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fix reading of graphics and memory clocks #271

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Jul 24, 2024
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43 changes: 27 additions & 16 deletions kernel_tuner/observers/nvml.py
Original file line number Diff line number Diff line change
Expand Up @@ -55,6 +55,8 @@ def __init__(self, device_id=0, nvidia_smi_fallback="nvidia-smi", use_locked_clo
self.mem_clock_default = None
self.supported_mem_clocks = []
self.supported_gr_clocks = {}
self.applications_gr_clock = self.gr_clock_default
self.applications_mem_clock = self.mem_clock_default

self.supported_mem_clocks = pynvml.nvmlDeviceGetSupportedMemoryClocks(self.dev)

Expand All @@ -71,6 +73,8 @@ def __init__(self, device_id=0, nvidia_smi_fallback="nvidia-smi", use_locked_clo
# try to set highest supported clocks
mem_clock = self.supported_mem_clocks[0]
gr_clock = self.supported_gr_clocks[mem_clock][0]
self.locked_gr_clock = 0
self.locked_mem_clock = 0
self.set_clocks(mem_clock, gr_clock)
except pynvml.NVMLError_NotSupported:
# switch to using application clocks
Expand Down Expand Up @@ -142,6 +146,8 @@ def persistence_mode(self, new_mode):

def set_clocks(self, mem_clock, gr_clock):
"""Set the memory and graphics clock for this device (may require permission)."""

mem_clock = min(self.supported_mem_clocks, key=lambda x: abs(x - mem_clock))
if mem_clock not in self.supported_mem_clocks:
raise ValueError("Illegal value for memory clock")
if gr_clock not in self.supported_gr_clocks[mem_clock]:
Expand All @@ -165,6 +171,8 @@ def set_clocks(self, mem_clock, gr_clock):
command_set_gpu_clocks = f"--lock-gpu-clocks={str(gr_clock)},{str(gr_clock)}"
subprocess.run(args + [command_set_gpu_clocks], check=True)
subprocess.run(args + [command_set_mem_clocks], check=True)
self.locked_gr_clock = gr_clock
self.locked_mem_clock = mem_clock
else:
try:
pynvml.nvmlDeviceSetApplicationsClocks(self.dev, mem_clock, gr_clock)
Expand All @@ -173,6 +181,8 @@ def set_clocks(self, mem_clock, gr_clock):
args = ["sudo", self.nvidia_smi, "-i", str(self.id)]
command_set_clocks = f"--applications-clocks={str(mem_clock)},{str(gr_clock)}"
subprocess.run(args + [command_set_clocks], check=True)
self.applications_gr_clock = gr_clock
self.applications_mem_clock = mem_clock

# Store the fact that we have modified the clocks
self.modified_clocks = True
Expand Down Expand Up @@ -210,32 +220,33 @@ def reset_clocks(self):

@property
def gr_clock(self):
"""Control the graphics clock (may require permission), only values compatible with the memory clock can be set directly."""
if self.use_locked_clocks:
return pynvml.nvmlDeviceGetClockInfo(self.dev, pynvml.NVML_CLOCK_GRAPHICS)
else:
return pynvml.nvmlDeviceGetApplicationsClock(self.dev, pynvml.NVML_CLOCK_GRAPHICS)
return pynvml.nvmlDeviceGetClockInfo(self.dev, pynvml.NVML_CLOCK_GRAPHICS)

@gr_clock.setter
def gr_clock(self, new_clock):
if new_clock != self.gr_clock:
self.set_clocks(self.mem_clock, new_clock)
"""Control the graphics clock (may require permission), only values compatible with the memory clock can be set directly."""
if self.use_locked_clocks:
if new_clock != self.locked_gr_clock:
self.set_clocks(self.mem_clock, new_clock)
else:
# if using applications clocks
if new_clock != pynvml.nvmlDeviceGetApplicationsClock(self.dev, pynvml.NVML_CLOCK_GRAPHICS):
self.set_clocks(self.applications_mem_clock, new_clock)

@property
def mem_clock(self):
"""Control the memory clock (may require permission), only values compatible with the graphics clock can be set directly."""
if self.use_locked_clocks:
# nvmlDeviceGetClock returns slightly different values than nvmlDeviceGetSupportedMemoryClocks,
# therefore set mem_clock to the closest supported value
mem_clock = pynvml.nvmlDeviceGetClockInfo(self.dev, pynvml.NVML_CLOCK_MEM)
return min(self.supported_mem_clocks, key=lambda x: abs(x - mem_clock))
else:
return pynvml.nvmlDeviceGetApplicationsClock(self.dev, pynvml.NVML_CLOCK_MEM)
return pynvml.nvmlDeviceGetClockInfo(self.dev, pynvml.NVML_CLOCK_MEM)

@mem_clock.setter
def mem_clock(self, new_clock):
if new_clock != self.mem_clock:
self.set_clocks(new_clock, self.gr_clock)
if self.use_locked_clocks:
if new_clock != self.locked_mem_clock:
self.set_clocks(new_clock, self.gr_clock)
# if using applications clocks
else:
if new_clock != pynvml.nvmlDeviceGetApplicationsClock(self.dev, pynvml.NVML_CLOCK_MEM):
self.set_clocks(new_clock, self.applications_gr_clock)

@property
def temperature(self):
Expand Down