finish examples 2 and 3

This commit is contained in:
Alexander Soare
2024-03-26 16:13:40 +00:00
parent cb6d1e0871
commit 1ed0110900
10 changed files with 196 additions and 42 deletions

View File

@@ -1,9 +1,13 @@
import logging
import os.path as osp
import random
from datetime import datetime
from pathlib import Path
import hydra
import numpy as np
import torch
from omegaconf import DictConfig
def get_safe_torch_device(cfg_device: str, log: bool = False) -> torch.device:
@@ -63,3 +67,29 @@ def format_big_number(num):
num /= divisor
return num
def _relative_path_between(path1: Path, path2: Path) -> Path:
"""Returns path1 relative to path2."""
path1 = path1.absolute()
path2 = path2.absolute()
try:
return path1.relative_to(path2)
except ValueError: # most likely because path1 is not a subpath of path2
common_parts = Path(osp.commonpath([path1, path2])).parts
return Path(
"/".join([".."] * (len(path2.parts) - len(common_parts)) + list(path1.parts[len(common_parts) :]))
)
def init_hydra_config(config_path: str, overrides: list[str] | None = None) -> DictConfig:
"""Initialize a Hydra config given only the path to the relevant config file.
For config resolution, it is assumed that the config file's parent is the Hydra config dir.
"""
# Hydra needs a path relative to this file.
hydra.initialize(
str(_relative_path_between(Path(config_path).absolute().parent, Path(__file__).absolute().parent))
)
cfg = hydra.compose(Path(config_path).stem, overrides)
return cfg