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 @classmethod 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}") @functools.lru_cache() def path_to_ptxas(): return _path_to_binary("ptxas") @functools.lru_cache() def path_to_cuobjdump(): return _path_to_binary("cuobjdump") @functools.lru_cache() def path_to_nvdisasm(): return _path_to_binary("nvdisasm") @functools.lru_cache() 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