| import argparse |
| from pathlib import Path |
| from pprint import pprint |
| from typing import Optional |
|
|
| import pkg_resources |
| from hydra import compose, initialize |
| from omegaconf import OmegaConf |
|
|
| from siclib.models import get_model |
| from siclib.settings import TRAINING_PATH |
| from siclib.utils.experiments import load_experiment |
|
|
| |
| |
|
|
|
|
| def parse_config_path(name_or_path: Optional[str], defaults: str) -> Path: |
| default_configs = {} |
| print(f"Looking for default config: {'siclib', str(defaults)}") |
| for c in pkg_resources.resource_listdir("siclib.eval", str(defaults)): |
| if c.endswith(".yaml"): |
| default_configs[Path(c).stem] = Path( |
| pkg_resources.resource_filename("siclib.eval", defaults + c) |
| ) |
| if name_or_path is None: |
| return None |
| if name_or_path in default_configs: |
| return default_configs[name_or_path] |
| path = Path(name_or_path) |
| if not path.exists(): |
| raise FileNotFoundError( |
| f"Cannot find the config file: {name_or_path}. " |
| f"Not in the default configs {list(default_configs.keys())} " |
| "and not an existing path." |
| ) |
| return Path(path) |
|
|
|
|
| def extract_benchmark_conf(conf, benchmark): |
| mconf = OmegaConf.create({"model": conf.get("model", {})}) |
| if "benchmarks" in conf.keys(): |
| return OmegaConf.merge(mconf, conf.benchmarks.get(benchmark, {})) |
| else: |
| return mconf |
|
|
|
|
| def parse_eval_args(benchmark, args, configs_path, default=None): |
| conf = {"data": {}, "model": {}, "eval": {}} |
|
|
| if args.conf: |
| print(f"Loading config: {configs_path}") |
| conf_path = parse_config_path(args.conf, configs_path) |
| initialize(version_base=None, config_path=configs_path) |
| custom_conf = compose(config_name=args.conf) |
| conf = extract_benchmark_conf(OmegaConf.merge(conf, custom_conf), benchmark) |
| args.tag = args.tag if args.tag is not None else conf_path.name.replace(".yaml", "") |
|
|
| cli_conf = OmegaConf.from_cli(args.dotlist) |
| conf = OmegaConf.merge(conf, cli_conf) |
| conf.checkpoint = args.checkpoint or conf.get("checkpoint") |
|
|
| if conf.checkpoint and not conf.checkpoint.endswith(".tar"): |
| checkpoint_conf = OmegaConf.load(TRAINING_PATH / conf.checkpoint / "config.yaml") |
| conf = OmegaConf.merge(extract_benchmark_conf(checkpoint_conf, benchmark), conf) |
|
|
| if default: |
| conf = OmegaConf.merge(default, conf) |
|
|
| if args.tag is not None: |
| name = args.tag |
| elif args.conf and conf.checkpoint: |
| name = f"{args.conf}_{conf.checkpoint}" |
| elif args.conf: |
| name = args.conf |
| elif conf.checkpoint: |
| name = conf.checkpoint |
| if len(args.dotlist) > 0 and not args.tag: |
| name = f"{name}_" + ":".join(args.dotlist) |
|
|
| print("Running benchmark:", benchmark) |
| print("Experiment tag:", name) |
| print("Config:") |
| pprint(OmegaConf.to_container(conf)) |
| return name, conf |
|
|
|
|
| def load_model(model_conf, checkpoint, get_last=False): |
| if checkpoint: |
| model = load_experiment(checkpoint, conf=model_conf, get_last=get_last).eval() |
| else: |
| model = get_model(model_conf.name)(model_conf).eval() |
| return model |
|
|
|
|
| def get_eval_parser(): |
| parser = argparse.ArgumentParser() |
| parser.add_argument("--tag", type=str, default=None) |
| parser.add_argument("--checkpoint", type=str, default=None) |
| parser.add_argument("--conf", type=str, default=None) |
| parser.add_argument("--overwrite", action="store_true") |
| parser.add_argument("--overwrite_eval", action="store_true") |
| parser.add_argument("--plot", action="store_true") |
| parser.add_argument("dotlist", nargs="*") |
| return parser |
|
|
