquan Yu @ EMBL-Hamburg Kosinski group # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from pathlib import Path import shutil import pickle import torch import torch.nn as nn import numpy as np from functools import partial import unittest from openfold.config import model_config from openfold.data.data_modules import OpenFoldMultimerDataModule,OpenFoldDataModule import logging logger = logging.getLogger(__name__) import os class TestMultimerDataModule(unittest.TestCase): def setUp(self): """ Set up model config use model_1_multimer_v3 for now """ self.config = model_config( "model_1_multimer_v3", train=True, low_prec=True) self.data_module = OpenFoldMultimerDataModule( config=self.config.data, batch_seed=42, train_epoch_len=100, template_mmcif_dir = "/g/alphafold/AlphaFold_DBs/2.3.0/pdb_mmcif/mmcif_files/", template_release_dates_cache_path=os.path.join(os.getcwd(),"tests/test_data/mmcif_cache.json"), max_template_date="2500-01-01", train_data_dir=os.path.join(os.getcwd(),"tests/test_data/mmcifs"), train_alignment_dir=os.path.join(os.getcwd(),"tests/test_data/alignments/"), kalign_binary_path=shutil.which('kalign'), train_mmcif_data_cache_path=os.path.join(os.getcwd(), "tests/test_data/train_mmcifs_cache.json"), train_chain_data_cache_path=os.path.join(os.getcwd(), "tests/test_data/train_chain_data_cache.json"), ) def testPrepareData(self): self.data_module.prepare_data() self.data_module.setup() train_dataset = self.data_module.train_dataset all_chain_features,ground_truth = train_dataset[0]