"""Startup work before running the web server.""" import os import shutil from huggingface_hub import snapshot_download from .lilac.concepts.db_concept import CONCEPTS_DIR, DiskConceptDB, get_concept_output_dir from .lilac.db_manager import list_datasets from .lilac.env import data_path, env from .lilac.utils import get_dataset_output_dir, get_lilac_cache_dir def main() -> None: """Download dataset files from the HF space that was uploaded before building the image.""" # SPACE_ID is the HuggingFace Space ID environment variable that is automatically set by HF. repo_id = env('SPACE_ID', None) if not repo_id: return # Download the huggingface space data. This includes code and datasets, so we move the datasets # alone to the data directory. spaces_download_dir = os.path.join(data_path(), '.hf_spaces', repo_id) snapshot_download( repo_id=repo_id, repo_type='space', local_dir=spaces_download_dir, # local_dir_use_symlinks=False, token=env('HF_ACCESS_TOKEN')) # Copy datasets. spaces_data_dir = os.path.join(spaces_download_dir, 'data') datasets = list_datasets(spaces_data_dir) for dataset in datasets: spaces_dataset_output_dir = get_dataset_output_dir(spaces_data_dir, dataset.namespace, dataset.dataset_name) persistent_output_dir = get_dataset_output_dir(data_path(), dataset.namespace, dataset.dataset_name) # Huggingface doesn't let you selectively download files so we just copy the data directory # out of the cloned space. shutil.rmtree(persistent_output_dir, ignore_errors=True) shutil.move(spaces_dataset_output_dir, persistent_output_dir) # Delete cache files from persistent storage. cache_dir = get_lilac_cache_dir(data_path()) if os.path.exists(cache_dir): shutil.rmtree(cache_dir) # NOTE: This is temporary during the move of concepts into the pip package. Once all the demos # have been updated, this block can be deleted. old_lilac_concepts_data_dir = os.path.join(data_path(), CONCEPTS_DIR, 'lilac') if os.path.exists(old_lilac_concepts_data_dir): shutil.rmtree(old_lilac_concepts_data_dir) # Copy cache files from the space if they exist. spaces_cache_dir = get_lilac_cache_dir(spaces_data_dir) if os.path.exists(spaces_cache_dir): shutil.copytree(spaces_cache_dir, cache_dir) # Copy concepts. concepts = DiskConceptDB(spaces_data_dir).list() for concept in concepts: # Ignore lilac concepts, they're already part of the source code. if concept.namespace == 'lilac': continue spaces_concept_output_dir = get_concept_output_dir(spaces_data_dir, concept.namespace, concept.name) persistent_output_dir = get_concept_output_dir(data_path(), concept.namespace, concept.name) shutil.rmtree(persistent_output_dir, ignore_errors=True) shutil.copytree(spaces_concept_output_dir, persistent_output_dir, dirs_exist_ok=True) shutil.rmtree(spaces_concept_output_dir, ignore_errors=True) if __name__ == '__main__': main()