peacock-data-public-datasets-idc-llm_eval
/
env-llmeval
/lib
/python3.10
/site-packages
/triton
/common
/backend.py
import functools | |
import hashlib | |
import importlib | |
import importlib.util | |
import os | |
import re | |
import subprocess | |
import traceback | |
from typing import Dict | |
from ..runtime.driver import DriverBase | |
TRITON_PATH = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) | |
TRITON_VERSION = "2.2.0" | |
class BaseBackend: | |
def __init__(self, device_type: str) -> None: | |
self.device_type = device_type | |
def add_stages(self, arch, extern_libs, stages): | |
""" | |
Custom the arch, extern_libs and stages per backend specific requirement | |
""" | |
raise NotImplementedError | |
def add_meta_info(self, ir, cur_module, next_module, metadata, asm): | |
""" | |
Custom the ir, module, metadata and asm per backend specific requirement | |
""" | |
raise NotImplementedError | |
def get_load_binary_fn(self): | |
""" | |
Return a callable to load binary | |
""" | |
raise NotImplementedError | |
def get_driver(self) -> DriverBase: | |
""" | |
Get the backend driver. Please refer to "DriverBase" for more details | |
""" | |
raise NotImplementedError | |
def get_stream(self): | |
""" | |
Get stream for current device | |
""" | |
raise NotImplementedError | |
def get_device_properties(self, device): | |
raise NotImplementedError | |
def get_current_device(self): | |
""" | |
Get current device | |
""" | |
raise NotImplementedError | |
def set_current_device(self, device): | |
""" | |
Set current device as the given device | |
""" | |
raise NotImplementedError | |
def get_kernel_bin(self): | |
raise NotImplementedError | |
def make_launcher_stub(self, name, signature, constants): | |
""" | |
Generate the launcher stub to launch the kernel | |
""" | |
raise NotImplementedError | |
def get_architecture_descriptor(self, **kwargs): | |
""" | |
Get the architecture descriptor the backend | |
""" | |
raise NotImplementedError | |
def create_backend(cls, device_type: str): | |
return cls(device_type) | |
_backends: Dict[str, BaseBackend] = {} | |
def register_backend(device_type: str, backend_cls: type): | |
if device_type not in _backends: | |
_backends[device_type] = backend_cls.create_backend(device_type) | |
def get_backend(device_type: str): | |
if device_type not in _backends: | |
device_backend_package_name = f"...third_party.{device_type}" | |
if importlib.util.find_spec(device_backend_package_name, package=__spec__.name): | |
try: | |
importlib.import_module(device_backend_package_name, package=__spec__.name) | |
except Exception: | |
traceback.print_exc() | |
else: | |
return None | |
return _backends[device_type] if device_type in _backends else None | |
def _path_to_binary(binary: str): | |
base_dir = os.path.join(os.path.dirname(__file__), os.pardir) | |
paths = [ | |
os.environ.get(f"TRITON_{binary.upper()}_PATH", ""), | |
os.path.join(base_dir, "third_party", "cuda", "bin", binary) | |
] | |
for p in paths: | |
bin = p.split(" ")[0] | |
if os.path.exists(bin) and os.path.isfile(bin): | |
result = subprocess.check_output([bin, "--version"], stderr=subprocess.STDOUT) | |
if result is not None: | |
version = re.search(r".*release (\d+\.\d+).*", result.decode("utf-8"), flags=re.MULTILINE) | |
if version is not None: | |
return p, version.group(1) | |
raise RuntimeError(f"Cannot find {binary}") | |
def path_to_ptxas(): | |
return _path_to_binary("ptxas") | |
def path_to_cuobjdump(): | |
return _path_to_binary("cuobjdump") | |
def path_to_nvdisasm(): | |
return _path_to_binary("nvdisasm") | |
def compute_core_version_key(): | |
import pkgutil | |
contents = [] | |
# frontend | |
with open(__file__, "rb") as f: | |
contents += [hashlib.sha1(f.read()).hexdigest()] | |
# compiler | |
compiler_path = os.path.join(TRITON_PATH, 'compiler') | |
for lib in pkgutil.iter_modules([compiler_path]): | |
with open(lib.module_finder.find_spec(lib.name).origin, "rb") as f: | |
contents += [hashlib.sha1(f.read()).hexdigest()] | |
# backend | |
libtriton_hash = hashlib.sha1() | |
with open(os.path.join(TRITON_PATH, "_C/libtriton.so"), "rb") as f: | |
while True: | |
chunk = f.read(1024**2) | |
if not chunk: | |
break | |
libtriton_hash.update(chunk) | |
contents.append(libtriton_hash.hexdigest()) | |
# language | |
language_path = os.path.join(TRITON_PATH, 'language') | |
for lib in pkgutil.iter_modules([language_path]): | |
with open(lib.module_finder.find_spec(lib.name).origin, "rb") as f: | |
contents += [hashlib.sha1(f.read()).hexdigest()] | |
return '-'.join(TRITON_VERSION) + '-'.join(contents) | |
_cached_cuda_version_key = None | |
def get_cuda_version_key(): | |
global _cached_cuda_version_key | |
if _cached_cuda_version_key is None: | |
key = compute_core_version_key() | |
try: | |
ptxas = path_to_ptxas()[0] | |
ptxas_version = subprocess.check_output([ptxas, "--version"]) | |
except RuntimeError: | |
ptxas_version = b"NO_PTXAS" | |
_cached_cuda_version_key = key + '-' + hashlib.sha1(ptxas_version).hexdigest() | |
return _cached_cuda_version_key | |