Files
IQ.Pilot/artifacts/package_sources/tinygrad/extra/amdpci/am_smi.py
2026-08-22 23:42:41 -05:00

417 lines
18 KiB
Python
Executable File

#!/usr/bin/env python3
import time, mmap, sys, shutil, os, glob, subprocess, argparse, collections
from tinygrad.helpers import DEBUG, NO_COLOR, colored, ansilen
from tinygrad.runtime.autogen import libc
from tinygrad.runtime.autogen.am import am
from tinygrad.runtime.support.hcq import MMIOInterface
from tinygrad.runtime.support.am.amdev import AMDev, AMMemoryManager, AMPageTableEntry
from tinygrad.runtime.support.am.ip import AM_SOC, AM_GMC, AM_IH, AM_PSP, AM_SMU, AM_GFX, AM_SDMA
def bold(s): return s if NO_COLOR else f"\033[1m{s}\033[0m"
def trim(s:str, length:int) -> str:
if len(s) > length: return s[:length-3] + "..."
return s
def pad(x:str, length:int) -> str:
if len(x) < length: return x + " " * (length - len(x))
return x
def color_temp(temp):
if temp >= 87: return colored(f"{temp:>3}", "red")
elif temp >= 80: return colored(f"{temp:>3}", "yellow")
return f"{temp:>3}"
def color_voltage(voltage): return colored(f"{voltage/1000:>5.3f}V", "cyan")
def draw_bar(percentage, width=40, fill='|', empty=' ', opt_text='', color='cyan'):
percentage = 0.0 if percentage != percentage else percentage # NaN guard
percentage = max(0.0, min(1.0, float(percentage)))
filled_width = int(width * percentage)
if not opt_text: opt_text = f'{percentage*100:.1f}%'
bar = fill * filled_width + empty * (width - filled_width)
if opt_text and len(opt_text) <= len(bar): bar = (bar[:-len(opt_text)] + opt_text)
bar = colored(bar[:filled_width], color) + bar[filled_width:]
return f'[{bar}]'
def same_line(strs:list[list[str]|None], split=8) -> list[str]:
strs = [s for s in strs if s is not None]
if len(strs) == 0: return []
ret = []
max_width_in_block = [max(ansilen(line) for line in block) for block in strs]
max_height = max(len(block) for block in strs)
for i in range(max_height):
line = []
for bid, block in enumerate(strs):
if i < len(block): line.append(block[i] + (' ' * (split + max_width_in_block[bid] - ansilen(block[i])) if bid != len(strs) - 1 else ''))
else: line.append(' ' * (split + max_width_in_block[bid]))
ret.append(' '.join(line))
return ret
def get_bar0_size(pcibus):
resource_file = f"/sys/bus/pci/devices/{pcibus}/resource"
if not os.path.exists(resource_file): raise FileNotFoundError(f"Resource file not found: {resource_file}")
with open(resource_file, "r") as f: lines = f.readlines()
bar0_info = lines[0].split()
if len(bar0_info) < 3: raise ValueError("Unexpected resource file format for BAR0.")
