superfans-gpu-controller/superfans_gpu_controller.py

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2019-03-08 19:24:59 +00:00
# Superfans GPU controller
#
# author: Domen Tabernik
# 2019
import time, superfans, subprocess
def retrieve_nvidia_gpu_temperature():
cmd = 'nvidia-smi --query-gpu=temperature.gpu --format=csv,noheader'
s = subprocess.check_output(cmd + " 2>&1", shell=True)
if len(s) <= 0:
return False
out = [int(x.strip()) for x in s.split("\n") if len(x.strip()) > 0]
if out:
return out
else:
return False
def superfans_gpu_controller(fan_settings, FAN_INCREASED_MIN_TIME=120, sleep_sec=2, gpu_moving_avg_num=5, fan_target_eps=1.0):
"""
Controller function that monitors GPU temperature in constant loop and adjusts FAN speeds based on provided `fan_settings`.
After the loop the default preset is restored.
:param fan_settings: dictionary that maps the temperature in deg C to % of fan speed
:param FAN_INCREASED_MIN_TIME: minimal time before a fan speed is again reduced (based on previous change) default=120
:param sleep_sec: loop sleep time (default=2 sec)
:param gpu_moving_avg_num: moving average for GPU i.e. the number of last measurements that are averaged (default=5)
:param fan_target_eps: tolerance of fan target w.r.t. the the actual value in deg C (default=1.0)
:return:
"""
superfan_config = dict(hostname= 'localhost')
# save default present before changing anything
default_preset = superfans.get_preset(superfan_config)
print(time.ctime() + ': Started fan control using GPU temperature.')
print(time.ctime() + ': Using settings:')
for k in sorted(fan_settings.keys()):
print(time.ctime() + ': \t%d C = %d ' % (k, fan_settings[k]) + "%")
print(time.ctime() + ':')
try:
FAN_MEMBERS = superfans.FAN_ZONES_MEMBERS[superfans.FAN_ZONE_SYS1] + \
superfans.FAN_ZONES_MEMBERS[superfans.FAN_ZONE_SYS2]
# GPU moving average
previous_target_fan = None
previous_update_time = None
prev_GPU_temp = []
while True:
# get GPU temperature
GPU_temp = retrieve_nvidia_gpu_temperature()
prev_GPU_temp.append(GPU_temp)
# continue until we have enough sampels for moving average
if len(prev_GPU_temp) < gpu_moving_avg_num:
continue
# retain last 5 mesurements
prev_GPU_temp = prev_GPU_temp[-gpu_moving_avg_num:]
mean_GPU_temp = prev_GPU_temp[0]
for gpu_temp in prev_GPU_temp[1:]:
mean_GPU_temp = [x+y for x,y in zip(gpu_temp, mean_GPU_temp)]
mean_GPU_temp = [x/len(prev_GPU_temp) for x in mean_GPU_temp]
max_gpu_temp = max(mean_GPU_temp)
for key_temp in sorted(fan_settings.keys())[::-1]:
if key_temp <= max_gpu_temp:
target_fan = fan_settings[key_temp]
break
current_fan_levels = superfans.get_fan(superfan_config, FAN_MEMBERS)
current_update_time = time.time()
diff_sys1_fan = [abs(current_fan_levels[FAN] - target_fan) for FAN in superfans.FAN_ZONES_MEMBERS[superfans.FAN_ZONE_SYS1]]
diff_sys2_fan = [abs(current_fan_levels[FAN] - target_fan) for FAN in superfans.FAN_ZONES_MEMBERS[superfans.FAN_ZONE_SYS2]]
disbale_update = False
if previous_update_time is not None and previous_target_fan is not None:
has_enough_time_elapsed = current_update_time - previous_update_time > FAN_INCREASED_MIN_TIME
is_level_down_change = target_fan < previous_target_fan
disbale_update = True if is_level_down_change and not has_enough_time_elapsed else False
if not disbale_update:
# Allow for 1% difference in target
update_sys1_fan = any([d > fan_target_eps for d in diff_sys1_fan])
update_sys2_fan = any([d > fan_target_eps for d in diff_sys2_fan])
if update_sys1_fan:
superfans.set_fan(superfan_config, target_fan, superfans.FAN_ZONE_SYS1)
if update_sys2_fan:
superfans.set_fan(superfan_config, target_fan, superfans.FAN_ZONE_SYS2)
if update_sys1_fan or update_sys2_fan:
print(time.ctime() + ': \tCurrent GPU measurements: %s' % ','.join(map(str,GPU_temp)))
print(time.ctime() + ': \tMoving average GPU measurements: %s' % ','.join(map(str,mean_GPU_temp)))
print(time.ctime() + ': \tTarget difference: SYS1 fan = %f; SYS2 fan = %f' % (max(diff_sys1_fan), max(diff_sys2_fan)))
print(time.ctime() + ':')
previous_target_fan = target_fan
previous_update_time = current_update_time
time.sleep(sleep_sec)
finally:
# revert back to default preset before finishing
superfans.set_preset(superfan_config, default_preset)
print(time.ctime() + ': Reverted back to system default.')
if __name__ == "__main__":
# fan settings = {[in deg C]: [% fan], ...}
fan_settings = {0: 25,
60: 30,
70: 36,
80: 40,
85: 45,
90: 50}
superfans_gpu_controller(fan_settings)