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Tensorboard support
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<a href="https://github.com/williamFalcon/pytorch-lightning/edit/master/docs/Trainer/Logging.md" title="Edit this page" class="md-icon md-content__icon"></a>
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<h1>Logging</h1>
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<p>Lighting offers a few options for logging information about model, gpu usage, etc (via test-tube). It also offers printing options for training monitoring.</p>
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<hr />
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<h4 id="display-metrics-in-progress-bar">Display metrics in progress bar</h4>
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<pre><code class="python"># DEFAULT
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trainer = Trainer(progress_bar=True)
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</code></pre>
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<hr />
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<h4 id="log-metric-row-every-k-batches">Log metric row every k batches</h4>
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<p>Every k batches lightning will make an entry in the metrics log</p>
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<pre><code class="python"># DEFAULT (ie: save a .csv log file every 10 batches)
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trainer = Trainer(add_log_row_interval=10)
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</code></pre>
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<hr />
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<h4 id="process-position">Process position</h4>
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<p>When running multiple models on the same machine we want to decide which progress bar to use.
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Lightning will stack progress bars according to this value. </p>
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<pre><code class="python"># DEFAULT
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trainer = Trainer(process_position=0)
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# if this is the second model on the node, show the second progress bar below
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trainer = Trainer(process_position=1)
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</code></pre>
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<hr />
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<h4 id="save-a-snapshot-of-all-hyperparameters">Save a snapshot of all hyperparameters</h4>
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<p>Whenever you call .save() on the test-tube experiment it logs all the hyperparameters in current use.
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Give lightning a test-tube Experiment object to automate this for you.</p>
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<pre><code class="python">from test_tube import Experiment
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exp = Experiment(...)
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Trainer(experiment=exp)
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</code></pre>
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<hr />
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<h4 id="snapshot-code-for-a-training-run">Snapshot code for a training run</h4>
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<p>Whenever you call .save() on the test-tube experiment it snapshows all code and pushes to a git tag.
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Give lightning a test-tube Experiment object to automate this for you.</p>
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<pre><code class="python">from test_tube import Experiment
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exp = Experiment(create_git_tag=True)
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Trainer(experiment=exp)
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</code></pre>
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<hr />
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<h3 id="tensorboard-support">Tensorboard support</h3>
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<p>In the LightningModule you can access the experiment logger by doing:</p>
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<pre><code class="python">self.experiment
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# add image
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# Look at PyTorch SummaryWriter docs for what you can do.
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self.experiment.add_image(...)
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</code></pre>
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<p>The experiment object is a strict subclass of PyTorch SummaryWriter. However, this class
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also snapshots every detail about the experiment (data folder paths, code, hyperparams),
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and allows you to visualize it using tensorboard.</p>
|
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<pre><code class="python">from test_tube import Experiment, HyperOptArgumentParser
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# exp hyperparams
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args = HyperOptArgumentParser()
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hparams = args.parse_args()
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# this is a summaryWriter with nicer logging structure
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exp = Experiment(save_dir='/some/path', create_git_tag=True)
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# track experiment details (must be ArgumentParser or HyperOptArgumentParser).
|
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# each option in the parser is tracked
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exp.argparse(hparams)
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exp.tag({'description': 'running demo'})
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|
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# trainer uses the exp object to log exp data
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trainer = Trainer(experiment=exp)
|
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trainer.fit(model)
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|
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# view logs at:
|
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# tensorboard --logdir /some/path
|
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</code></pre>
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<hr />
|
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<h4 id="write-logs-file-to-csv-every-k-batches">Write logs file to csv every k batches</h4>
|
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<p>Every k batches, lightning will write the new logs to disk</p>
|
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<pre><code class="python"># DEFAULT (ie: save a .csv log file every 100 batches)
|
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trainer = Trainer(log_save_interval=100)
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</code></pre>
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