start_hex, end_hex, _flags = bar0_info
return int(end_hex, 16) - int(start_hex, 16) + 1
class AMSMI(AMDev):
def __init__(self, pcibus, vram_bar:MMIOInterface, doorbell_bar:MMIOInterface, mmio_bar:MMIOInterface):
self.pcibus, self.devfmt = pcibus, pcibus
self.vram, self.doorbell64, self.mmio = vram_bar, doorbell_bar, mmio_bar
self.pci_state = self.read_pci_state()
if self.pci_state == "D0": self._init_from_d0()
def _init_from_d0(self):
self._run_discovery()
self._build_regs()
if self.reg("regSCRATCH_REG7").read() != AMDev.Version:
raise Exception(f"Unsupported AM version: {self.reg('regSCRATCH_REG7').read():x}")
self.is_booting = True
self.init_sw(smi_dev=True)
self.partial_boot = True # do not init anything
def read_pci_state(self):
with open(f"/sys/bus/pci/devices/{self.pcibus}/power_state", "r") as f: return f.read().strip().rstrip()
class SMICtx:
def __init__(self):
self.devs = []
self.opened_pcidevs = []
self.opened_pci_resources = {}
self.prev_lines_cnt = 0
self.prev_terminal_width = 0
self.prev_terminal_height = 0
self.prev_metrics = {}
remove_parts = ["Advanced Micro Devices, Inc. [AMD/ATI]", "VGA compatible controller:", "Processing accelerators:"]
lspci = subprocess.check_output(["lspci"]).decode("utf-8").splitlines()
self.lspci = {l.split()[0]: l.split(" ", 1)[1] for l in lspci}
for k,v in self.lspci.items():
for part in remove_parts: self.lspci[k] = self.lspci[k].replace(part, "").strip().rstrip()
def _smuq10_round(self, v:int) -> int:
v = int(v)
return (v + 512) >> 10 # SMUQ10_ROUND
def _fmt_kb(self, kb:int) -> str:
kb = int(kb)
if kb < 1024: return f"{kb}KB"
mb = kb / 1024.0
if mb < 1024: return f"{mb:.1f}MB"
gb = mb / 1024.0
if gb < 1024: return f"{gb:.2f}GB"
tb = gb / 1024.0
return f"{tb:.2f}TB"
def _open_am_device(self, pcibus):
if pcibus not in self.opened_pci_resources:
bar_fds = {bar: os.open(f"/sys/bus/pci/devices/{pcibus}/resource{bar}", os.O_RDWR | os.O_SYNC) for bar in [0, 2, 5]}
bar_size = {0: get_bar0_size(pcibus), 2: os.fstat(bar_fds[2]).st_size, 5: os.fstat(bar_fds[5]).st_size}
def map_pci_range(bar, fmt='B'):
return MMIOInterface(libc.mmap(0, bar_size[bar], mmap.PROT_READ | mmap.PROT_WRITE, mmap.MAP_SHARED, bar_fds[bar], 0), bar_size[bar], fmt)
self.opened_pci_resources[pcibus] = (map_pci_range(0), None, map_pci_range(5, 'I'))
try:
self.devs.append(AMSMI(pcibus, *self.opened_pci_resources[pcibus]))
except Exception as e:
if DEBUG >= 2: print(f"Failed to open AM device {pcibus}: {e}")
return
self.opened_pcidevs.append(pcibus)
if DEBUG >= 2: print(f"Opened AM device {pcibus}")
def rescan_devs(self):
pattern = os.path.join('/tmp', 'am_*.lock')
for d in [f[8:-5] for f in glob.glob(pattern)]:
if d.startswith("usb"): continue
if d not in self.opened_pcidevs:
self._open_am_device(d)
for d in self.devs:
if d.read_pci_state() != d.pci_state:
d.pci_state = d.read_pci_state()
if d.pci_state == "D0": d._init_from_d0()
os.system('clear')
if d.pci_state == "D0" and d.reg("regSCRATCH_REG7").read() != AMDev.Version:
self.devs.remove(d)
self.opened_pcidevs.remove(d.pcibus)
os.system('clear')
if DEBUG >= 2: print(f"Removed AM device {d.pcibus}")
def collect(self):
tables = {}
for dev in self.devs:
match dev.ip_ver[am.MP1_HWIP]:
case (13,0,6): table_t = dev.smu.smu_mod.MetricsTableV0_t
case (13,0,12): table_t = dev.smu.smu_mod.MetricsTable_t
case _: table_t = dev.smu.smu_mod.SmuMetricsExternal_t
tables[dev] = dev.smu.read_table(table_t, dev.smu.smu_mod.SMU_TABLE_SMU_METRICS) if dev.pci_state == "D0" else None
return tables
def _pick_nonzero_avg(self, vals) -> int:
