|
| 1 | +""" |
| 2 | +This script can be used to build all/selected docker/singularity images. |
| 3 | +0. Load your virtual environment like you would when using AMLB. |
| 4 | +1. Run the script with the required mode: |
| 5 | + python build_images.py -m docker |
| 6 | + python build_images.py -m singularity |
| 7 | +
|
| 8 | +2. To delete files forcefully, add the --force flag. This is optional but recommended in case you change something. |
| 9 | + python build_images.py -m singularity --force |
| 10 | +
|
| 11 | +3. To specify frameworks, use the -f flag with a comma-separated list: |
| 12 | + python build_images.py -m docker -f autosklearn,flaml,gama --force |
| 13 | +
|
| 14 | +4. If no frameworks are specified, the script will act on all available frameworks. |
| 15 | +
|
| 16 | +""" |
| 17 | + |
| 18 | +import os |
| 19 | +import argparse |
| 20 | +import pathlib |
| 21 | +from pathlib import Path |
| 22 | +from typing import List, Optional |
| 23 | + |
| 24 | + |
| 25 | +def delete_singularity_files( |
| 26 | + directory: pathlib.Path, frameworks: Optional[List[str]] = None |
| 27 | +) -> None: |
| 28 | + """Deletes Singularity-related files from the specified directory.""" |
| 29 | + for root, _, files in os.walk(directory): |
| 30 | + for file in files: |
| 31 | + if file == "Singularityfile" or file.endswith(".sif"): |
| 32 | + file_path = Path(root) / file |
| 33 | + |
| 34 | + if frameworks and not any( |
| 35 | + framework in file_path.name.lower() for framework in frameworks |
| 36 | + ): |
| 37 | + continue |
| 38 | + |
| 39 | + try: |
| 40 | + file_path.unlink() |
| 41 | + print(f"Deleted: {file_path}") |
| 42 | + except Exception as e: |
| 43 | + print(f"Error deleting {file_path}: {e}") |
| 44 | + |
| 45 | + |
| 46 | +def parse_arguments() -> argparse.Namespace: |
| 47 | + """Parses command-line arguments.""" |
| 48 | + parser = argparse.ArgumentParser( |
| 49 | + description="Script to manage Docker and Singularity frameworks." |
| 50 | + ) |
| 51 | + parser.add_argument( |
| 52 | + "-m", "--mode", help="Docker or singularity", type=str, required=True |
| 53 | + ) |
| 54 | + parser.add_argument( |
| 55 | + "--force", help="Delete singularity/docker files.", action="store_true" |
| 56 | + ) |
| 57 | + parser.add_argument( |
| 58 | + "-f", |
| 59 | + "--frameworks", |
| 60 | + help="Comma-separated list of frameworks to act on.", |
| 61 | + type=str, |
| 62 | + ) |
| 63 | + return parser.parse_args() |
| 64 | + |
| 65 | + |
| 66 | +def get_frameworks(framework_dir: Path, user_input: Optional[str]) -> List[str]: |
| 67 | + """Gets the list of frameworks based on user input or directory listing.""" |
| 68 | + if user_input: |
| 69 | + frameworks = [framework.lower().strip() for framework in user_input.split(",")] |
| 70 | + print(f"Running for given frameworks - {frameworks}") |
| 71 | + else: |
| 72 | + frameworks = [ |
| 73 | + framework.lower() |
| 74 | + for framework in os.listdir(framework_dir) |
| 75 | + if "__" not in framework |
| 76 | + ] |
| 77 | + print(f"Running for all frameworks - {frameworks}") |
| 78 | + return frameworks |
| 79 | + |
| 80 | + |
| 81 | +def main() -> None: |
| 82 | + args = parse_arguments() |
| 83 | + framework_dir = Path("../frameworks/") |
| 84 | + mode = args.mode.lower().strip() |
| 85 | + frameworks = get_frameworks(framework_dir, args.frameworks) |
| 86 | + |
| 87 | + if mode == "docker" and args.force: |
| 88 | + print("Deleting frameworks from Docker") |
| 89 | + for framework in frameworks: |
| 90 | + os.system(f"docker rmi $(docker images 'automlbenchmark/{framework}')") |
| 91 | + |
| 92 | + elif mode == "singularity" and args.force: |
| 93 | + print("Deleting frameworks from Singularity") |
| 94 | + delete_singularity_files(directory=framework_dir, frameworks=frameworks) |
| 95 | + |
| 96 | + for framework in frameworks: |
| 97 | + print(f"Setting up {framework}") |
| 98 | + os.system( |
| 99 | + f"yes | python ../runbenchmark.py {framework} openml/t/3812 --mode {mode} --setup only" |
| 100 | + ) |
| 101 | + |
| 102 | + |
| 103 | +if __name__ == "__main__": |
| 104 | + main() |
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