Update README.md
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README.md
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README.md
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@ -10,6 +10,17 @@ To use lightning, first define a trainer function:
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from pytorch_lightning.models.trainer import Trainer
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from pytorch_lightning.utils.pt_callbacks import EarlyStopping, ModelCheckpoint
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from my_project import My_Model
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from test_tube import HyperOptArgumentParser, Experiment, SlurmCluster
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# --------------
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# TEST TUBE INIT
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exp = Experiment(
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name='my_exp',
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debug=True,
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save_dir='/some/path',
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autosave=False,
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description='my desc'
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)
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# --------------------
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# CALLBACKS
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@ -32,27 +43,10 @@ checkpoint = ModelCheckpoint(
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# configure trainer
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trainer = Trainer(
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on_gpu=False,
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enable_tqdm=True,
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overfit_pct=None,
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track_grad_norm=-1,
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fast_dev_run=False,
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check_val_every_n_epoch=1,
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accumulate_grad_batches=2,
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process_position=0,
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current_gpu_name=0,
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experiment=experiment,
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cluster=cluster,
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checkpoint_callback=checkpoint,
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early_stop_callback=early_stop,
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enable_early_stop=True,
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max_nb_epochs=12,
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min_nb_epochs=2,
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train_percent_check=1.0,
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val_percent_check=0.5,
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test_percent_check=0.5,
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val_check_interval=0.95,
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log_save_interval=0.95,
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add_log_row_interval=20,
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lr_scheduler_milestones=None
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early_stop_callback=early_stop
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)
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# init model and train
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