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