xs = [x for x in vals if x > 0]
return int(sum(xs) / len(xs)) if xs else 0
def get_gfx_activity(self, dev, metrics):
match dev.ip_ver[am.MP1_HWIP]:
case (13,0,6)|(13,0,12): return max(0, min(100, self._smuq10_round(metrics.SocketGfxBusy)))
case _: return metrics.SmuMetrics.AverageGfxActivity
def get_mem_activity(self, dev, metrics):
match dev.ip_ver[am.MP1_HWIP]:
case (13,0,6)|(13,0,12): return max(0, min(100, self._smuq10_round(metrics.DramBandwidthUtilization)))
case _: return metrics.SmuMetrics.AverageUclkActivity
def get_temps(self, dev, metrics, compact=False):
match dev.ip_ver[am.MP1_HWIP]:
case (13,0,6)|(13,0,12):
temps = {
"Hotspot": self._smuq10_round(metrics.MaxSocketTemperature),
"HBM": self._smuq10_round(metrics.MaxHbmTemperature),
"VR": self._smuq10_round(metrics.MaxVrTemperature),
}
if compact: return {k: temps[k] for k in ("Hotspot", "HBM") if temps.get(k, 0) != 0}
return {k: v for k, v in temps.items() if v != 0}
case _:
temps_keys = [(k, name) for k, name in dev.smu.smu_mod.TEMP_e.items()
if k < dev.smu.smu_mod.TEMP_COUNT and metrics.SmuMetrics.AvgTemperature[k] != 0]
if compact: temps_keys = [(k, name) for k, name in temps_keys if k in (dev.smu.smu_mod.TEMP_HOTSPOT, dev.smu.smu_mod.TEMP_MEM)]
return {name: metrics.SmuMetrics.AvgTemperature[k] for k, name in temps_keys}
def get_voltage(self, dev, metrics, compact=False):
match dev.ip_ver[am.MP1_HWIP]:
case (13,0,6)|(13,0,12): return {}
case _:
voltage_keys = [(k, name) for k, name in dev.smu.smu_mod.SVI_PLANE_e.items()
if k < dev.smu.smu_mod.SVI_PLANE_COUNT and metrics.SmuMetrics.AvgVoltage[k] != 0]
return {name: metrics.SmuMetrics.AvgVoltage[k] for k, name in voltage_keys}
def get_busy_threshold(self, dev):
match dev.ip_ver[am.MP1_HWIP]:
case (14, 0, 2): return 5
case _: return 15
def get_gfx_freq(self, dev, metrics):
if metrics is None: return 0
match dev.ip_ver[am.MP1_HWIP]:
case (13,0,6)|(13,0,12): return self._smuq10_round(metrics.GfxclkFrequency[0])
case _:
return metrics.SmuMetrics.AverageGfxclkFrequencyPostDs if self.get_gfx_activity(dev, metrics) <= self.get_busy_threshold(dev) else \
metrics.SmuMetrics.AverageGfxclkFrequencyPreDs
def get_mem_freq(self, dev, metrics):
match dev.ip_ver[am.MP1_HWIP]:
case (13,0,6)|(13,0,12): return self._smuq10_round(metrics.UclkFrequency)
case _:
return metrics.SmuMetrics.AverageMemclkFrequencyPostDs if self.get_mem_activity(dev, metrics) <= self.get_busy_threshold(dev) else \
metrics.SmuMetrics.AverageMemclkFrequencyPreDs
def get_fckl_freq(self, dev, metrics):
match dev.ip_ver[am.MP1_HWIP]:
case (13,0,6)|(13,0,12): return self._smuq10_round(metrics.FclkFrequency)
case _:
return metrics.SmuMetrics.AverageFclkFrequencyPostDs if self.get_mem_activity(dev, metrics) <= self.get_busy_threshold(dev) else \
metrics.SmuMetrics.AverageFclkFrequencyPreDs
def get_fan_rpm_pwm(self, dev, metrics):
match dev.ip_ver[am.MP1_HWIP]:
case (13,0,6)|(13,0,12): return None, None
case _: return metrics.SmuMetrics.AvgFanRpm, metrics.SmuMetrics.AvgFanPwm
def get_power(self, dev, metrics):
match dev.ip_ver[am.MP1_HWIP]:
case (13,0,6): return self._smuq10_round(metrics.SocketPower), self._smuq10_round(metrics.MaxSocketPowerLimit)
case (13,0,12): return self._smuq10_round(metrics.SocketPower), self._smuq10_round(metrics.SocketPowerLimit)
case _: return metrics.SmuMetrics.AverageSocketPower, metrics.SmuMetrics.dGPU_W_MAX
def get_throttle_info(self, dev, metrics):
match dev.ip_ver[am.MP1_HWIP]:
case (13,0,6)|(13,0,12):
throttle_fields = [('ProchotResidencyAcc', 'Prochot'), ('PptResidencyAcc', 'PPT'),
