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AMD-SHARK-Studio/shark/iree_utils/vulkan_utils.py

128 lines
4.3 KiB
Python

# Copyright 2020 The Nod Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# All the iree_vulkan related functionalities go here.
from os import linesep
from shark.iree_utils._common import run_cmd
import iree.runtime as ireert
from sys import platform
def get_vulkan_device_name():
vulkaninfo_dump = run_cmd("vulkaninfo").split(linesep)
vulkaninfo_list = [s.strip() for s in vulkaninfo_dump if "deviceName" in s]
if len(vulkaninfo_list) == 0:
raise ValueError("No device name found in VulkanInfo!")
if len(vulkaninfo_list) > 1:
print("Following devices found:")
for i, dname in enumerate(vulkaninfo_list):
print(f"{i}. {dname}")
print(f"Choosing first one: {vulkaninfo_list[0]}")
return vulkaninfo_list[0]
def get_os_name():
if platform.startswith("linux"):
return "linux"
elif platform == "darwin":
return "macos"
elif platform == "win32":
return "windows"
else:
print("Cannot detect OS type, defaulting to linux.")
return "linux"
def get_vulkan_target_triple(device_name):
"""This method provides a target triple str for specified vulkan device.
Args:
device_name (str): name of the hardware device to be used with vulkan
Returns:
str or None: target triple or None if no match found for given name
"""
system_os = get_os_name()
# Apple Targets
if all(x in device_name for x in ("Apple", "M1")):
triple = "m1-moltenvk-macos"
elif all(x in device_name for x in ("Apple", "M2")):
triple = "m1-moltenvk-macos"
# Nvidia Targets
elif all(x in device_name for x in ("RTX", "2080")):
triple = f"turing-rtx2080-{system_os}"
elif all(x in device_name for x in ("A100", "SXM4")):
triple = f"ampere-rtx3080-{system_os}"
elif all(x in device_name for x in ("RTX", "3090")):
triple = f"ampere-rtx3090-{system_os}"
elif all(x in device_name for x in ("RTX", "4090")):
triple = f"ampere-rtx3090-{system_os}"
elif all(x in device_name for x in ("RTX", "4000")):
triple = f"turing-rtx4000-{system_os}"
elif all(x in device_name for x in ("RTX", "5000")):
triple = f"turing-rtx5000-{system_os}"
elif all(x in device_name for x in ("RTX", "6000")):
triple = f"turing-rtx6000-{system_os}"
elif all(x in device_name for x in ("RTX", "8000")):
triple = f"turing-rtx8000-{system_os}"
# Amd Targets
elif all(x in device_name for x in ("AMD", "7900")):
triple = f"rdna3-7900-{system_os}"
elif any(x in device_name for x in ("AMD", "Radeon")):
triple = f"rdna2-unknown-{system_os}"
else:
triple = None
return triple
def get_vulkan_triple_flag(device_name=None, extra_args=[]):
for flag in extra_args:
if "-iree-vulkan-target-triple=" in flag:
print(f"Using target triple {flag.split('=')[1]}")
return None
vulkan_device = (
device_name if device_name is not None else get_vulkan_device_name()
)
triple = get_vulkan_target_triple(vulkan_device)
if triple is not None:
print(
f"Found vulkan device {vulkan_device}. Using target triple {triple}"
)
return f"-iree-vulkan-target-triple={triple}"
print(
"""Optimized kernel for your target device is not added yet.
Contact SHARK Admin on discord[https://discord.com/invite/RUqY2h2s9u]
or pull up an issue."""
)
print(f"Target : {vulkan_device}")
return None
def get_iree_vulkan_args(extra_args=[]):
vulkan_flag = []
vulkan_triple_flag = get_vulkan_triple_flag(extra_args=extra_args)
if vulkan_triple_flag is not None:
vulkan_flag.append(vulkan_triple_flag)
return vulkan_flag
def set_iree_vulkan_runtime_flags(flags):
for flag in flags:
ireert.flags.parse_flags(flag)
return