| from abc import ABC, abstractmethod
|
| from typing import Dict, Union
|
|
|
| from trainer.io import save_fsspec
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| from trainer.utils.distributed import rank_zero_only
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|
|
|
|
| class BaseDashboardLogger(ABC):
|
| @abstractmethod
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| def add_scalar(self, title: str, value: float, step: int) -> None:
|
| pass
|
|
|
| @abstractmethod
|
| def add_figure(
|
| self,
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| title: str,
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| figure: Union["matplotlib.figure.Figure", "plotly.graph_objects.Figure"],
|
| step: int,
|
| ) -> None:
|
| pass
|
|
|
| @abstractmethod
|
| def add_config(self, config):
|
| pass
|
|
|
| @abstractmethod
|
| def add_audio(self, title: str, audio: "np.ndarray", step: int, sample_rate: int) -> None:
|
| pass
|
|
|
| @abstractmethod
|
| def add_text(self, title: str, text: str, step: int) -> None:
|
| pass
|
|
|
| @abstractmethod
|
| def add_artifact(self, file_or_dir: str, name: str, artifact_type: str, aliases=None):
|
| pass
|
|
|
| @abstractmethod
|
| def add_scalars(self, scope_name: str, scalars: Dict, step: int):
|
| pass
|
|
|
| @abstractmethod
|
| def add_figures(self, scope_name: str, figures: Dict, step: int):
|
| pass
|
|
|
| @abstractmethod
|
| def add_audios(self, scope_name: str, audios: Dict, step: int, sample_rate: int):
|
| pass
|
|
|
| @abstractmethod
|
| def flush(self):
|
| pass
|
|
|
| @abstractmethod
|
| def finish(self):
|
| pass
|
|
|
| @staticmethod
|
| @rank_zero_only
|
| def save_model(state: Dict, path: str):
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| save_fsspec(state, path)
|
|
|
| def train_step_stats(self, step, stats):
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| self.add_scalars(scope_name="TrainIterStats", scalars=stats, step=step)
|
|
|
| def train_epoch_stats(self, step, stats):
|
| self.add_scalars(scope_name="TrainEpochStats", scalars=stats, step=step)
|
|
|
| def train_figures(self, step, figures):
|
| self.add_figures(scope_name="TrainFigures", figures=figures, step=step)
|
|
|
| def train_audios(self, step, audios, sample_rate):
|
| self.add_audios(scope_name="TrainAudios", audios=audios, step=step, sample_rate=sample_rate)
|
|
|
| def eval_stats(self, step, stats):
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| self.add_scalars(scope_name="EvalStats", scalars=stats, step=step)
|
|
|
| def eval_figures(self, step, figures):
|
| self.add_figures(scope_name="EvalFigures", figures=figures, step=step)
|
|
|
| def eval_audios(self, step, audios, sample_rate):
|
| self.add_audios(scope_name="EvalAudios", audios=audios, step=step, sample_rate=sample_rate)
|
|
|
| def test_audios(self, step, audios, sample_rate):
|
| self.add_audios(scope_name="TestAudios", audios=audios, step=step, sample_rate=sample_rate)
|
|
|
| def test_figures(self, step, figures):
|
| self.add_figures(scope_name="TestFigures", figures=figures, step=step)
|
|
|
