automatic/modules/rocm_triton_windows.py

96 lines
3.9 KiB
Python

import sys
import torch
from modules import shared, devices
from modules.logger import log
from modules.rocm import Agent
if sys.platform == "win32":
MEM_BUS_WIDTH = {
"AMD Radeon RX 9070 XT": 256,
"AMD Radeon RX 9070": 256,
"AMD Radeon RX 9060 XT": 192,
"AMD Radeon RX 7900 XTX": 384,
"AMD Radeon RX 7900 XT": 320,
"AMD Radeon RX 7900 GRE": 256,
"AMD Radeon RX 7800 XT": 256,
"AMD Radeon RX 7700 XT": 192,
"AMD Radeon RX 7700": 192,
"AMD Radeon RX 7650 GRE": 128,
"AMD Radeon RX 7600 XT": 128,
"AMD Radeon RX 7600": 128,
"AMD Radeon RX 7500 XT": 96,
"AMD Radeon RX 6950 XT": 256,
"AMD Radeon RX 6900 XT": 256,
"AMD Radeon RX 6800 XT": 256,
"AMD Radeon RX 6800": 256,
"AMD Radeon RX 6750 XT": 192,
"AMD Radeon RX 6700 XT": 192,
"AMD Radeon RX 6700": 160,
"AMD Radeon RX 6650 XT": 128,
"AMD Radeon RX 6600 XT": 128,
"AMD Radeon RX 6600": 128,
"AMD Radeon RX 6500 XT": 64,
"AMD Radeon RX 6400": 64,
}
class DeviceProperties:
PROPERTIES_OVERRIDE = {
# sometimes gcnArchName contains device name ("AMD Radeon RX ..."), not architecture name ("gfx...")
"gcnArchName": "gfx0000",
}
internal: torch._C._CudaDeviceProperties
def __init__(self, props: torch._C._CudaDeviceProperties):
self.internal = props
def __getattr__(self, name):
if name in DeviceProperties.PROPERTIES_OVERRIDE:
return DeviceProperties.PROPERTIES_OVERRIDE[name]
return getattr(self.internal, name)
__get_device_properties = torch.cuda._get_device_properties # pylint: disable=protected-access
def torch_cuda__get_device_properties(device):
return DeviceProperties(__get_device_properties(device))
_cuda_getCurrentRawStream = torch._C._cuda_getCurrentRawStream # pylint: disable=protected-access
def torch__C__cuda_getCurrentRawStream(device):
from modules import zluda_installer
return zluda_installer.core.to_hip_stream(_cuda_getCurrentRawStream(device))
def get_default_agent() -> Agent | None:
if shared.devices.has_rocm():
return devices.get_hip_agent()
else:
from modules import zluda_installer
return zluda_installer.default_agent
def apply_triton_patches():
agent = get_default_agent()
if agent is not None:
DeviceProperties.PROPERTIES_OVERRIDE["gcnArchName"] = agent.name
torch.cuda._get_device_properties = torch_cuda__get_device_properties # pylint: disable=protected-access
if shared.devices.backend == "zluda":
torch._C._cuda_getCurrentRawStream = torch__C__cuda_getCurrentRawStream # pylint: disable=protected-access
torch._dynamo.device_interface.CudaInterface.get_raw_stream = staticmethod(torch__C__cuda_getCurrentRawStream) # pylint: disable=protected-access
# Triton
try:
import triton
_get_device_properties = triton.runtime.driver.active.utils.get_device_properties
def triton_runtime_driver_active_utils_get_device_properties(device):
props = _get_device_properties(device)
name = torch.cuda.get_device_name()
if shared.devices.has_zluda():
name = name[:-8]
if props["mem_bus_width"] == 0: # Windows HIP SDK bug
if name in MEM_BUS_WIDTH:
props["mem_bus_width"] = MEM_BUS_WIDTH[name]
else:
props["mem_bus_width"] = 128
log.warning(f'[TRITON] defaulting mem_bus_width=128 for device "{name}".')
return props
triton.runtime.driver.active.utils.get_device_properties = triton_runtime_driver_active_utils_get_device_properties
except Exception:
pass