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local-llm-server/llm_server/netdata.py

53 lines
1.7 KiB
Python

import json
from datetime import datetime, timedelta
import requests
from llm_server import opts
def get_power_states():
gpu_num = 0
output = {}
while True:
url = f"{opts.netdata_root}/api/v1/data?chart=nvidia_smi.gpu{gpu_num}_power_state"
try:
response = requests.get(url, timeout=10)
if response.status_code != 200:
break
data = json.loads(response.text)
power_state_data = data['data'][0]
power_state = None
for i in range(1, len(power_state_data)):
if power_state_data[i] == 1:
power_state = data['labels'][i]
break
output[f'gpu{gpu_num}'] = int(power_state.lower().strip('p'))
except Exception as e:
print('Failed to fetch Netdata metrics:', e)
return output
gpu_num += 1
return output
def get_gpu_wh(gpu_id: int):
chart_name = f"nvidia_smi.gpu{gpu_id}_power"
now = datetime.now()
one_hour_ago = now - timedelta(hours=1)
num_seconds = int((now - one_hour_ago).total_seconds())
params = {
"chart": chart_name,
"after": int(one_hour_ago.timestamp()),
"before": int(now.timestamp()),
"points": num_seconds,
"group": "second",
"format": "json",
"options": "absolute|jsonwrap"
}
response = requests.get(f'{opts.netdata_root}/api/v1/data', params=params, timeout=10)
data = json.loads(response.text)
total_power_usage_watts = sum(point[1] for point in data['result']['data'])
# total_power_usage_watt_hours = round(total_power_usage_watts / 3600, 1)
total_power_usage_kwh = round(total_power_usage_watts / 1000 / 3600, 3)
return total_power_usage_kwh