mirror of https://github.com/commaai/tinygrad.git
693 lines
26 KiB
Python
693 lines
26 KiB
Python
import ctypes
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from tinygrad.helpers import DEBUG
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import sys
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import numpy as np
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from typing import Any, Dict, List, Tuple
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from dataclasses import dataclass
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try:
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_libhip = ctypes.cdll.LoadLibrary("libamdhip64.so")
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_libhiprtc = ctypes.cdll.LoadLibrary("libhiprtc.so")
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_libhip.hipGetErrorString.restype = ctypes.c_char_p
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_libhip.hipGetErrorString.argtypes = [ctypes.c_int]
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def hipGetErrorString(status):
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return _libhip.hipGetErrorString(status).decode("utf-8")
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def hipCheckStatus(status):
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if status != 0: raise RuntimeError("HIP error %s: %s" % (status, hipGetErrorString(status)))
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_libhip.hipDeviceSynchronize.restype = int
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_libhip.hipDeviceSynchronize.argtypes = []
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def hipDeviceSynchronize():
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status = _libhip.hipDeviceSynchronize()
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hipCheckStatus(status)
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_libhip.hipStreamSynchronize.restype = int
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_libhip.hipStreamSynchronize.argtypes = [ctypes.c_void_p]
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def hipStreamSynchronize(stream):
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status = _libhip.hipStreamSynchronize(stream)
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hipCheckStatus(status)
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_libhip.hipEventCreate.restype = int
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_libhip.hipEventCreate.argtypes = [ctypes.POINTER(ctypes.c_void_p)]
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def hipEventCreate():
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ptr = ctypes.c_void_p()
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status = _libhip.hipEventCreate(ctypes.byref(ptr))
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hipCheckStatus(status)
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return ptr
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_libhip.hipEventRecord.restype = int
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_libhip.hipEventRecord.argtypes = [ctypes.c_void_p, ctypes.c_void_p]
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def hipEventRecord(event, stream=None):
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status = _libhip.hipEventRecord(event, stream)
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hipCheckStatus(status)
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_libhip.hipEventDestroy.restype = int
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_libhip.hipEventDestroy.argtypes = [ctypes.c_void_p]
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def hipEventDestroy(event):
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status = _libhip.hipEventDestroy(event)
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hipCheckStatus(status)
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_libhip.hipEventSynchronize.restype = int
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_libhip.hipEventSynchronize.argtypes = [ctypes.c_void_p]
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def hipEventSynchronize(event):
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status = _libhip.hipEventSynchronize(event)
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hipCheckStatus(status)
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_libhip.hipEventElapsedTime.restype = int
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_libhip.hipEventElapsedTime.argtypes = [ctypes.POINTER(ctypes.c_float), ctypes.c_void_p, ctypes.c_void_p]
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def hipEventElapsedTime(start, stop):
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t = ctypes.c_float()
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status = _libhip.hipEventElapsedTime(ctypes.byref(t), start, stop)
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hipCheckStatus(status)
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return t.value
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## Stream Management
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# Stream capture modes:
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hipStreamCaptureModeGlobal = 0
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hipStreamCaptureModeThreadLocal = 1
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hipStreamCaptureModeRelaxed = 2
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_libhip.hipStreamCreate.restype = int
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_libhip.hipStreamCreate.argtypes = [ctypes.POINTER(ctypes.c_void_p)]
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def hipStreamCreate():
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ptr = ctypes.c_void_p()
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status = _libhip.hipStreamCreate(ctypes.byref(ptr))
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hipCheckStatus(status)
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return ptr
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_libhip.hipStreamDestroy.restype = int
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_libhip.hipStreamDestroy.argtypes = [ctypes.c_void_p]
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def hipStreamDestroy(stream):
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status = _libhip.hipStreamDestroy(stream)
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hipCheckStatus(status)
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_libhip.hipStreamBeginCapture.restype = int
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_libhip.hipStreamBeginCapture.argtypes = [ctypes.c_void_p, ctypes.c_int]
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def hipStreamBeginCapture(stream, mode=hipStreamCaptureModeGlobal):
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t = ctypes.c_float()
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status = _libhip.hipStreamBeginCapture(stream, mode)
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hipCheckStatus(status)
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_libhip.hipStreamEndCapture.restype = int
