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wandb
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Borda committed Jun 28, 2020
1 parent 677f70c commit ba6a5ba
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Showing 2 changed files with 38 additions and 39 deletions.
2 changes: 0 additions & 2 deletions pytorch_lightning/trainer/training_loop.py
Original file line number Diff line number Diff line change
Expand Up @@ -144,8 +144,6 @@ def training_step(self, batch, batch_idx):
"""

import atexit
import signal
import subprocess
from abc import ABC, abstractmethod
from typing import Callable
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75 changes: 38 additions & 37 deletions tests/loggers/test_wandb.py
Original file line number Diff line number Diff line change
@@ -1,12 +1,12 @@
import os
import pickle
from unittest.mock import patch
from unittest import mock

from pytorch_lightning import Trainer
from pytorch_lightning.loggers import WandbLogger


@patch('pytorch_lightning.loggers.wandb.wandb')
@mock.patch('pytorch_lightning.loggers.wandb.wandb')
def test_wandb_logger(wandb):
"""Verify that basic functionality of wandb logger works.
Wandb doesn't work well with pytest so we have to mock it out here."""
Expand All @@ -29,38 +29,39 @@ def test_wandb_logger(wandb):
assert logger.version == wandb.init().id


@patch('pytorch_lightning.loggers.wandb.wandb')
def test_wandb_pickle(tmpdir, wandb):
"""Verify that pickling trainer with wandb logger works.
Wandb doesn't work well with pytest so we have to mock it out here.
"""
class Experiment:
id = 'the_id'

def project_name(self):
return 'the_project_name'

wandb.init.return_value = Experiment()

logger = WandbLogger(id='the_id', offline=True)

trainer = Trainer(
default_root_dir=tmpdir,
max_epochs=1,
logger=logger,
)
# Access the experiment to ensure it's created
assert trainer.logger.experiment, 'missing experiment'
pkl_bytes = pickle.dumps(trainer)
trainer2 = pickle.loads(pkl_bytes)

assert os.environ['WANDB_MODE'] == 'dryrun'
assert trainer2.logger.__class__.__name__ == WandbLogger.__name__
assert trainer2.logger.experiment, 'missing experiment'

wandb.init.assert_called()
assert 'id' in wandb.init.call_args[1]
assert wandb.init.call_args[1]['id'] == 'the_id'

del os.environ['WANDB_MODE']
# TODO: find the issue with running this test
# @mock.patch('pytorch_lightning.loggers.wandb.wandb')
# def test_wandb_pickle(tmpdir, wandb):
# """Verify that pickling trainer with wandb logger works.
#
# Wandb doesn't work well with pytest so we have to mock it out here.
# """
# class Experiment:
# id = 'the_id'
#
# def project_name(self):
# return 'the_project_name'
#
# wandb.init.return_value = Experiment()
#
# logger = WandbLogger(id='the_id', offline=True)
#
# trainer = Trainer(
# default_root_dir=tmpdir,
# max_epochs=1,
# logger=logger,
# )
# # Access the experiment to ensure it's created
# assert trainer.logger.experiment, 'missing experiment'
# pkl_bytes = pickle.dumps(trainer)
# trainer2 = pickle.loads(pkl_bytes)
#
# assert os.environ['WANDB_MODE'] == 'dryrun'
# assert trainer2.logger.__class__.__name__ == WandbLogger.__name__
# assert trainer2.logger.experiment, 'missing experiment'
#
# wandb.init.assert_called()
# assert 'id' in wandb.init.call_args[1]
# assert wandb.init.call_args[1]['id'] == 'the_id'
#
# del os.environ['WANDB_MODE']

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