| |
| |
| |
| |
|
|
| import logging |
| import os |
| import sys |
|
|
| from dinov2.eval.linear import get_args_parser as get_linear_args_parser |
| from dinov2.logging import setup_logging |
| from dinov2.run.submit import get_args_parser, submit_jobs |
|
|
|
|
| logger = logging.getLogger("dinov2") |
|
|
|
|
| class Evaluator: |
| def __init__(self, args): |
| self.args = args |
|
|
| def __call__(self): |
| from dinov2.eval.linear import main as linear_main |
|
|
| self._setup_args() |
| linear_main(self.args) |
|
|
| def checkpoint(self): |
| import submitit |
|
|
| logger.info(f"Requeuing {self.args}") |
| empty = type(self)(self.args) |
| return submitit.helpers.DelayedSubmission(empty) |
|
|
| def _setup_args(self): |
| import submitit |
|
|
| job_env = submitit.JobEnvironment() |
| self.args.output_dir = self.args.output_dir.replace("%j", str(job_env.job_id)) |
| logger.info(f"Process group: {job_env.num_tasks} tasks, rank: {job_env.global_rank}") |
| logger.info(f"Args: {self.args}") |
|
|
|
|
| def main(): |
| description = "Submitit launcher for DINOv2 linear evaluation" |
| linear_args_parser = get_linear_args_parser(add_help=False) |
| parents = [linear_args_parser] |
| args_parser = get_args_parser(description=description, parents=parents) |
| args = args_parser.parse_args() |
|
|
| setup_logging() |
|
|
| assert os.path.exists(args.config_file), "Configuration file does not exist!" |
| submit_jobs(Evaluator, args, name="dinov2:linear") |
| return 0 |
|
|
|
|
| if __name__ == "__main__": |
| sys.exit(main()) |
|
|
