From 2e199c840e8e522bb468bc8afb268d94fc005b2f Mon Sep 17 00:00:00 2001 From: Hayden Housen Date: Fri, 3 Jul 2020 17:21:57 -0400 Subject: [PATCH 1/7] Start accumulate gradients schedule at epoch 0 --- pytorch_lightning/trainer/training_tricks.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pytorch_lightning/trainer/training_tricks.py b/pytorch_lightning/trainer/training_tricks.py index 69c764e06e48f..883eed320f80d 100644 --- a/pytorch_lightning/trainer/training_tricks.py +++ b/pytorch_lightning/trainer/training_tricks.py @@ -99,7 +99,7 @@ def configure_accumulated_gradients(self, accumulate_grad_batches): if isinstance(accumulate_grad_batches, dict): self.accumulation_scheduler = GradientAccumulationScheduler(accumulate_grad_batches) elif isinstance(accumulate_grad_batches, int): - schedule = {1: accumulate_grad_batches} + schedule = {0: accumulate_grad_batches} self.accumulation_scheduler = GradientAccumulationScheduler(schedule) else: raise TypeError("Gradient accumulation supports only int and dict types") From f1f9b6f8769d67f2cfb3e0a47fe0efafa6628cf2 Mon Sep 17 00:00:00 2001 From: Hayden Housen Date: Fri, 3 Jul 2020 18:36:00 -0400 Subject: [PATCH 2/7] Undo change in #2375 --- tests/trainer/test_lr_finder.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/trainer/test_lr_finder.py b/tests/trainer/test_lr_finder.py index b9f955ed22331..ed0421a077f2f 100755 --- a/tests/trainer/test_lr_finder.py +++ b/tests/trainer/test_lr_finder.py @@ -154,7 +154,7 @@ def test_accumulation_and_early_stopping(tmpdir): 'Learning rate was not altered after running learning rate finder' assert len(lrfinder.results['lr']) == 100, \ 'Early stopping for learning rate finder did not work' - assert lrfinder._total_batch_idx == 190, \ + assert lrfinder._total_batch_idx == 100 * 2, \ 'Accumulation parameter did not work' From 6420265cb7045d63d15bb34f38d0258650a98168 Mon Sep 17 00:00:00 2001 From: Hayden Housen Date: Sat, 4 Jul 2020 19:26:21 -0400 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zAxhv?J1LOvVA947gE7YYvA9nUZ;NdEC!jkjnDVLmDq)VQn1ap3j$xG?tjAY#UA6I%z zx=yE8BP!;JmJ8>cY9<0g(`cSV=X9PA4i2TaxJ2TjSz|7ZJpz#pL&1@eq2;^=rnrwK zp-aKJa4UTXZ+0H8vjWusF5PfJBQLG>g@Pe_reR-aqhJsE}arUb;&TWE~6u813YAV${d-S5LB zhkr{crsv%IXYuIxigcn^?2An55_tpj`na_Q$yyiOs`Aua@|B)t?dnH4aS``zJU2^I g@QfH0S5OQ{ZZESvR`HmTO=1?!*K=!d{mXp+0B`i09{>OV literal 0 HcmV?d00001 diff --git a/tests/trainer/test_trainer.py b/tests/trainer/test_trainer.py index 68b41d65471b0..6ff2a63ed43c1 100644 --- a/tests/trainer/test_trainer.py +++ b/tests/trainer/test_trainer.py @@ -103,7 +103,8 @@ def test_no_val_end_module(monkeypatch, tmpdir, tmpdir_server, url_ckpt): model_2.eval() -def test_gradient_accumulation_scheduling(tmpdir): +@pytest.mark.parametrize('schedule_expected', [({1: 2, 3: 4}, [1, 2, 4]), (3, [3, 3, 3]), (4, [4, 4, 4])]) +def test_gradient_accumulation_scheduling(tmpdir, schedule_expected): """ Test grad accumulation by the freq of optimizer updates """ @@ -123,59 +124,59 @@ def test_gradient_accumulation_scheduling(tmpdir): with pytest.raises(TypeError): assert Trainer(accumulate_grad_batches={1: 2.5, 3: 5}) + model = EvalModelTemplate() + schedule = schedule_expected[0] + expected = schedule_expected[1] + + trainer = Trainer(accumulate_grad_batches=schedule, + limit_train_batches=0.8, + limit_val_batches=0.8, + max_epochs=4, + default_root_dir=tmpdir) + # test optimizer call freq matches scheduler - def _optimizer_step(self, epoch, batch_idx, optimizer, - optimizer_idx, second_order_closure=None): + def _optimizer_step(epoch, batch_idx, optimizer, optimizer_idx, second_order_closure=None, on_tpu=False, using_native_amp=False, using_lbfgs=False): # only test the first 12 batches in epoch if batch_idx < 12: if epoch == 0: # reset counter when starting epoch - if batch_idx == 0: - self.prev_called_batch_idx = 0 + if batch_idx == expected[0]-1: + model.prev_called_batch_idx = expected[0]-1 # use this opportunity to test once - assert self.trainer.accumulate_grad_batches == 1 + assert trainer.accumulate_grad_batches == expected[0] - assert batch_idx == self.prev_called_batch_idx - self.prev_called_batch_idx += 1 + assert batch_idx == model.prev_called_batch_idx + model.prev_called_batch_idx += expected[0] elif 1 <= epoch <= 2: # reset counter when starting epoch - if batch_idx == 1: - self.prev_called_batch_idx = 1 + if batch_idx == expected[1]-1: + model.prev_called_batch_idx = expected[1]-1 # use this opportunity to test once - assert self.trainer.accumulate_grad_batches == 2 + assert trainer.accumulate_grad_batches == expected[1] - assert batch_idx == self.prev_called_batch_idx - self.prev_called_batch_idx += 2 + assert batch_idx == model.prev_called_batch_idx + model.prev_called_batch_idx += expected[1] else: - if batch_idx == 3: - self.prev_called_batch_idx = 3 + if batch_idx == expected[2]-1: + model.prev_called_batch_idx = expected[2]-1 # use this opportunity to test once - assert self.trainer.accumulate_grad_batches == 4 + assert trainer.accumulate_grad_batches == expected[2] - assert batch_idx == self.prev_called_batch_idx - self.prev_called_batch_idx += 3 + assert batch_idx == model.prev_called_batch_idx + model.prev_called_batch_idx += expected[2] optimizer.step() # clear gradients optimizer.zero_grad() - model = EvalModelTemplate() - schedule = {1: 2, 3: 4} - - trainer = Trainer(accumulate_grad_batches=schedule, - limit_train_batches=0.1, - limit_val_batches=0.1, - max_epochs=2, - default_root_dir=tmpdir) - # for the test - trainer.optimizer_step = _optimizer_step + model.optimizer_step = _optimizer_step model.prev_called_batch_idx = 0 trainer.fit(model) From e0cb0285c32f9bf6d5283cc475e0d755b8323ccf Mon Sep 17 00:00:00 2001 From: Hayden Housen Date: Sat, 4 Jul 2020 19:30:49 -0400 Subject: [PATCH 4/7] Fix pep8 formatting --- tests/trainer/test_trainer.py | 16 +++++++++------- 1 file changed, 9 insertions(+), 7 deletions(-) diff --git a/tests/trainer/test_trainer.py b/tests/trainer/test_trainer.py index 6ff2a63ed43c1..3dbab521cbfd5 100644 --- a/tests/trainer/test_trainer.py +++ b/tests/trainer/test_trainer.py @@ -135,13 +135,15 @@ def test_gradient_accumulation_scheduling(tmpdir, schedule_expected): default_root_dir=tmpdir) # test optimizer call freq matches scheduler - def _optimizer_step(epoch, batch_idx, optimizer, optimizer_idx, second_order_closure=None, on_tpu=False, using_native_amp=False, using_lbfgs=False): + def _optimizer_step(epoch, batch_idx, optimizer, optimizer_idx, + second_order_closure=None, on_tpu=False, + using_native_amp=False, using_lbfgs=False): # only test the first 12 batches in epoch if batch_idx < 12: if epoch == 0: # reset counter when starting epoch - if batch_idx == expected[0]-1: - model.prev_called_batch_idx = expected[0]-1 + if batch_idx == expected[0] - 1: + model.prev_called_batch_idx = expected[0] - 1 # use this opportunity to test once assert trainer.accumulate_grad_batches == expected[0] @@ -151,8 +153,8 @@ def _optimizer_step(epoch, batch_idx, optimizer, optimizer_idx, second_order_clo elif 1 <= epoch <= 2: # reset counter when starting epoch - if batch_idx == expected[1]-1: - model.prev_called_batch_idx = expected[1]-1 + if batch_idx == expected[1] - 1: + model.prev_called_batch_idx = expected[1] - 1 # use this opportunity to test once assert trainer.accumulate_grad_batches == expected[1] @@ -161,8 +163,8 @@ def _optimizer_step(epoch, batch_idx, optimizer, optimizer_idx, second_order_clo model.prev_called_batch_idx += expected[1] else: - if batch_idx == expected[2]-1: - model.prev_called_batch_idx = expected[2]-1 + if batch_idx == expected[2] - 1: + model.prev_called_batch_idx = expected[2] - 1 # use this opportunity to test once assert trainer.accumulate_grad_batches == expected[2] From 9ea32af3e792addba0ae6759bd198a3aa10bc894 Mon Sep 17 00:00:00 2001 From: Hayden Housen Date: Sun, 5 Jul 2020 09:38:40 -0400 Subject: [PATCH 5/7] Remove 'Datasets/' folder 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zAxhv?J1LOvVA947gE7YYvA9nUZ;NdEC!jkjnDVLmDq)VQn1ap3j$xG?tjAY#UA6I%z zx=yE8BP!;JmJ8>cY9<0g(`cSV=X9PA4i2TaxJ2TjSz|7ZJpz#pL&1@eq2;^=rnrwK zp-aKJa4UTXZ+0H8vjWusF5PfJBQLG>g@Pe_reR-aqhJsE}arUb;&TWE~6u813YAV${d-S5LB zhkr{crsv%IXYuIxigcn^?2An55_tpj`na_Q$yyiOs`Aua@|B)t?dnH4aS``zJU2^I g@QfH0S5OQ{ZZESvR`HmTO=1?!*K=!d{mXp+0B`i09{>OV From d729f2d5ee8d0de268f216e77c533c2d1588687b Mon Sep 17 00:00:00 2001 From: Hayden Housen Date: Sun, 5 Jul 2020 19:49:30 -0400 Subject: [PATCH 6/7] Split args for readability --- tests/trainer/test_trainer.py | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/tests/trainer/test_trainer.py b/tests/trainer/test_trainer.py index 3dbab521cbfd5..81b7291f0a43a 100644 --- a/tests/trainer/test_trainer.py +++ b/tests/trainer/test_trainer.py @@ -103,8 +103,13 @@ def test_no_val_end_module(monkeypatch, tmpdir, tmpdir_server, url_ckpt): model_2.eval() -@pytest.mark.parametrize('schedule_expected', [({1: 2, 3: 4}, [1, 2, 4]), (3, [3, 3, 3]), (4, [4, 4, 4])]) -def test_gradient_accumulation_scheduling(tmpdir, schedule_expected): +@pytest.mark.parametrize(['schedule', 'expected'], [ + pytest.param({1: 2, 3: 4}, [1, 2, 4]), + pytest.param(3, [3, 3, 3]), + pytest.param(4, [4, 4, 4]) + ] +) +def test_gradient_accumulation_scheduling(tmpdir, schedule, expected): """ Test grad accumulation by the freq of optimizer updates """ @@ -125,8 +130,6 @@ def test_gradient_accumulation_scheduling(tmpdir, schedule_expected): assert Trainer(accumulate_grad_batches={1: 2.5, 3: 5}) model = EvalModelTemplate() - schedule = schedule_expected[0] - expected = schedule_expected[1] trainer = Trainer(accumulate_grad_batches=schedule, limit_train_batches=0.8, From 9c6b82c163a9336cf38855884eac179a453055f2 Mon Sep 17 00:00:00 2001 From: Hayden Housen Date: Sun, 5 Jul 2020 20:23:18 -0400 Subject: [PATCH 7/7] Fix pep8 formatting --- tests/trainer/test_trainer.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/tests/trainer/test_trainer.py b/tests/trainer/test_trainer.py index 81b7291f0a43a..a078c40d48a93 100644 --- a/tests/trainer/test_trainer.py +++ b/tests/trainer/test_trainer.py @@ -103,9 +103,11 @@ def test_no_val_end_module(monkeypatch, tmpdir, tmpdir_server, url_ckpt): model_2.eval() -@pytest.mark.parametrize(['schedule', 'expected'], [ - pytest.param({1: 2, 3: 4}, [1, 2, 4]), - pytest.param(3, [3, 3, 3]), +@pytest.mark.parametrize( + ['schedule', 'expected'], + [ + pytest.param({1: 2, 3: 4}, [1, 2, 4]), + pytest.param(3, [3, 3, 3]), pytest.param(4, [4, 4, 4]) ] )