import os import re import pickle import numpy as np def get_sample_of_gpu(): from re import sub, findall import subprocess from subprocess import run no_graph = "NVIDIA-SMI has failed because it couldn't communicate with the NVIDIA driver. Make sure that the latest NVIDIA driver is installed and running." no_version = "Failed to initialize NVML: Driver/library version mismatch" smi_string = run(['rocm-smi', '-P', '--showvoltage', '--showmemuse'], stdout=subprocess.PIPE) smi_string = smi_string.stdout.decode('utf-8') smi_string = smi_string.split("\n") smi_string = list(filter(lambda x: x, smi_string)) if smi_string[0] == no_graph: raise Exception("It seems that no AMD GPU is installed") elif smi_string[0] == no_version: raise Exception("rocm-smi version mismatch") else: results= [] gpuW0 = findall("[0-9]*\.[0-9]*",smi_string[2]) gpuW1 = findall("[0-9]*\.[0-9]*",smi_string[4]) gpuM0 = findall("[0-9]+",smi_string[7]) gpuM1 = findall("[0-9]+",smi_string[9]) gpuV0 = findall("[0-9]+",smi_string[13]) gpuV1 = findall("[0-9]+",smi_string[14]) results.append(float(gpuW0[0]) + float(gpuW1[0])) if len(gpuM0) == 2 and len(gpuM1) == 2: results.append(int(gpuM0[1]) + int(gpuM1[1])) elif len(gpuM0) == 2: results.append(gpuM0[1]) elif len(gpuM1) == 2: results.append(gpuM1[1]) results.append(int(gpuV0[1]) + int(gpuV1[1])) return results #for l in smi_string: #temp = findall("[0-9]*MiB | [0-9]*W",l) #if temp: #return temp def total_watt_consumed(pickle_name): with (open(pickle_name, "rb")) as file: while True: try: x = pickle.load(file) except EOFError: break x = np.array(x) x = x[:,0] y = [float(re.findall("\d+.\d+",xi)[0]) for xi in x] return sum(y)