Spaces:
Runtime error
Runtime error
| import os | |
| import time | |
| import torch.multiprocessing as mp | |
| from colbert.infra.run import Run | |
| from colbert.infra.config import ColBERTConfig, RunConfig | |
| from colbert.infra.launcher import Launcher | |
| from colbert.utils.utils import create_directory, print_message | |
| from colbert.indexing.collection_indexer import encode | |
| class Indexer: | |
| def __init__(self, checkpoint, config=None): | |
| """ | |
| Use Run().context() to choose the run's configuration. They are NOT extracted from `config`. | |
| """ | |
| self.index_path = None | |
| self.checkpoint = checkpoint | |
| self.checkpoint_config = ColBERTConfig.load_from_checkpoint(checkpoint) | |
| self.config = ColBERTConfig.from_existing(self.checkpoint_config, config, Run().config) | |
| self.configure(checkpoint=checkpoint) | |
| def configure(self, **kw_args): | |
| self.config.configure(**kw_args) | |
| def get_index(self): | |
| return self.index_path | |
| def erase(self): | |
| assert self.index_path is not None | |
| directory = self.index_path | |
| deleted = [] | |
| for filename in sorted(os.listdir(directory)): | |
| filename = os.path.join(directory, filename) | |
| delete = filename.endswith(".json") | |
| delete = delete and ('metadata' in filename or 'doclen' in filename or 'plan' in filename) | |
| delete = delete or filename.endswith(".pt") | |
| if delete: | |
| deleted.append(filename) | |
| if len(deleted): | |
| print_message(f"#> Will delete {len(deleted)} files already at {directory} in 20 seconds...") | |
| time.sleep(20) | |
| for filename in deleted: | |
| os.remove(filename) | |
| return deleted | |
| def index(self, name, collection, overwrite=False): | |
| assert overwrite in [True, False, 'reuse', 'resume'] | |
| self.configure(collection=collection, index_name=name, resume=overwrite=='resume') | |
| self.configure(bsize=64, partitions=None) | |
| self.index_path = self.config.index_path_ | |
| index_does_not_exist = (not os.path.exists(self.config.index_path_)) | |
| assert (overwrite in [True, 'reuse', 'resume']) or index_does_not_exist, self.config.index_path_ | |
| create_directory(self.config.index_path_) | |
| if overwrite is True: | |
| self.erase() | |
| if index_does_not_exist or overwrite != 'reuse': | |
| self.__launch(collection) | |
| return self.index_path | |
| def __launch(self, collection): | |
| manager = mp.Manager() | |
| shared_lists = [manager.list() for _ in range(self.config.nranks)] | |
| shared_queues = [manager.Queue(maxsize=1) for _ in range(self.config.nranks)] | |
| launcher = Launcher(encode) | |
| launcher.launch(self.config, collection, shared_lists, shared_queues) | |