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| """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() | |