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TheRock/rocm-libraries/projects/rocfft/scripts/perf/perflib/specs.py
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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

230 lines
7.8 KiB
Python

# Copyright (C) 2021 - 2022 Advanced Micro Devices, Inc. All rights reserved.
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in
# all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
# THE SOFTWARE.
"""Get host/gpu specs."""
import json
import re
import socket
import subprocess
import os
import shutil
from dataclasses import dataclass
from pathlib import Path as path
from textwrap import dedent
@dataclass
class MachineSpecs:
hostname: str
cpu: str
sbios: str
kernel: str
ram: str
distro: str
rocmversion: str
vbios: str
gpuid: str
deviceinfo: str
vram: str
perflevel: str
mclk: str
sclk: str
bandwidth: str
def __str__(self):
return dedent(f'''\
Host info:
hostname: {self.hostname}
cpu info: {self.cpu}
sbios info: {self.sbios}
ram: {self.ram}
distro: {self.distro}
kernel version: {self.kernel}
rocm version: {self.rocmversion}
Device info:
device: {self.deviceinfo}
vbios version: {self.vbios}
vram: {self.vram}
performance level: {self.perflevel}
system clock: {self.sclk}
memory clock: {self.mclk}
''')
def run(cmd):
p = subprocess.run(cmd, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
return p.stdout.decode('utf-8', errors='replace')
def parse_amdsmi_json(text):
# amd-smi may prepend non-JSON warnings (e.g. permission notices) to
# stdout. Strip anything before the first '{' so json.loads succeeds.
idx = text.find('{')
if idx < 0:
return {}
return json.loads(text[idx:])
def search(pattern, string):
m = re.search(pattern, string, re.MULTILINE)
if m is not None:
return m.group(1)
return None
def get_machine_specs(devicenum, type='default'):
# host info var
hostname = None
cpu = None
sbios = None
kernel = None
ram = None
distro = None
rocmversion = None
# device info var
vbios = None
gpuid = None
deviceinfo = None
vram = None
perflevel = None
mclk = None
sclk = None
bandwidth = None
if type == 'host' or type == 'default':
hostname = socket.gethostname()
version = path('/proc/version').read_text()
kernel = search(r'version (\S*)', version)
cpuinfo = path('/proc/cpuinfo').read_text()
cpu = search(r'^model name\s*: (.*?)$', cpuinfo)
meminfo = path('/proc/meminfo').read_text()
ram = search(r'MemTotal:\s*(\S*)', meminfo)
ram = '{:.2f} GiB'.format(float(ram) / 1024**2)
os_release = path('/etc/os-release').read_text()
distro = search(r'PRETTY_NAME="(.*?)"', os_release)
sbios = path('/sys/class/dmi/id/bios_vendor').read_text().strip(
) + path('/sys/class/dmi/id/bios_version').read_text().strip()
# Todo: check the fixed path, maybe set the rocm path as a variable,
# the same as rocm-smi.
if os.path.isfile('/opt/rocm/.info/version-utils'):
rocm_info = path('/opt/rocm/.info/version-utils').read_text()
elif os.path.isfile('/opt/rocm/.info/version'):
rocm_info = path('/opt/rocm/.info/version').read_text()
else:
rocm_info = "rocm info not available"
rocmversion = rocm_info.strip()
if type == 'device' or type == 'default':
amd_smi_found = shutil.which('amd-smi') is not None
static_entry = None
metric_entry = None
if amd_smi_found:
try:
static_data = parse_amdsmi_json(
run([
'amd-smi', 'static', '--vbios', '--vram', '--board',
'--asic', '--json'
]))
metric_data = parse_amdsmi_json(
run([
'amd-smi', 'metric', '--clock', '--perf-level',
'--json'
]))
for entry in static_data.get('gpu_data', []):
if entry.get('gpu') == devicenum:
static_entry = entry
break
for entry in metric_data.get('gpu_data', []):
if entry.get('gpu') == devicenum:
metric_entry = entry
break
except (json.JSONDecodeError, ValueError, KeyError):
pass
# Conversion factors from amd-smi size units to GiB. Tolerates the
# MB/MiB (and KB/KiB, GB/GiB) ambiguity in amd-smi output by treating
# them as equivalent powers of 2.
unit_to_gib = {
'KB': 1 / 1024**2,
'KiB': 1 / 1024**2,
'MB': 1 / 1024,
'MiB': 1 / 1024,
'GB': 1.0,
'GiB': 1.0,
'TB': 1024.0,
'TiB': 1024.0,
}
if static_entry is not None:
vbios = static_entry.get('ifwi', {}).get('part_number',
'no amd-smi')
gpuid = static_entry.get('asic', {}).get('device_id', 'no amd-smi')
deviceinfo = static_entry.get('asic', {}).get(
'market_name', 'no amd-smi')
vram_size = static_entry.get('vram', {}).get('size', {})
vram_value = vram_size.get('value', 0)
vram_unit = vram_size.get('unit', 'MB')
vram_gib = float(vram_value) * unit_to_gib.get(vram_unit, 0)
else:
vbios = 'no amd-smi'
gpuid = 'no amd-smi'
deviceinfo = 'no amd-smi'
vram_gib = 0
if metric_entry is not None:
perflevel = metric_entry.get('perf_level', 'no amd-smi')
if isinstance(perflevel, str):
perflevel = perflevel.replace('AMDSMI_DEV_PERF_LEVEL_',
'').lower()
mem_clk = metric_entry.get('clock',
{}).get('mem_0', {}).get('clk', {})
mclk = '{}{}'.format(mem_clk.get('value', 0),
mem_clk.get('unit', '')) if mem_clk else 0
gfx_clk = metric_entry.get('clock',
{}).get('gfx_0', {}).get('clk', {})
sclk = '{}{}'.format(gfx_clk.get('value', 0),
gfx_clk.get('unit', '')) if gfx_clk else 0
else:
perflevel = 'no amd-smi'
mclk = 0
sclk = 0
vram = '{:.2f} GiB'.format(vram_gib)
if gpuid == '0x66af':
# radeon7: float: 13.8 TFLOPs, double: 3.46 TFLOPs, 1024 GB/s
bandwidth = (13.8, 3.46, 1024)
return MachineSpecs(hostname, cpu, sbios, kernel, ram, distro, rocmversion,
vbios, gpuid, deviceinfo, vram, perflevel, mclk, sclk,
bandwidth)
if __name__ == '__main__':
print(get_machine_specs(0))