diff --git a/docs/source/callbacks.rst b/docs/source/callbacks.rst
index ae8dd25f..cfeaa81d 100644
--- a/docs/source/callbacks.rst
+++ b/docs/source/callbacks.rst
@@ -2,7 +2,7 @@
:class: hidden-section
Callbacks
-===========
+=========
.. automodule:: pytorch_lightning.callbacks
:exclude-members:
_del_model,
diff --git a/docs/source/conf.py b/docs/source/conf.py
index e9cfddcb..54d35d11 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -348,8 +348,10 @@ def linkcode_resolve(domain, info):
autodoc_member_order = 'groupwise'
autoclass_content = 'both'
+# the options are fixed and will be soon in release,
+# see https://github.com/sphinx-doc/sphinx/issues/5459
autodoc_default_options = {
- 'members': True,
+ 'members': None,
'special-members': '__call__',
'undoc-members': True,
# 'exclude-members': '__weakref__',
diff --git a/docs/source/experiment_logging.rst b/docs/source/experiment_logging.rst
index e3f5f83b..853f2505 100644
--- a/docs/source/experiment_logging.rst
+++ b/docs/source/experiment_logging.rst
@@ -2,7 +2,7 @@ Experiment Logging
===================
Comet.ml
-^^^^^^^^^^
+^^^^^^^^
`Comet.ml `_ is a third-party logger.
To use CometLogger as your logger do the following.
@@ -63,7 +63,7 @@ The Neptune.ai is available anywhere in your LightningModule
self.logger.experiment.add_image('generated_images', some_img, 0)
Tensorboard
-^^^^^^^^^^^^^
+^^^^^^^^^^^
To use `Tensorboard `_ as your logger do the following.
@@ -88,7 +88,7 @@ The TensorBoardLogger is available anywhere in your LightningModule
Test Tube
-^^^^^^^^^^^^^
+^^^^^^^^^
`Test Tube `_ is a tensorboard logger but with nicer file structure.
To use TestTube as your logger do the following.
@@ -113,7 +113,7 @@ The TestTubeLogger is available anywhere in your LightningModule
self.logger.experiment.add_image('generated_images', some_img, 0)
Wandb
-^^^^^^^^^^^^^
+^^^^^
`Wandb `_ is a third-party logger.
To use Wandb as your logger do the following.
diff --git a/docs/source/experiment_reporting.rst b/docs/source/experiment_reporting.rst
index ce3a2784..5f61c6b9 100644
--- a/docs/source/experiment_reporting.rst
+++ b/docs/source/experiment_reporting.rst
@@ -7,7 +7,7 @@ used in each experiment.
Control logging frequency
-^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+^^^^^^^^^^^^^^^^^^^^^^^^^
It may slow training down to log every single batch. Trainer has an option to log every k batches instead.
@@ -17,7 +17,7 @@ It may slow training down to log every single batch. Trainer has an option to lo
Trainer(row_log_interval=10)
Control log writing frequency
-^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Writing to a logger can be expensive. In Lightning you can set the interval at which you
want to log using this trainer flag.
@@ -30,7 +30,7 @@ want to log using this trainer flag.
Trainer(log_save_interval=k)
Log metrics
-^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+^^^^^^^^^^^
To plot metrics into whatever logger you passed in (tensorboard, comet, neptune, etc...)
@@ -90,7 +90,7 @@ For instance, here we log images using tensorboard.
return results
Modify progress bar
-^^^^^^^^^^^^^^^^^^^^^^
+^^^^^^^^^^^^^^^^^^^
Each return dict from the training_end, validation_end, testing_end and training_step also has
a key called "progress_bar".
@@ -108,7 +108,7 @@ Here we show the validation loss in the progress bar
return results
Snapshot hyperparameters
-^^^^^^^^^^^^^^^^^^^^^^^^^^
+^^^^^^^^^^^^^^^^^^^^^^^^
When training a model, it's useful to know what hyperparams went into that model.
When Lightning creates a checkpoint, it stores a key "hparams" with the hyperparams.
@@ -122,7 +122,7 @@ when using the TestTubeLogger or the TensorBoardLogger, all hyperparams will sho
in the `hparams tab `_.
Snapshot code
-^^^^^^^^^^^^^^^^^^^^^^^^^^
+^^^^^^^^^^^^^
Loggers also allow you to snapshot a copy of the code used in this experiment.
For example, TestTubeLogger does this with a flag:
diff --git a/docs/source/test_set.rst b/docs/source/test_set.rst
index abbf48fd..60a9f9a2 100644
--- a/docs/source/test_set.rst
+++ b/docs/source/test_set.rst
@@ -17,7 +17,7 @@ To run the test set after training completes, use this method
Test pre-trained model
------------------
+----------------------
To run the test set on a pretrained model, use this method.