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_libhip.hipStreamEndCapture.argtypes = [ctypes.c_void_p, ctypes.c_void_p]
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def hipStreamEndCapture(stream):
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ptr = ctypes.c_void_p()
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status = _libhip.hipStreamEndCapture(stream, ctypes.byref(ptr))
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hipCheckStatus(status)
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return ptr
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_libhip.hipStreamGetCaptureInfo_v2.restype = int
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_libhip.hipStreamGetCaptureInfo_v2.argtypes = [ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p]
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def hipStreamGetCaptureInfo_v2(stream):
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status_out = ctypes.c_void_p()
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id_out = ctypes.c_ulonglong()
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graph_out = ctypes.c_void_p()
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deps_out = ctypes.POINTER(ctypes.c_void_p)()
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num_deps = ctypes.c_size_t()
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status = _libhip.hipStreamGetCaptureInfo_v2(stream, ctypes.byref(status_out), ctypes.byref(id_out), ctypes.byref(graph_out), ctypes.byref(deps_out), ctypes.byref(num_deps))
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hipCheckStatus(status)
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deps = [ctypes.cast(deps_out[i], ctypes.c_void_p) for i in range(num_deps.value)]
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return status_out, id_out.value, graph_out, deps
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hipStreamAddCaptureDependencies = 0
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hipStreamSetCaptureDependencies = 1
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_libhip.hipStreamUpdateCaptureDependencies.restype = int
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_libhip.hipStreamUpdateCaptureDependencies.argtypes = [ctypes.c_void_p, ctypes.c_void_p, ctypes.c_size_t, ctypes.c_uint]
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def hipStreamUpdateCaptureDependencies(stream, deps, flags=hipStreamAddCaptureDependencies):
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deps_in = (ctypes.c_void_p * len(deps))()
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deps_in[:] = deps
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num_deps = ctypes.c_size_t()
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num_deps.value = len(deps)
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flags_in = ctypes.c_uint()
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flags_in.value = flags
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status = _libhip.hipStreamUpdateCaptureDependencies(stream, deps_in, num_deps, flags_in)
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hipCheckStatus(status)
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## Graph Management
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_libhip.hipGraphCreate.restype = int
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_libhip.hipGraphCreate.argtypes = [ctypes.c_void_p, ctypes.c_uint]
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def hipGraphCreate():
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ptr = ctypes.c_void_p()
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status = _libhip.hipGraphCreate(ctypes.byref(ptr), 0)
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hipCheckStatus(status)
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return ptr
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_libhip.hipGraphInstantiate.restype = int
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_libhip.hipGraphInstantiate.argtypes = [ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p]
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def hipGraphInstantiate(graph):
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ptr = ctypes.c_void_p()
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status = _libhip.hipGraphInstantiate(ctypes.byref(ptr), graph, 0, 0, 0)
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hipCheckStatus(status)
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return ptr
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_libhip.hipGraphDestroy.restype = int
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_libhip.hipGraphDestroy.argtypes = [ctypes.c_void_p]
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def hipGraphDestroy(graph):
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status = _libhip.hipGraphDestroy(graph)
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hipCheckStatus(status)
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_libhip.hipGraphExecDestroy.restype = int
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_libhip.hipGraphExecDestroy.argtypes = [ctypes.c_void_p]
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def hipGraphExecDestroy(gexec):
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status = _libhip.hipGraphExecDestroy(gexec)
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hipCheckStatus(status)
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_libhip.hipGraphLaunch.restype = int
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_libhip.hipGraphLaunch.argtypes = [ctypes.c_void_p, ctypes.c_void_p]
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def hipGraphLaunch(graph_exec, stream=0):
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status = _libhip.hipGraphLaunch(graph_exec, stream)
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hipCheckStatus(status)
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class hipKernelNodeParams(ctypes.Structure):
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_fields_ = [("blockDimX", ctypes.c_uint32), ("blockDimY", ctypes.c_uint32), ("blockDimZ", ctypes.c_uint32),
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("extra", ctypes.POINTER(ctypes.c_void_p)),
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("func", ctypes.c_void_p),
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("gridDimX", ctypes.c_uint32), ("gridDimY", ctypes.c_uint32), ("gridDimZ", ctypes.c_uint32),
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("kernelParams", ctypes.POINTER(ctypes.c_void_p)),
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("sharedMemBytes", ctypes.c_uint32)]
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@dataclass
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class kernelNodeParamsWrapper():
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c_struct: Any
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context: Any = None
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# Better to cache struct_types since they reused often and take a lot of time to create.
