Files
AMD-SHARK-Studio/shark/iree_utils/_common.py
2022-12-17 02:24:37 +05:30

174 lines
4.9 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.
## Common utilities to be shared by iree utilities.
import os
import sys
import subprocess
from iree.runtime import get_driver, get_device
def run_cmd(cmd):
"""
Inputs: cli command string.
"""
try:
result = subprocess.run(
cmd,
shell=True,
stdout=subprocess.PIPE,
stderr=subprocess.PIPE,
check=True,
)
result_str = result.stdout.decode()
return result_str
except Exception:
sys.exit("Exiting program due to error running:", cmd)
def get_all_devices(driver_name):
"""
Inputs: driver_name
Returns a list of all the available devices for a given driver sorted by
the iree path names of the device as in --list_devices option in iree.
Set `full_dict` flag to True to get a dict
with `path`, `name` and `device_id` for all devices
"""
driver = get_driver(driver_name)
device_list_src = driver.query_available_devices()
device_list_src.sort(key=lambda d: d["path"])
return device_list_src
def create_map_device_to_key(driver, key):
# key can only be path, name, device id
device_list = get_all_devices(driver)
device_map = dict()
# mapping driver name to default device (driver://0)
device_map[f"{driver}"] = f"{device_list[0][key]}"
for i, device in enumerate(device_list):
# mapping with index
device_map[f"{driver}://{i}"] = f"{device[key]}"
# mapping with full path
device_map[f"{driver}://{device['path']}"] = f"{device[key]}"
return device_map
def map_device_to_path(device):
driver = device.split("://")[0]
device_map = create_map_device_to_key(driver, "path")
try:
device_path = device_map[device]
except KeyError:
raise Exception(f"Device {device} is not a valid device.")
return f"{driver}://{device_path}"
def map_device_to_name(device):
driver = device.split("://")[0]
device_map = create_map_device_to_key(driver, "name")
try:
device_name = device_map[device]
except KeyError:
raise Exception(f"Device {device} is not a valid device.")
return device_name
def iree_device_map(device):
uri_parts = device.split("://", 1)
if len(uri_parts) == 1:
return _IREE_DEVICE_MAP[uri_parts[0]]
else:
return f"{_IREE_DEVICE_MAP[uri_parts[0]]}://{uri_parts[1]}"
def get_supported_device_list():
return list(_IREE_DEVICE_MAP.keys())
_IREE_DEVICE_MAP = {
"cpu": "local-task",
"cuda": "cuda",
"vulkan": "vulkan",
"metal": "vulkan",
"rocm": "rocm",
"intel-gpu": "level_zero",
}
def iree_target_map(device):
if "://" in device:
device = device.split("://")[0]
return _IREE_TARGET_MAP[device]
_IREE_TARGET_MAP = {
"cpu": "llvm-cpu",
"cuda": "cuda",
"vulkan": "vulkan",
"metal": "vulkan",
"rocm": "rocm",
"intel-gpu": "opencl-spirv",
}
# Finds whether the required drivers are installed for the given device.
def check_device_drivers(device):
"""Checks necessary drivers present for gpu and vulkan devices"""
if "://" in device:
device = device.split("://")[0]
if device == "cuda":
try:
subprocess.check_output("nvidia-smi")
except Exception:
return True
elif device in ["metal", "vulkan"]:
try:
subprocess.check_output("vulkaninfo")
except Exception:
return True
elif device in ["intel-gpu"]:
try:
subprocess.check_output(["dpkg", "-L", "intel-level-zero-gpu"])
return False
except Exception:
return True
elif device == "cpu":
return False
elif device == "rocm":
try:
subprocess.check_output("rocminfo")
except Exception:
return True
# Unknown device.
else:
return True
return False
# Installation info for the missing device drivers.
def device_driver_info(device):
if device == "cuda":
return "nvidia-smi not found, please install the required drivers from https://www.nvidia.in/Download/index.aspx?lang=en-in"
elif device in ["metal", "vulkan"]:
return "vulkaninfo not found, Install from https://vulkan.lunarg.com/sdk/home or your distribution"
elif device == "rocm":
return "rocm info not found. Please install rocm"
else:
return f"{device} is not supported."