120 lines
4.2 KiB
Python
120 lines
4.2 KiB
Python
import argparse
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from typing import Union, Dict, Optional, Any
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from abc import ABC
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from pathlib import Path
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from pytorch_lightning.loggers.base import LightningLoggerBase
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from pytorch_lightning.loggers.neptune import NeptuneLogger
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from pytorch_lightning.loggers.test_tube import TestTubeLogger
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from .config import Config
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class Logger(LightningLoggerBase, ABC):
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media_dir = 'media'
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@property
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def experiment(self):
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if self.debug:
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return self.testtubelogger.experiment
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else:
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return self.neptunelogger.experiment
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@property
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def log_dir(self):
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return Path(self.testtubelogger.experiment.get_logdir()).parent
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@property
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def name(self):
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return self.config.name
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@property
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def project_name(self):
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return f"{self.config.project.owner}/{self.config.project.name.replace('_', '-')}"
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@property
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def version(self):
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return self.config.get('main', 'seed')
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@property
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def outpath(self):
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return Path(self.config.train.outpath) / self.config.model.type
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@property
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def exp_path(self):
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return Path(self.outpath) / self.name
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def __init__(self, config: Config):
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"""
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params (dict|None): Optional. Parameters of the experiment. After experiment creation params are read-only.
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Parameters are displayed in the experiment’s Parameters section and each key-value pair can be
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viewed in experiments view as a column.
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properties (dict|None): Optional default is {}. Properties of the experiment.
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They are editable after experiment is created. Properties are displayed in the experiment’s Details and
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each key-value pair can be viewed in experiments view as a column.
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tags (list|None): Optional default []. Must be list of str. Tags of the experiment.
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They are editable after experiment is created (see: append_tag() and remove_tag()).
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Tags are displayed in the experiment’s Details and can be viewed in experiments view as a column.
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"""
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super(Logger, self).__init__()
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self.config = config
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self.debug = self.config.main.debug
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self._testtube_kwargs = dict(save_dir=self.outpath, version=self.version, name=self.name)
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self._neptune_kwargs = dict(offline_mode=self.debug,
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api_key=self.config.project.neptune_key,
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experiment_name=self.name,
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project_name=self.project_name,
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params=self.config.model_paramters)
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self.neptunelogger = NeptuneLogger(**self._neptune_kwargs)
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self.testtubelogger = TestTubeLogger(**self._testtube_kwargs)
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self.log_config_as_ini()
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def log_hyperparams(self, params):
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self.neptunelogger.log_hyperparams(params)
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self.testtubelogger.log_hyperparams(params)
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pass
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def log_metrics(self, metrics, step=None):
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self.neptunelogger.log_metrics(metrics, step=step)
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self.testtubelogger.log_metrics(metrics, step=step)
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pass
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def close(self):
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self.testtubelogger.close()
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self.neptunelogger.close()
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def log_config_as_ini(self):
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self.config.write(self.log_dir / 'config.ini')
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def log_text(self, name, text, step_nb=0, **kwargs):
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# TODO Implement Offline variant.
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self.neptunelogger.log_text(name, text, step_nb)
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def log_metric(self, metric_name, metric_value, **kwargs):
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self.testtubelogger.log_metrics(dict(metric_name=metric_value))
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self.neptunelogger.log_metric(metric_name, metric_value, **kwargs)
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def log_image(self, name, image, **kwargs):
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self.neptunelogger.log_image(name, image, **kwargs)
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step = kwargs.get('step', None)
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name = f'{step}_{name}' if step is not None else name
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image.savefig(self.log_dir / self.media_dir / name)
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def save(self):
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self.testtubelogger.save()
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self.neptunelogger.save()
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def finalize(self, status):
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self.testtubelogger.finalize(status)
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self.neptunelogger.finalize(status)
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def __enter__(self):
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return self
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def __exit__(self, exc_type, exc_val, exc_tb):
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self.finalize('success')
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pass
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