KG-Evaluation__Bachelor-Thesis__/tools/params.py

from __future__ import annotations

from dataclasses import dataclass


@dataclass
class CommonParams:
    """
    Common parameters for the application.
    """

    model_name: str
    project_name: str
    run_name: str
    save_dpath: str
    save_every: int = 1000
    load_path: str | None = ""
    log_dir: str = "./runs"
    log_every: int = 10
    log_console_every: int = 100
    evaluate_only: bool = False


@dataclass
class TrainingParams:
    """
    Parameters for training.
    """

    lr: float = 0.001
    min_lr: float = 0.0001
    weight_decay: float = 0.0
    t0: int = 50
    lr_step: int = 10
    gamma: float = 1.0
    batch_size: int = 128
    num_workers: int = 0
    seed: int = 42

    num_train_steps: int = 100
    num_epochs: int = 100
    eval_every: int = 5

    validation_sample_size: int = 1000
    validation_batch_size: int = 128