🩹Minor fixes

src/anomalib/callbacks/__init__.py

@@ -75,9 +75,4 @@ def get_callbacks(config: DictConfig | ListConfig | Namespace) -> list[Callback]
             ),
         )
 
-    # Add callback to log graph to loggers
-    # TODO(ashwinvaidya17): Find location for log_graph key
-    # CVS-122658
-    # if config.logging.log_graph not in (None, False):
-
     return callbacks

src/anomalib/callbacks/thresholding.py

@@ -175,8 +175,6 @@ def _reset(self, pl_module: AnomalyModule) -> None:
         pl_module.pixel_threshold.reset()
 
     def _outputs_to_cpu(self, output: STEP_OUTPUT) -> STEP_OUTPUT | dict[str, Any]:
-        # TODO(ashwinvaidya17): This is duplicated in multiple trainer callbacks.
-        # CVS-122664
         if isinstance(output, dict):
             for key, value in output.items():
                 output[key] = self._outputs_to_cpu(value)

src/anomalib/cli/cli.py

@@ -169,8 +169,6 @@ def add_arguments_to_parser(self, parser: ArgumentParser) -> None:
         )
         parser.add_argument("--results_dir.unique", type=bool, help="Whether to create a unique folder.", default=False)
         parser.link_arguments("results_dir.path", "trainer.default_root_dir")
-        # TODO(ashwinvaidya17): Tiling should also be a category of its own
-        # CVS-122659
 
     def add_trainer_arguments(self, parser: ArgumentParser, subcommand: str) -> None:
         """Add train arguments to the parser."""

src/anomalib/loggers/__init__.py

@@ -5,10 +5,7 @@
 
 
 import logging
-from pathlib import Path
 
-from omegaconf.dictconfig import DictConfig
-from omegaconf.listconfig import ListConfig
 from rich.logging import RichHandler
 
 __all__ = [
@@ -17,11 +14,9 @@
 ]
 
 try:
-    from lightning.pytorch.loggers import CSVLogger, Logger
-
-    from .comet import AnomalibCometLogger
-    from .tensorboard import AnomalibTensorBoardLogger
-    from .wandb import AnomalibWandbLogger
+    from .comet import AnomalibCometLogger  # noqa: F401
+    from .tensorboard import AnomalibTensorBoardLogger  # noqa: F401
+    from .wandb import AnomalibWandbLogger  # noqa: F401
 
     __all__.extend(
         [
@@ -34,16 +29,6 @@
     print("To use any logger install it using `anomalib install -v`")
 
 
-AVAILABLE_LOGGERS = ["tensorboard", "wandb", "csv", "comet"]
-
-
-logger = logging.getLogger(__name__)
-
-
-class UnknownLoggerError(Exception):
-    """Raised when the logger option in `config.yaml` file is set incorrectly."""
-
-
 def configure_logger(level: int | str = logging.INFO) -> None:
     """Get console logger by name.
 
@@ -65,86 +50,3 @@ def configure_logger(level: int | str = logging.INFO) -> None:
         handler.setFormatter(logging.Formatter(format_string))
         handler.setLevel(level)
     logging.getLogger("lightning.pytorch").addHandler(RichHandler(rich_tracebacks=True))
-
-
-def get_experiment_logger(
-    config: DictConfig | ListConfig,
-) -> list | bool:
-    """Return a logger based on the choice of logger in the config file.
-
-    Args:
-        config (DictConfig): config.yaml file for the corresponding anomalib model.
-
-    Raises:
-        ValueError: for any logger types apart from false and tensorboard
-
-    Returns:
-        list[Logger] | bool: Logger
-    """
-    logger.info("Loading the experiment logger(s)")
-
-    if "logger" not in config.trainer or config.trainer.logger in (None, False):
-        return False
-
-    logger_list: list[Logger] = []
-    if isinstance(config.trainer.logger, str):
-        config.trainer.logger = [config.trainer.logger]
-
-    for experiment_logger in config.trainer.logger:
-        if experiment_logger == "tensorboard":
-            logger_list.append(
-                AnomalibTensorBoardLogger(
-                    name="Tensorboard Logs",
-                    save_dir=str(Path(config.project.path) / "logs"),
-                    # TODO(ashwinvaidya17): Find location for log_graph key
-                    # CVS-122658
-                    log_graph=False,
-                ),
-            )
-        elif experiment_logger == "wandb":
-            wandb_logdir = str(Path(config.project.path) / "logs")
-            Path(wandb_logdir).mkdir(parents=True, exist_ok=True)
-            name = (
-                config.model.class_path.split(".")[-1]
-                if "category" not in config.data.init_args
-                else f"{config.data.init_args.category} {config.model.class_path.split('.')[-1]}"
-            )
-            logger_list.append(
-                AnomalibWandbLogger(
-                    project=config.data.class_path.split(".")[-1],
-                    name=name,
-                    save_dir=wandb_logdir,
-                ),
-            )
-        elif experiment_logger == "comet":
-            comet_logdir = str(Path(config.project.path) / "logs")
-            Path(comet_logdir).mkdir(parents=True, exist_ok=True)
-            run_name = (
-                config.model.name
-                if "category" not in config.data.init_args
-                else f"{config.data.init_args.category} {config.model.class_path.split('.')[-1]}"
-            )
-            logger_list.append(
-                AnomalibCometLogger(
-                    project_name=config.data.class_path.split(".")[-1],
-                    experiment_name=run_name,
-                    save_dir=comet_logdir,
-                ),
-            )
-        elif experiment_logger == "csv":
-            logger_list.append(CSVLogger(save_dir=Path(config.project.path) / "logs"))
-        else:
-            msg = (
-                f"Unknown logger type: {config.trainer.logger}. Available loggers are: {AVAILABLE_LOGGERS}.\n"
-                "To enable the logger, set `project.logger` to `true` or use one of available loggers in "
-                "config.yaml\nTo disable the logger, set `project.logger` to `false`."
-            )
-            raise UnknownLoggerError(
-                msg,
-            )
-
-    # TODO(ashwinvaidya17): Remove this method and set these values in ``update_config``
-    # CVS-122657
-    del config.trainer.logger
-
-    return logger_list

src/anomalib/utils/config.py

@@ -3,9 +3,6 @@
 # Copyright (C) 2022-2024 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
 
-# TODO(ashwinvaidya17): This would require a new design.
-# https://jira.devtools.intel.com/browse/IAAALD-149
-
 
 import inspect
 import logging