.. code-block:: python
diff --git a/docs/source/trainer.rst b/docs/source/trainer.rst
index db2657dc..fc4f7ee8 100644
--- a/docs/source/trainer.rst
+++ b/docs/source/trainer.rst
@@ -2,7 +2,8 @@
:class: hidden-section
Trainer
-===========
+=======
+
.. automodule:: pytorch_lightning.trainer
:members: fit, test
:exclude-members:
diff --git a/pytorch_lightning/callbacks/pt_callbacks.py b/pytorch_lightning/callbacks/pt_callbacks.py
index ccca95d0..65d06a8f 100644
--- a/pytorch_lightning/callbacks/pt_callbacks.py
+++ b/pytorch_lightning/callbacks/pt_callbacks.py
@@ -376,7 +376,7 @@ class GradientAccumulationScheduler(Callback):
Args:
scheduling (dict): scheduling in format {epoch: accumulation_factor}
- warning:: Epochs indexing starts from "1" until v0.6.x, but will start from "0" in v0.8.0.
+ .. warning:: Epochs indexing starts from "1" until v0.6.x, but will start from "0" in v0.8.0.
Example::
diff --git a/pytorch_lightning/core/lightning.py b/pytorch_lightning/core/lightning.py
index a0df8dc1..7419e174 100644
--- a/pytorch_lightning/core/lightning.py
+++ b/pytorch_lightning/core/lightning.py
@@ -898,14 +898,14 @@ class LightningModule(ABC, GradInformation, ModelIO, ModelHooks):
"""
@data_loader
- def tng_dataloader(self):
+ def tng_dataloader(self): # todo: remove in v0.8.0
"""Implement a PyTorch DataLoader.
.. warning:: Deprecated in v0.5.0. use train_dataloader instead.
"""
output = self.train_dataloader()
- warnings.warn("`tng_dataloader` has been renamed to `train_dataloader` since v0.5.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+ warnings.warn("`tng_dataloader` has been renamed to `train_dataloader` since v0.5.0."
+ " and this method will be removed in v0.8.0", DeprecationWarning)
return output
@data_loader
diff --git a/pytorch_lightning/core/model_saving.py b/pytorch_lightning/core/model_saving.py
index d607422c..278e6467 100644
--- a/pytorch_lightning/core/model_saving.py
+++ b/pytorch_lightning/core/model_saving.py
@@ -1,10 +1,11 @@
"""
-.. warning:: `model_saving` module has been renamed to `saving` since v0.6.0 and will be removed in v0.8.0
+.. warning:: `model_saving` module has been renamed to `saving` since v0.6.0.
+ The deprecated module name will be removed in v0.8.0.
"""
import warnings
-warnings.warn("`model_saving` module has been renamed to `saving` since v0.6.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+warnings.warn("`model_saving` module has been renamed to `saving` since v0.6.0."
+ " The deprecated module name will be removed in v0.8.0.", DeprecationWarning)
from pytorch_lightning.core.saving import ModelIO # noqa: E402
diff --git a/pytorch_lightning/core/root_module.py b/pytorch_lightning/core/root_module.py
index abc97f3c..07f29049 100644
--- a/pytorch_lightning/core/root_module.py
+++ b/pytorch_lightning/core/root_module.py
@@ -1,8 +1,9 @@
"""
-.. warning:: `root_module` module has been renamed to `lightning` since v0.6.0 and will be removed in v0.8.0
+.. warning:: `root_module` module has been renamed to `lightning` since v0.6.0.
+ The deprecated module name will be removed in v0.8.0.
"""
import warnings
-warnings.warn("`root_module` module has been renamed to `lightning` since v0.6.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+warnings.warn("`root_module` module has been renamed to `lightning` since v0.6.0."
+ " The deprecated module name will be removed in v0.8.0.", DeprecationWarning)
diff --git a/pytorch_lightning/loggers/comet_logger.py b/pytorch_lightning/loggers/comet_logger.py
index a5c5a786..47a524da 100644
--- a/pytorch_lightning/loggers/comet_logger.py
+++ b/pytorch_lightning/loggers/comet_logger.py
@@ -1,10 +1,11 @@
"""
-.. warning:: `comet_logger` module has been renamed to `comet` since v0.6.0 and will be removed in v0.8.0
+.. warning:: `comet_logger` module has been renamed to `comet` since v0.6.0.
+ The deprecated module name will be removed in v0.8.0.
"""
import warnings
-warnings.warn("`comet_logger` module has been renamed to `comet` since v0.6.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+warnings.warn("`comet_logger` module has been renamed to `comet` since v0.6.0."
