Intro-ops/python/operator_runtime/_internal/bindings.py

231 lines
6.9 KiB
Python

from __future__ import annotations
import ctypes
from dataclasses import dataclass
from typing import Callable
from operator_runtime.backend import Backend
from .loader import load_library
from .tensor_view import TensorView
Status = ctypes.c_int
Descriptor = ctypes.c_void_p
class OperatorRuntimeError(RuntimeError):
pass
def check_status(status: int) -> None:
if status == 0:
return
lib = load_library()
lib.oprt_status_string.argtypes = [ctypes.c_int]
lib.oprt_status_string.restype = ctypes.c_char_p
message = lib.oprt_status_string(status).decode("utf-8")
raise OperatorRuntimeError(message)
@dataclass(frozen=True)
class CFunctions:
create: Callable
workspace: Callable
execute: Callable
destroy: Callable
def _missing_symbol_error(name: str, symbol: str, exc: AttributeError) -> OperatorRuntimeError:
raise OperatorRuntimeError(
f"missing symbol {symbol} for operator {name}"
) from exc
def bind_unary(name: str, backend: str | Backend = Backend.NVIDIA) -> CFunctions:
lib = load_library()
create_symbol = f"oprt_create_{name}_descriptor"
try:
create = getattr(lib, create_symbol)
except AttributeError as exc:
_missing_symbol_error(name, create_symbol, exc)
create.argtypes = [ctypes.POINTER(Descriptor), ctypes.POINTER(TensorView), ctypes.POINTER(TensorView)]
create.restype = Status
workspace_symbol = f"oprt_get_{name}_workspace_size"
try:
workspace = getattr(lib, workspace_symbol)
except AttributeError as exc:
_missing_symbol_error(name, workspace_symbol, exc)
workspace.argtypes = [Descriptor, ctypes.POINTER(ctypes.c_size_t)]
workspace.restype = Status
execute_symbol = f"oprt_execute_{name}"
try:
execute = getattr(lib, execute_symbol)
except AttributeError as exc:
_missing_symbol_error(name, execute_symbol, exc)
execute.argtypes = [
Descriptor,
ctypes.c_void_p,
ctypes.c_size_t,
ctypes.c_void_p,
ctypes.c_void_p,
ctypes.c_void_p,
]
execute.restype = Status
destroy_symbol = f"oprt_destroy_{name}_descriptor"
try:
destroy = getattr(lib, destroy_symbol)
except AttributeError as exc:
_missing_symbol_error(name, destroy_symbol, exc)
destroy.argtypes = [Descriptor]
destroy.restype = Status
return CFunctions(create, workspace, execute, destroy)
def bind_relu(backend: str | Backend = Backend.NVIDIA) -> CFunctions:
lib = load_library()
name = "relu"
create_symbol = "oprt_create_relu_descriptor"
try:
create = getattr(lib, create_symbol)
except AttributeError as exc:
_missing_symbol_error(name, create_symbol, exc)
create.argtypes = [
ctypes.POINTER(Descriptor),
ctypes.POINTER(TensorView),
ctypes.POINTER(TensorView),
ctypes.c_float,
]
create.restype = Status
workspace_symbol = "oprt_get_relu_workspace_size"
try:
workspace = getattr(lib, workspace_symbol)
except AttributeError as exc:
_missing_symbol_error(name, workspace_symbol, exc)
workspace.argtypes = [Descriptor, ctypes.POINTER(ctypes.c_size_t)]
workspace.restype = Status
execute_symbol = "oprt_execute_relu"
try:
execute = getattr(lib, execute_symbol)
except AttributeError as exc:
_missing_symbol_error(name, execute_symbol, exc)
execute.argtypes = [
Descriptor,
ctypes.c_void_p,
ctypes.c_size_t,
ctypes.c_void_p,
ctypes.c_void_p,
ctypes.c_void_p,
]
execute.restype = Status
destroy_symbol = "oprt_destroy_relu_descriptor"
try:
destroy = getattr(lib, destroy_symbol)
except AttributeError as exc:
_missing_symbol_error(name, destroy_symbol, exc)
destroy.argtypes = [Descriptor]
destroy.restype = Status
return CFunctions(create, workspace, execute, destroy)
def bind_binary(name: str, backend: str | Backend = Backend.NVIDIA) -> CFunctions:
lib = load_library()
create_symbol = f"oprt_create_{name}_descriptor"
try:
create = getattr(lib, create_symbol)
except AttributeError as exc:
_missing_symbol_error(name, create_symbol, exc)
create.argtypes = [
ctypes.POINTER(Descriptor),
ctypes.POINTER(TensorView),
ctypes.POINTER(TensorView),
ctypes.POINTER(TensorView),
]
create.restype = Status
workspace_symbol = f"oprt_get_{name}_workspace_size"
try:
workspace = getattr(lib, workspace_symbol)
except AttributeError as exc:
_missing_symbol_error(name, workspace_symbol, exc)
workspace.argtypes = [Descriptor, ctypes.POINTER(ctypes.c_size_t)]
workspace.restype = Status
execute_symbol = f"oprt_execute_{name}"
try:
execute = getattr(lib, execute_symbol)
except AttributeError as exc:
_missing_symbol_error(name, execute_symbol, exc)
execute.argtypes = [
Descriptor,
ctypes.c_void_p,
ctypes.c_size_t,
ctypes.c_void_p,
ctypes.c_void_p,
ctypes.c_void_p,
ctypes.c_void_p,
]
execute.restype = Status
destroy_symbol = f"oprt_destroy_{name}_descriptor"
try:
destroy = getattr(lib, destroy_symbol)
except AttributeError as exc:
_missing_symbol_error(name, destroy_symbol, exc)
destroy.argtypes = [Descriptor]
destroy.restype = Status
return CFunctions(create, workspace, execute, destroy)
def bind_reduce_like(name: str, backend: str | Backend = Backend.NVIDIA) -> CFunctions:
lib = load_library()
create_symbol = f"oprt_create_{name}_descriptor"
try:
create = getattr(lib, create_symbol)
except AttributeError as exc:
_missing_symbol_error(name, create_symbol, exc)
create.argtypes = [
ctypes.POINTER(Descriptor),
ctypes.POINTER(TensorView),
ctypes.POINTER(TensorView),
ctypes.c_int64,
]
create.restype = Status
workspace_symbol = f"oprt_get_{name}_workspace_size"
try:
workspace = getattr(lib, workspace_symbol)
except AttributeError as exc:
_missing_symbol_error(name, workspace_symbol, exc)
workspace.argtypes = [Descriptor, ctypes.POINTER(ctypes.c_size_t)]
workspace.restype = Status
execute_symbol = f"oprt_execute_{name}"
try:
execute = getattr(lib, execute_symbol)
except AttributeError as exc:
_missing_symbol_error(name, execute_symbol, exc)
execute.argtypes = [
Descriptor,
ctypes.c_void_p,
ctypes.c_size_t,
ctypes.c_void_p,
ctypes.c_void_p,
ctypes.c_void_p,
]
execute.restype = Status
destroy_symbol = f"oprt_destroy_{name}_descriptor"
try:
destroy = getattr(lib, destroy_symbol)
except AttributeError as exc:
_missing_symbol_error(name, destroy_symbol, exc)
destroy.argtypes = [Descriptor]
destroy.restype = Status
return CFunctions(create, workspace, execute, destroy)