('SocketThmResidencyAcc', 'Socket Thm'), ('VrThmResidencyAcc', 'VR Thm'), ('HbmThmResidencyAcc', 'HBM Thm')]
prev = self.prev_metrics.get(dev.pcibus)
active = []
if prev is not None:
acc_delta = metrics.AccumulationCounter - prev.AccumulationCounter
if acc_delta > 0:
for field, name in throttle_fields:
delta = getattr(metrics, field) - getattr(prev, field)
if delta > 0 and (pct := min(100, (delta * 100 + acc_delta // 2) // acc_delta)) > 0: active.append((name, pct))
return active
case _:
smu_mod = dev.smu.smu_mod
throttler_names = {getattr(smu_mod, a): a[len('THROTTLER_'):-len('_BIT')]
for a in dir(smu_mod) if a.startswith('THROTTLER_') and a.endswith('_BIT')}
active = []
for i, pct in enumerate(metrics.SmuMetrics.ThrottlingPercentage):
if pct > 0: active.append((throttler_names.get(i, f"UNK_{i}"), int(pct)))
return active
def get_mem_usage(self, dev):
usage = 0
pt_stack = [dev.mm.root_page_table]
while len(pt_stack) > 0:
pt = pt_stack.pop()
for i in range(512):
entry = pt.entries[i]
if (entry & am.AMDGPU_PTE_VALID) == 0: continue
if pt.lv < am.AMDGPU_VM_PDB0 and not dev.gmc.is_pte_huge_page(pt.lv, entry):
pt_stack.append(AMPageTableEntry(dev, dev.xgmi2paddr(entry & 0x0000FFFFFFFFF000), lv=pt.lv+1))
continue
if (entry & am.AMDGPU_PTE_SYSTEM) != 0: continue
usage += (1 << ((9 * (3-pt.lv)) + 12))
return usage
def draw(self, once):
terminal_width, terminal_height = shutil.get_terminal_size(fallback=(231, 24))
if not once and (self.prev_terminal_width != terminal_width or self.prev_terminal_height != terminal_height):
os.system('clear')
self.prev_terminal_width, self.prev_terminal_height = terminal_width, terminal_height
padding = 8
col_size = (terminal_width) // 2 - padding - 2
activity_line_width = 50 if terminal_width > 170 else \
(30 if terminal_width > 130 else \
(16 if terminal_width > 92 else \
max(0, terminal_width - 77)))
dev_metrics = self.collect()
dev_content = []
for dev, metrics in dev_metrics.items():
if dev.pci_state != "D0":
dev_content.append([f"{colored('(sleep)', 'yellow')} {bold(dev.pcibus)}: {trim(self.lspci[dev.pcibus[5:]], col_size - 20)}"] +
[pad(f"PCI State: {dev.pci_state}", col_size)])
continue
mem_used = self.get_mem_usage(dev)
mem_total = dev.vram_size
mem_fmt = f"{mem_used/1024**3:.1f}/{mem_total/1024**3:.1f}G"
device_line = [f"{bold(dev.pcibus)} {trim(self.lspci[dev.pcibus[5:]], col_size - 20)}"] + [pad("", col_size)]
activity_line = [f"GFX Activity {draw_bar(self.get_gfx_activity(dev, metrics) / 100, activity_line_width)}"] \
+ [f"MEM Activity {draw_bar(self.get_mem_activity(dev, metrics) / 100, activity_line_width)}"] \
+ [f"MEM Usage {draw_bar(mem_used / mem_total, activity_line_width, opt_text=mem_fmt)}"] \
throttle_info = self.get_throttle_info(dev, metrics)
if throttle_info:
throttle_text = colored(', '.join(f"{name} {pct}%" for name, pct in throttle_info), "red")
else:
throttle_text = colored("None", "green")
activity_line += [f"Throttle {throttle_text}" + " " * (activity_line_width + 2)]
temps_data, temps_data_compact = self.get_temps(dev, metrics), self.get_temps(dev, metrics, compact=True)
temps_table = ["=== Temps (°C) ==="] + [f"{name:<16}: {color_temp(val)}" for name, val in temps_data.items()]
temps_table_compact = ["Temps (°C):" + '/'.join([f"{color_temp(val)} {name}" for name, val in temps_data_compact.items()])]
fan_rpm, fan_pwm = self.get_fan_rpm_pwm(dev, metrics)
power_table = ["=== Power ==="]
power_table += ["Fan: N/A"] if fan_rpm is None or fan_pwm is None else [f"Fan Speed: {fan_rpm} RPM", f"Fan Power: {fan_pwm}%"]