+ " The deprecated module name will be removed in v0.8.0.", DeprecationWarning)
from pytorch_lightning.loggers.comet import CometLogger # noqa: E402
diff --git a/pytorch_lightning/loggers/mlflow_logger.py b/pytorch_lightning/loggers/mlflow_logger.py
index 30993374..d8fc6359 100644
--- a/pytorch_lightning/loggers/mlflow_logger.py
+++ b/pytorch_lightning/loggers/mlflow_logger.py
@@ -1,10 +1,11 @@
"""
-.. warning:: `mlflow_logger` module has been renamed to `mlflow` since v0.6.0 and will be removed in v0.8.0
+.. warning:: `mlflow_logger` module has been renamed to `mlflow` since v0.6.0.
+ The deprecated module name will be removed in v0.8.0.
"""
import warnings
-warnings.warn("`mlflow_logger` module has been renamed to `mlflow` since v0.6.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+warnings.warn("`mlflow_logger` module has been renamed to `mlflow` since v0.6.0."
+ " The deprecated module name will be removed in v0.8.0.", DeprecationWarning)
from pytorch_lightning.loggers.mlflow import MLFlowLogger # noqa: E402
diff --git a/pytorch_lightning/loggers/test_tube_logger.py b/pytorch_lightning/loggers/test_tube_logger.py
index bc531c05..cdd06823 100644
--- a/pytorch_lightning/loggers/test_tube_logger.py
+++ b/pytorch_lightning/loggers/test_tube_logger.py
@@ -1,10 +1,11 @@
"""
-.. warning:: `test_tube_logger` module has been renamed to `test_tube` since v0.6.0 and will be removed in v0.8.0
+.. warning:: `test_tube_logger` module has been renamed to `test_tube` since v0.6.0.
+ The deprecated module name will be removed in v0.8.0.
"""
import warnings
-warnings.warn("`test_tube_logger` module has been renamed to `test_tube` since v0.6.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+warnings.warn("`test_tube_logger` module has been renamed to `test_tube` since v0.6.0."
+ " The deprecated module name will be removed in v0.8.0.", DeprecationWarning)
from pytorch_lightning.loggers.test_tube import TestTubeLogger # noqa: E402
diff --git a/pytorch_lightning/logging/__init__.py b/pytorch_lightning/logging/__init__.py
index ecd4c3b0..e57c0811 100644
--- a/pytorch_lightning/logging/__init__.py
+++ b/pytorch_lightning/logging/__init__.py
@@ -1,10 +1,11 @@
"""
-.. warning:: `logging` package has been renamed to `loggers` since v0.6.1 and will be removed in v0.8.0
+.. warning:: `logging` package has been renamed to `loggers` since v0.6.1.
+ The deprecated package name will be removed in v0.8.0.
"""
import warnings
warnings.warn("`logging` package has been renamed to `loggers` since v0.6.1"
- " and will be removed in v0.8.0", DeprecationWarning)
+ " The deprecated package name will be removed in v0.8.0.", DeprecationWarning)
from pytorch_lightning.loggers import * # noqa: F403
diff --git a/pytorch_lightning/overrides/override_data_parallel.py b/pytorch_lightning/overrides/override_data_parallel.py
index c2631847..7685c4de 100644
--- a/pytorch_lightning/overrides/override_data_parallel.py
+++ b/pytorch_lightning/overrides/override_data_parallel.py
@@ -1,12 +1,12 @@
"""
-.. warning:: `override_data_parallel` module has been renamed to `data_parallel` since v0.6.0
- and will be removed in v0.8.0
+.. warning:: `override_data_parallel` module has been renamed to `data_parallel` since v0.6.0.
+ The deprecated module name will be removed in v0.8.0.
"""
import warnings
-warnings.warn("`override_data_parallel` module has been renamed to `data_parallel` since v0.6.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+warnings.warn("`override_data_parallel` module has been renamed to `data_parallel` since v0.6.0."
+ " The deprecated module name will be removed in v0.8.0.", DeprecationWarning)
from pytorch_lightning.overrides.data_parallel import ( # noqa: E402
get_a_var, parallel_apply, LightningDataParallel, LightningDistributedDataParallel)
diff --git a/pytorch_lightning/pt_overrides/__init__.py b/pytorch_lightning/pt_overrides/__init__.py
index 2f65f1f1..9db26c1e 100644
--- a/pytorch_lightning/pt_overrides/__init__.py
+++ b/pytorch_lightning/pt_overrides/__init__.py
@@ -1,10 +1,11 @@
"""
-.. warning:: `pt_overrides` package has been renamed to `overrides` since v0.6.0 and will be removed in v0.8.0
+.. warning:: `pt_overrides` package has been renamed to `overrides` since v0.6.0.
