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Running
on
Zero
File size: 2,245 Bytes
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"""Default runtime configuration for the project."""
from __future__ import annotations
import platform
from datetime import datetime
from ml_collections import ConfigDict
from vis4d.config import class_config
from vis4d.config.typing import ExperimentConfig
from vis4d.engine.callbacks import LoggingCallback
def get_default_cfg(
exp_name: str, work_dir: str = "vis4d-workspace"
) -> ExperimentConfig:
"""Set default config for the project.
Args:
exp_name (str): Experiment name.
work_dir (str, optional): Working directory. Defaults to
"vis4d-workspace".
Returns:
ExperimentConfig: Config for the project.
"""
config = ExperimentConfig()
config.work_dir = work_dir
config.experiment_name = exp_name
timestamp = (
str(datetime.now())
.split(".", maxsplit=1)[0]
.replace(" ", "_")
.replace(":", "-")
)
config.timestamp = timestamp
config.version = timestamp
if platform.system() == "Windows":
path_component = "\\"
else:
path_component = "/"
config.output_dir = (
config.work_dir
+ path_component
+ config.experiment_name
+ path_component
+ config.version
)
# Set default value for the following fields
config.seed = -1
config.log_every_n_steps = 50
config.use_tf32 = False
config.tf32_matmul_precision = "highest"
config.benchmark = False
config.compute_flops = False
config.check_unused_parameters = False
return config
def get_default_callbacks_cfg(
epoch_based: bool = True,
refresh_rate: int = 50,
) -> list[ConfigDict]:
"""Get default callbacks config.
It will return a list of callbacks config including:
- LoggingCallback
Args:
epoch_based (bool, optional): Whether to use epoch based logging.
refresh_rate (int, optional): Refresh rate for the logging. Defaults to
50.
Returns:
list[ConfigDict]: List of callbacks config.
"""
callbacks = []
# Logger
callbacks.append(
class_config(
LoggingCallback, epoch_based=epoch_based, refresh_rate=refresh_rate
)
)
return callbacks
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