total_power, max_power = self.get_power(dev, metrics)
if max_power > 0:
power_line = [f"Power: " + draw_bar(total_power / max_power, 16, opt_text=f"{total_power}/{max_power}W")]
power_line_compact = [f"Power: " + draw_bar(total_power / max_power, activity_line_width, opt_text=f"{total_power}/{max_power}W")]
else:
power_line = ["Power: N/A"]
power_line_compact = ["Power: N/A"]
voltage_data = self.get_voltage(dev, metrics)
voltage_table = None if not voltage_data else (["=== Voltages ==="] + [f"{name:<20}: {color_voltage(voltage)}" for name, voltage in voltage_data.items()])
gfx_freq = self.get_gfx_freq(dev, metrics)
mclk_freq = self.get_mem_freq(dev, metrics)
fclk_freq = self.get_fckl_freq(dev, metrics)
frequency_table = ["=== Frequencies ===", f"GFXCLK: {gfx_freq:>4} MHz", f"FCLK : {fclk_freq:>4} MHz", f"MCLK : {mclk_freq:>4} MHz"]
if self.prev_terminal_width >= 231:
power_table += power_line
if voltage_table is not None: power_table += [""] + voltage_table
activity_line += [""]
elif self.prev_terminal_width >= 171:
power_table += power_line + [""] + frequency_table
activity_line += [""]
frequency_table = None
elif self.prev_terminal_width >= 121:
temps_table = None
activity_line += power_line_compact
else:
temps_table = None
power_table = None
frequency_table = None
activity_line += power_line_compact
dev_content.append(device_line + activity_line + same_line([temps_table, power_table, frequency_table]))
self.prev_metrics = {dev.pcibus: m for dev, m in dev_metrics.items() if m is not None}
raw_text = 'AM Monitor'.center(terminal_width) + "\n" + "=" * terminal_width + "\n\n"
for i in range(0, len(dev_content), 2):
if i + 1 < len(dev_content): raw_text += '\n'.join(same_line([dev_content[i], dev_content[i+1]], split=padding))
else: raw_text += '\n'.join(dev_content[i])
if i + 2 < len(dev_content): raw_text += "\n" + "=" * terminal_width + "\n\n"
sys.stdout.write(f'\033[{self.prev_lines_cnt}A')
sys.stdout.flush()
print(raw_text)
self.prev_lines_cnt = len(raw_text.splitlines()) + 2
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("--list", action="store_true", help="Run once and exit")
parser.add_argument("--pids", action="store_true", help="Print pids for all AM devices")
parser.add_argument("--kill", action="store_true", help="Kill all pids associated with AM devices. Valid only with --pids")
parser.add_argument("--dev", type=str, default=None, help="PCI bus ID of the AM device to monitor (e.g., 0000:01:00.0)")
args = parser.parse_args()
if args.pids:
for dev in glob.glob('/tmp/am_*.lock'):
if args.dev and not dev.endswith(f"{args.dev}.lock"):
print(f"{dev[8:-5]}: skipping")
continue
try:
if args.kill:
stopped_pids = collections.defaultdict(int)
while True:
try: pid = subprocess.check_output(['sudo', 'lsof', '-t', dev]).decode('utf-8').split('\n')[0]
except subprocess.CalledProcessError: break
if stopped_pids[pid] > 0: time.sleep(0.1)
if stopped_pids[pid] == 64:
print(f"{dev[8:-5]}: can't stop process {pid}, exitting")
exit(1)
print(f"{dev[8:-5]}: killing process {pid}")
os.system(f'sudo pkill -g -9 {pid}')
stopped_pids[pid] += 1
else:
pid = subprocess.check_output(['sudo', 'lsof', dev]).decode('utf-8').strip().split('\n')[1].split()[1]
print(f"{dev[8:-5]}: {pid}")
except subprocess.CalledProcessError:
print(f"{dev[8:-5]}: no process found")
sys.exit(0)
try:
if not args.list: os.system('clear')
smi_ctx = SMICtx()
while True:
smi_ctx.rescan_devs()
smi_ctx.draw(args.list)
if args.list: break
time.sleep(1)
except KeyboardInterrupt:
print("Exiting...")