+ The deprecated module name will be removed in v0.8.0.
"""
import warnings
-warnings.warn("`pt_overrides` package has been renamed to `overrides` since v0.6.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+warnings.warn("`pt_overrides` package has been renamed to `overrides` since v0.6.0."
+ " The deprecated module name will be removed in v0.8.0.", DeprecationWarning)
from pytorch_lightning.overrides import override_data_parallel # noqa: E402
diff --git a/pytorch_lightning/root_module/__init__.py b/pytorch_lightning/root_module/__init__.py
index 2ab9f1a0..efbc1524 100644
--- a/pytorch_lightning/root_module/__init__.py
+++ b/pytorch_lightning/root_module/__init__.py
@@ -1,11 +1,12 @@
"""
-.. warning:: `root_module` package has been renamed to `core` since v0.6.0 and will be removed in v0.8.0
+.. warning:: `root_module` package has been renamed to `core` since v0.6.0.
+ The deprecated package name will be removed in v0.8.0.
"""
import warnings
-warnings.warn("`root_module` package has been renamed to `core` since v0.6.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+warnings.warn("`root_module` package has been renamed to `core` since v0.6.0."
+ " The deprecated package name will be removed in v0.8.0.", DeprecationWarning)
from pytorch_lightning.core import ( # noqa: E402
decorators, grads, hooks, root_module, memory, model_saving
diff --git a/pytorch_lightning/trainer/trainer.py b/pytorch_lightning/trainer/trainer.py
index a92c4d4e..fd29ccf6 100644
--- a/pytorch_lightning/trainer/trainer.py
+++ b/pytorch_lightning/trainer/trainer.py
@@ -499,7 +499,7 @@ class Trainer(TrainerIOMixin,
# Backward compatibility
if nb_gpu_nodes is not None:
warnings.warn("`nb_gpu_nodes` has renamed to `num_nodes` since v0.5.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+ " and this method will be removed in v0.8.0", DeprecationWarning)
if not num_nodes: # in case you did not set the proper value
num_nodes = nb_gpu_nodes
self.num_gpu_nodes = num_nodes
@@ -509,7 +509,7 @@ class Trainer(TrainerIOMixin,
# Backward compatibility
if gradient_clip is not None:
warnings.warn("`gradient_clip` has renamed to `gradient_clip_val` since v0.5.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+ " and this method will be removed in v0.8.0", DeprecationWarning)
if not gradient_clip_val: # in case you did not set the proper value
gradient_clip_val = gradient_clip
self.gradient_clip_val = gradient_clip_val
@@ -523,7 +523,7 @@ class Trainer(TrainerIOMixin,
# Backward compatibility
if max_nb_epochs is not None:
warnings.warn("`max_nb_epochs` has renamed to `max_epochs` since v0.5.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+ " and this method will be removed in v0.8.0", DeprecationWarning)
if not max_epochs: # in case you did not set the proper value
max_epochs = max_nb_epochs
self.max_epochs = max_epochs
@@ -531,7 +531,7 @@ class Trainer(TrainerIOMixin,
# Backward compatibility
if min_nb_epochs is not None:
warnings.warn("`min_nb_epochs` has renamed to `min_epochs` since v0.5.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+ " and this method will be removed in v0.8.0", DeprecationWarning)
if not min_epochs: # in case you did not set the proper value
min_epochs = min_nb_epochs
self.min_epochs = min_epochs
@@ -539,7 +539,7 @@ class Trainer(TrainerIOMixin,
# Backward compatibility
if nb_sanity_val_steps is not None:
warnings.warn("`nb_sanity_val_steps` has renamed to `num_sanity_val_steps` since v0.5.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+ " and this method will be removed in v0.8.0", DeprecationWarning)
if not num_sanity_val_steps: # in case you did not set the proper value
num_sanity_val_steps = nb_sanity_val_steps
@@ -642,7 +642,7 @@ class Trainer(TrainerIOMixin,
# backward compatibility
if add_row_log_interval is not None:
warnings.warn("`add_row_log_interval` has renamed to `row_log_interval` since v0.5.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+ " and this method will be removed in v0.8.0", DeprecationWarning)
if not row_log_interval: # in case you did not set the proper value
row_log_interval = add_row_log_interval
self.row_log_interval = row_log_interval
@@ -728,7 +728,7 @@ class Trainer(TrainerIOMixin,
Use `training_tqdm_dict` instead. Will remove 0.8.0.
"""
warnings.warn("`tng_tqdm_dic` has renamed to `training_tqdm_dict` since v0.5.0"
- " and will be removed in v0.8.0", DeprecationWarning)
+ " and this method will be removed in v0.8.0", DeprecationWarning)
return self.training_tqdm_dict
# -----------------------------