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struct_type_cache: Dict[str, Any] = {}
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def __get_struct(name, field_list):
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global struct_type_cache
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if name in struct_type_cache:
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return struct_type_cache[name]
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class CStructure(ctypes.Structure):
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_fields_ = field_list
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struct_type_cache[name] = CStructure
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return struct_type_cache[name]
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def getStructTypeForArgs(*args):
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types = ""
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fields: List[Tuple[str, Any]] = []
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for idx in range(len(args)):
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if args[idx].__class__ is int:
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types += 'i'
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fields.append((f'field{idx}', ctypes.c_int))
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else:
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types += 'P'
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fields.append((f'field{idx}', ctypes.c_void_p))
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return __get_struct(types, fields)
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def updateKernelNodeParams(npwrapper:kernelNodeParamsWrapper, *args, grid=(1,1,1), block=(1,1,1), updated_args=None):
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_, struct, _ = npwrapper.context
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if updated_args is not None:
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for i in updated_args:
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setattr(struct, f'field{i}', (args[i] if args[i].__class__ is int else args[i]._buf))
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else:
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for i,d in enumerate(args):
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setattr(struct, f'field{i}', (d if d.__class__ is int else d._buf))
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npwrapper.c_struct.blockDimX = block[0]
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npwrapper.c_struct.blockDimY = block[1]
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npwrapper.c_struct.blockDimZ = block[2]
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npwrapper.c_struct.gridDimX = grid[0]
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npwrapper.c_struct.gridDimY = grid[1]
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npwrapper.c_struct.gridDimZ = grid[2]
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def buildKernelNodeParams(*args, func=None, grid=(1,1,1), block=(1,1,1), sharedMemBytes=0, argsStructType=None):
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data = [d if d.__class__ is int else d._buf for d in args]
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if argsStructType is None: argsStructType = getStructTypeForArgs(*args)
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struct = argsStructType(*data)
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size = ctypes.c_size_t(ctypes.sizeof(struct))
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p_size = ctypes.c_void_p(ctypes.addressof(size))
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p_struct = ctypes.c_void_p(ctypes.addressof(struct))
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config = (ctypes.c_void_p * 5)(ctypes.c_void_p(1), p_struct,
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ctypes.c_void_p(2), p_size, ctypes.c_void_p(3))
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params = hipKernelNodeParams(block[0], block[1], block[2], config, func, grid[0], grid[1], grid[2], None, sharedMemBytes)
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return kernelNodeParamsWrapper(c_struct=params, context=(size, struct, config))
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_libhip.hipGraphAddKernelNode.restype = int
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_libhip.hipGraphAddKernelNode.argtypes = [ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p, ctypes.c_size_t, ctypes.c_void_p]
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def hipGraphAddKernelNode(graph, deps, params:kernelNodeParamsWrapper):
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graph_node = ctypes.c_void_p()
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deps_in = (ctypes.c_void_p * len(deps))()
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deps_in[:] = deps
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num_deps = ctypes.c_size_t(len(deps))
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status = _libhip.hipGraphAddKernelNode(ctypes.byref(graph_node), graph, deps_in, num_deps, ctypes.byref(params.c_struct))
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hipCheckStatus(status)
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return graph_node
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_libhip.hipGraphExecKernelNodeSetParams.restype = int
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_libhip.hipGraphExecKernelNodeSetParams.argtypes = [ctypes.c_void_p, ctypes.c_void_p, ctypes.c_void_p]
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def hipGraphExecKernelNodeSetParams(gexec, node, params:kernelNodeParamsWrapper):
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status = _libhip.hipGraphExecKernelNodeSetParams(gexec, node, ctypes.byref(params.c_struct))
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hipCheckStatus(status)
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_libhip.hipMalloc.restype = int
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_libhip.hipMalloc.argtypes = [ctypes.POINTER(ctypes.c_void_p), ctypes.c_size_t]
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def hipMalloc(count):
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ptr = ctypes.c_void_p()
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status = _libhip.hipMalloc(ctypes.byref(ptr), count)
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hipCheckStatus(status)
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return ptr.value
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_libhip.hipFree.restype = int
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_libhip.hipFree.argtypes = [ctypes.c_void_p]
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def hipFree(ptr):
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status = _libhip.hipFree(ptr)
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hipCheckStatus(status)
