peacock-data-public-datasets-idc-llm_eval
/
env-llmeval
/lib
/python3.10
/site-packages
/triton
/runtime
/driver.py
import abc | |
import hashlib | |
import os | |
import tempfile | |
from pathlib import Path | |
from ..common.build import _build | |
from .cache import get_cache_manager | |
class DriverBase(metaclass=abc.ABCMeta): | |
CUDA = 0 | |
HIP = 1 | |
def third_party_dir(): | |
return os.path.join(os.path.dirname(os.path.abspath(__file__)), "..", "third_party") | |
def __init__(self) -> None: | |
pass | |
# ----------------------------- | |
# CUDA | |
# ----------------------------- | |
class CudaUtils(object): | |
def __new__(cls): | |
if not hasattr(cls, "instance"): | |
cls.instance = super(CudaUtils, cls).__new__(cls) | |
return cls.instance | |
def __init__(self): | |
dirname = os.path.dirname(os.path.realpath(__file__)) | |
src = Path(os.path.join(dirname, "backends", "cuda.c")).read_text() | |
key = hashlib.md5(src.encode("utf-8")).hexdigest() | |
cache = get_cache_manager(key) | |
fname = "cuda_utils.so" | |
cache_path = cache.get_file(fname) | |
if cache_path is None: | |
with tempfile.TemporaryDirectory() as tmpdir: | |
src_path = os.path.join(tmpdir, "main.c") | |
with open(src_path, "w") as f: | |
f.write(src) | |
so = _build("cuda_utils", src_path, tmpdir) | |
with open(so, "rb") as f: | |
cache_path = cache.put(f.read(), fname, binary=True) | |
import importlib.util | |
spec = importlib.util.spec_from_file_location("cuda_utils", cache_path) | |
mod = importlib.util.module_from_spec(spec) | |
spec.loader.exec_module(mod) | |
self.load_binary = mod.load_binary | |
self.get_device_properties = mod.get_device_properties | |
self.CUtensorMapDataType = mod.CUtensorMapDataType | |
self.CUtensorMapInterleave = mod.CUtensorMapInterleave | |
self.CUtensorMapSwizzle = mod.CUtensorMapSwizzle | |
self.CUtensorMapL2promotion = mod.CUtensorMapL2promotion | |
self.CUtensorMapFloatOOBfill = mod.CUtensorMapFloatOOBfill | |
self.cuTensorMapEncodeTiled = mod.cuTensorMapEncodeTiled | |
self.cuMemAlloc = mod.cuMemAlloc | |
self.cuMemcpyHtoD = mod.cuMemcpyHtoD | |
self.cuMemFree = mod.cuMemFree | |
self.cuOccupancyMaxActiveClusters = mod.cuOccupancyMaxActiveClusters | |
class CudaDriver(DriverBase): | |
def __new__(cls): | |
if not hasattr(cls, "instance"): | |
cls.instance = super(CudaDriver, cls).__new__(cls) | |
return cls.instance | |
def __init__(self): | |
self.utils = CudaUtils() | |
self.backend = self.CUDA | |
# ----------------------------- | |
# HIP | |
# ----------------------------- | |
class HIPUtils(object): | |
def __new__(cls): | |
if not hasattr(cls, "instance"): | |
cls.instance = super(HIPUtils, cls).__new__(cls) | |
return cls.instance | |
def __init__(self): | |
dirname = os.path.dirname(os.path.realpath(__file__)) | |
src = Path(os.path.join(dirname, "backends", "hip.c")).read_text() | |
key = hashlib.md5(src.encode("utf-8")).hexdigest() | |
cache = get_cache_manager(key) | |
fname = "hip_utils.so" | |
cache_path = cache.get_file(fname) | |
if cache_path is None: | |
with tempfile.TemporaryDirectory() as tmpdir: | |
src_path = os.path.join(tmpdir, "main.c") | |
with open(src_path, "w") as f: | |
f.write(src) | |
so = _build("hip_utils", src_path, tmpdir) | |
with open(so, "rb") as f: | |
cache_path = cache.put(f.read(), fname, binary=True) | |
import importlib.util | |
spec = importlib.util.spec_from_file_location("hip_utils", cache_path) | |
mod = importlib.util.module_from_spec(spec) | |
spec.loader.exec_module(mod) | |
self.load_binary = mod.load_binary | |
self.get_device_properties = mod.get_device_properties | |
class HIPDriver(DriverBase): | |
def __new__(cls): | |
if not hasattr(cls, "instance"): | |
cls.instance = super(HIPDriver, cls).__new__(cls) | |
return cls.instance | |
def __init__(self): | |
self.utils = HIPUtils() | |
self.backend = self.HIP | |
class UnsupportedDriver(DriverBase): | |
def __new__(cls): | |
if not hasattr(cls, "instance"): | |
cls.instance = super(UnsupportedDriver, cls).__new__(cls) | |
return cls.instance | |
def __init__(self): | |
self.utils = None | |
self.backend = None | |
# ----------------------------- | |
# Driver | |
# ----------------------------- | |
class LazyProxy: | |
def __init__(self, init_fn): | |
self._init_fn = init_fn | |
self._obj = None | |
def _initialize_obj(self): | |
if self._obj is None: | |
self._obj = self._init_fn() | |
def __getattr__(self, name): | |
self._initialize_obj() | |
return getattr(self._obj, name) | |
def __setattr__(self, name, value): | |
if name in ["_init_fn", "_obj"]: | |
super().__setattr__(name, value) | |
else: | |
self._initialize_obj() | |
setattr(self._obj, name, value) | |
def __delattr__(self, name): | |
self._initialize_obj() | |
delattr(self._obj, name) | |
def __repr__(self): | |
if self._obj is None: | |
return f"<{self.__class__.__name__} for {self._init_fn} not yet initialized>" | |
return repr(self._obj) | |
def __str__(self): | |
self._initialize_obj() | |
return str(self._obj) | |
def initialize_driver(): | |
import torch | |
if torch.version.hip is not None: | |
return HIPDriver() | |
elif torch.cuda.is_available(): | |
return CudaDriver() | |
else: | |
return UnsupportedDriver() | |
driver = LazyProxy(initialize_driver) | |