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Added GPU Monitor to new client with proper url
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# | ||
# Copyright (c) 2021, Neptune Labs Sp. z o.o. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# |
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# | ||
# Copyright (c) 2021, Neptune Labs Sp. z o.o. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
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import logging | ||
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from neptune.vendor.pynvml import ( | ||
NVMLError, | ||
nvmlDeviceGetCount, | ||
nvmlDeviceGetHandleByIndex, | ||
nvmlDeviceGetMemoryInfo, | ||
nvmlDeviceGetUtilizationRates, | ||
nvmlInit, | ||
) | ||
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_logger = logging.getLogger(__name__) | ||
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class GPUMonitor(object): | ||
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nvml_error_printed = False | ||
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def get_card_count(self): | ||
return self.__nvml_get_or_else(nvmlDeviceGetCount, default=0) | ||
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def get_card_usage_percent(self, card_index): | ||
# pylint: disable=no-member | ||
# pylint incorrectly detects that function nvmlDeviceGetUtilizationRates returns str | ||
return self.__nvml_get_or_else( | ||
lambda: float( | ||
nvmlDeviceGetUtilizationRates( | ||
nvmlDeviceGetHandleByIndex(card_index) | ||
).gpu | ||
) | ||
) | ||
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def get_card_used_memory_in_bytes(self, card_index): | ||
# pylint: disable=no-member | ||
# pylint incorrectly detects that function nvmlDeviceGetMemoryInfo returns str | ||
return self.__nvml_get_or_else( | ||
lambda: nvmlDeviceGetMemoryInfo(nvmlDeviceGetHandleByIndex(card_index)).used | ||
) | ||
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def get_top_card_memory_in_bytes(self): | ||
def read_top_card_memory_in_bytes(): | ||
# pylint: disable=no-member | ||
# pylint incorrectly detects that function nvmlDeviceGetMemoryInfo returns str | ||
return self.__nvml_get_or_else( | ||
lambda: [ | ||
nvmlDeviceGetMemoryInfo( | ||
nvmlDeviceGetHandleByIndex(card_index) | ||
).total | ||
for card_index in range(nvmlDeviceGetCount()) | ||
], | ||
default=0, | ||
) | ||
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memory_per_card = read_top_card_memory_in_bytes() | ||
if not memory_per_card: | ||
return 0 | ||
return max(memory_per_card) | ||
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def __nvml_get_or_else(self, getter, default=None): | ||
try: | ||
nvmlInit() | ||
return getter() | ||
except NVMLError as e: | ||
if not GPUMonitor.nvml_error_printed: | ||
warning = ( | ||
"Info (NVML): %s. GPU usage metrics may not be reported. For more information, " | ||
"see https://docs.neptune.ai/you-should-know" | ||
"/what-can-you-log-and-display" | ||
"#hardware-consumption" | ||
) | ||
_logger.warning(warning, e) | ||
GPUMonitor.nvml_error_printed = True | ||
return default |
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