added option to change default tensor
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@ -7,9 +7,6 @@ from pytorch_lightning.root_module.model_saving import TrainerIO
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from torch.optim.lr_scheduler import MultiStepLR
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from torch.optim.lr_scheduler import MultiStepLR
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import pdb
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import pdb
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try:
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try:
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from apex import amp
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from apex import amp
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APEX_AVAILABLE = True
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APEX_AVAILABLE = True
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@ -86,7 +83,6 @@ class Trainer(TrainerIO):
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use_amp = True
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use_amp = True
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self.use_amp = use_amp and APEX_AVAILABLE
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self.use_amp = use_amp and APEX_AVAILABLE
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if self.use_amp:
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if self.use_amp:
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self.amp_handle = amp.init(enabled=True)
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print('using 16bit precision')
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print('using 16bit precision')
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def __determine_data_use_amount(self, train_percent_check, val_percent_check, test_percent_check, overfit_pct):
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def __determine_data_use_amount(self, train_percent_check, val_percent_check, test_percent_check, overfit_pct):
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@ -223,14 +219,14 @@ class Trainer(TrainerIO):
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# filter out the weights that were done on gpu so we can load on good old cpus
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# filter out the weights that were done on gpu so we can load on good old cpus
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self.optimizers = model.configure_optimizers()
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self.optimizers = model.configure_optimizers()
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# if self.use_amp:
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if self.use_amp:
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# An example
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# An example
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# self.model, optimizer = amp.initialize(
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self.model, optimizer = amp.initialize(
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# self.model, self.optimizers[0], opt_level="O2",
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self.model, self.optimizers[0], opt_level="O2",
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# keep_batchnorm_fp32=True, loss_scale="dynamic"
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keep_batchnorm_fp32=True, loss_scale="dynamic"
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# )
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)
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# self.optimizers[0] = optimizer
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self.optimizers[0] = optimizer
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# model.trainer = self
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model.trainer = self
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# add lr schedulers
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# add lr schedulers
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if self.lr_scheduler_milestones is not None:
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if self.lr_scheduler_milestones is not None:
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@ -374,7 +370,7 @@ class Trainer(TrainerIO):
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# backward pass
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# backward pass
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if self.use_amp:
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if self.use_amp:
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for optimizer in self.optimizers:
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for optimizer in self.optimizers:
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with self.amp_handle.scale_loss(loss, optimizer) as scaled_loss:
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with amp.scale_loss(loss, optimizer) as scaled_loss:
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scaled_loss.backward()
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scaled_loss.backward()
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else:
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else:
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loss.backward()
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loss.backward()
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2
setup.py
2
setup.py
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@ -7,7 +7,7 @@ from setuptools import setup, find_packages
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# http://blog.ionelmc.ro/2014/05/25/python-packaging/
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# http://blog.ionelmc.ro/2014/05/25/python-packaging/
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setup(
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setup(
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name="pytorch-lightning",
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name="pytorch-lightning",
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version='0.1.dev1722',
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version='0.1.dev1723',
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description="The Keras for ML researchers using PyTorch",
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description="The Keras for ML researchers using PyTorch",
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author="William Falcon",
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author="William Falcon",
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author_email="waf2107@columbia.edu",
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author_email="waf2107@columbia.edu",
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