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Deprecate GPUStatsMonitor and XLAStatsMonitor in favor of `Device…
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…StatsMonitor` (#9924)

Co-authored-by: Carlos Mocholí <[email protected]>
Co-authored-by: Nicki Skafte Detlefsen <[email protected]>
Co-authored-by: Rohit Gupta <[email protected]>
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4 people authored Oct 14, 2021
1 parent a002f87 commit 6feda08
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Showing 4 changed files with 38 additions and 3 deletions.
2 changes: 2 additions & 0 deletions CHANGELOG.md
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Expand Up @@ -362,6 +362,8 @@ The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/).
- Deprecated passing `weights_summary` to the `Trainer` constructor in favor of adding the `ModelSummary` callback with `max_depth` directly to the list of callbacks ([#9699](https://github.com/PyTorchLightning/pytorch-lightning/pull/9699))


- Deprecated `GPUStatsMonitor` and `XLAStatsMonitor` in favor of `DeviceStatsMonitor` callback ([#9924](https://github.com/PyTorchLightning/pytorch-lightning/pull/9924))

### Removed

- Removed deprecated `metrics` ([#8586](https://github.com/PyTorchLightning/pytorch-lightning/pull/8586/))
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11 changes: 10 additions & 1 deletion pytorch_lightning/callbacks/gpu_stats_monitor.py
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Expand Up @@ -29,14 +29,18 @@

import pytorch_lightning as pl
from pytorch_lightning.callbacks.base import Callback
from pytorch_lightning.utilities import DeviceType, rank_zero_only
from pytorch_lightning.utilities import DeviceType, rank_zero_deprecation, rank_zero_only
from pytorch_lightning.utilities.exceptions import MisconfigurationException
from pytorch_lightning.utilities.parsing import AttributeDict
from pytorch_lightning.utilities.types import STEP_OUTPUT


class GPUStatsMonitor(Callback):
r"""
.. deprecated:: v1.5
The `GPUStatsMonitor` callback was deprecated in v1.5 and will be removed in v1.7.
Please use the `DeviceStatsMonitor` callback instead.
Automatically monitors and logs GPU stats during training stage. ``GPUStatsMonitor``
is a callback and in order to use it you need to assign a logger in the ``Trainer``.
Expand Down Expand Up @@ -91,6 +95,11 @@ def __init__(
):
super().__init__()

rank_zero_deprecation(
"The `GPUStatsMonitor` callback was deprecated in v1.5 and will be removed in v1.7."
" Please use the `DeviceStatsMonitor` callback instead."
)

if shutil.which("nvidia-smi") is None:
raise MisconfigurationException(
"Cannot use GPUStatsMonitor callback because NVIDIA driver is not installed."
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14 changes: 12 additions & 2 deletions pytorch_lightning/callbacks/xla_stats_monitor.py
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Expand Up @@ -21,15 +21,20 @@
import time

from pytorch_lightning.callbacks.base import Callback
from pytorch_lightning.utilities import _TPU_AVAILABLE, DeviceType, rank_zero_info
from pytorch_lightning.utilities import _TPU_AVAILABLE, DeviceType, rank_zero_deprecation, rank_zero_info
from pytorch_lightning.utilities.exceptions import MisconfigurationException

if _TPU_AVAILABLE:
import torch_xla.core.xla_model as xm


class XLAStatsMonitor(Callback):
"""Automatically monitors and logs XLA stats during training stage. ``XLAStatsMonitor`` is a callback and in
r"""
.. deprecated:: v1.5
The `XLAStatsMonitor` callback was deprecated in v1.5 and will be removed in v1.7.
Please use the `DeviceStatsMonitor` callback instead.
Automatically monitors and logs XLA stats during training stage. ``XLAStatsMonitor`` is a callback and in
order to use it you need to assign a logger in the ``Trainer``.
Args:
Expand All @@ -51,6 +56,11 @@ class XLAStatsMonitor(Callback):
def __init__(self, verbose: bool = True) -> None:
super().__init__()

rank_zero_deprecation(
"The `XLAStatsMonitor` callback was deprecated in v1.5 and will be removed in v1.7."
" Please use the `DeviceStatsMonitor` callback instead."
)

if not _TPU_AVAILABLE:
raise MisconfigurationException("Cannot use XLAStatsMonitor with TPUs are not available")

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14 changes: 14 additions & 0 deletions tests/deprecated_api/test_remove_1-7.py
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Expand Up @@ -18,6 +18,8 @@
import torch

from pytorch_lightning import Callback, LightningDataModule, Trainer
from pytorch_lightning.callbacks.gpu_stats_monitor import GPUStatsMonitor
from pytorch_lightning.callbacks.xla_stats_monitor import XLAStatsMonitor
from pytorch_lightning.loggers import LoggerCollection, TestTubeLogger
from tests.deprecated_api import _soft_unimport_module
from tests.helpers import BoringModel
Expand Down Expand Up @@ -366,3 +368,15 @@ def test_v1_7_0_weights_summary_trainer(tmpdir):

with pytest.deprecated_call(match=r"Setting `Trainer.weights_summary` is deprecated in v1.5"):
t.weights_summary = "blah"


@RunIf(min_gpus=1)
def test_v1_7_0_deprecate_gpu_stats_monitor(tmpdir):
with pytest.deprecated_call(match="The `GPUStatsMonitor` callback was deprecated in v1.5"):
_ = GPUStatsMonitor()


@RunIf(tpu=True)
def test_v1_7_0_deprecate_xla_stats_monitor(tmpdir):
with pytest.deprecated_call(match="The `XLAStatsMonitor` callback was deprecated in v1.5"):
_ = XLAStatsMonitor()

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