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# memory copy modes
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hipMemcpyHostToHost = 0
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hipMemcpyHostToDevice = 1
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hipMemcpyDeviceToHost = 2
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hipMemcpyDeviceToDevice = 3
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hipMemcpyDefault = 4
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_libhip.hipMemcpy.restype = int
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_libhip.hipMemcpy.argtypes = [ctypes.c_void_p, ctypes.c_void_p, ctypes.c_size_t, ctypes.c_int]
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def hipMemcpy(dst, src, count, direction):
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status = _libhip.hipMemcpy(dst, src, ctypes.c_size_t(count), direction)
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hipCheckStatus(status)
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_libhip.hipMemcpyAsync.restype = int
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_libhip.hipMemcpyAsync.argtypes = [ctypes.c_void_p, ctypes.c_void_p, ctypes.c_size_t, ctypes.c_int, ctypes.c_void_p]
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def hipMemcpyAsync(dst, src, count, direction, stream):
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status = _libhip.hipMemcpyAsync(dst, src, ctypes.c_size_t(count), direction, stream)
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hipCheckStatus(status)
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_libhip.hipDeviceEnablePeerAccess.restype = int
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_libhip.hipDeviceEnablePeerAccess.argtypes = [ctypes.c_int, ctypes.c_uint]
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def hipDeviceEnablePeerAccess(peerDevice, flags):
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status = _libhip.hipDeviceEnablePeerAccess(peerDevice, flags)
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hipCheckStatus(status)
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_libhip.hipMemGetInfo.restype = int
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_libhip.hipMemGetInfo.argtypes = [ctypes.c_void_p, ctypes.c_void_p]
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def hipMemGetInfo():
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free = ctypes.c_size_t()
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total = ctypes.c_size_t()
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status = _libhip.hipMemGetInfo(ctypes.byref(free), ctypes.byref(total))
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hipCheckStatus(status)
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return free.value, total.value
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class hipIpcMemHandle_t(ctypes.Structure):
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_fields_ = [("reserved", ctypes.c_char * 64)]
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_libhip.hipIpcGetMemHandle.restype = int
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_libhip.hipIpcGetMemHandle.argtypes = [ctypes.POINTER(hipIpcMemHandle_t), ctypes.c_void_p]
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def hipIpcGetMemHandle(ptr):
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handle = hipIpcMemHandle_t()
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status = _libhip.hipIpcGetMemHandle(ctypes.byref(handle), ptr)
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hipCheckStatus(status)
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return handle
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_libhip.hipIpcOpenMemHandle.restype = int
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_libhip.hipIpcOpenMemHandle.argtypes = [ctypes.POINTER(ctypes.c_void_p), hipIpcMemHandle_t, ctypes.c_uint]
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def hipIpcOpenMemHandle(handle, flags):
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ptr = ctypes.c_void_p()
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status = _libhip.hipIpcOpenMemHandle(ctypes.byref(ptr), handle, flags)
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hipCheckStatus(status)
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return ptr.value
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_libhip.hipIpcCloseMemHandle.restype = int
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_libhip.hipIpcCloseMemHandle.argtypes = [ctypes.c_void_p]
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def hipIpcCloseMemHandle(ptr):
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status = _libhip.hipIpcCloseMemHandle(ptr)
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hipCheckStatus(status)
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_libhip.hipSetDevice.restype = int
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_libhip.hipSetDevice.argtypes = [ctypes.c_int]
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def hipSetDevice(dev):
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status = _libhip.hipSetDevice(dev)
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hipCheckStatus(status)
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_libhip.hipGetDevice.restype = int
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_libhip.hipGetDevice.argtypes = [ctypes.POINTER(ctypes.c_int)]
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def hipGetDevice():
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dev = ctypes.c_int()
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status = _libhip.hipGetDevice(ctypes.byref(dev))
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hipCheckStatus(status)
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return dev.value
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_libhip.hipGetDeviceCount.restype = int
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_libhip.hipGetDeviceCount.argtypes = [ctypes.POINTER(ctypes.c_int)]
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def hipGetDeviceCount():
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count = ctypes.c_int()
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status = _libhip.hipGetDeviceCount(ctypes.byref(count))
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hipCheckStatus(status)
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return count.value
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class hipDeviceArch(ctypes.Structure):
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_fields_ = [
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# *32-bit Atomics*
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# 32-bit integer atomics for global memory.
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("hasGlobalInt32Atomics", ctypes.c_uint, 1),
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# 32-bit float atomic exch for global memory.
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("hasGlobalFloatAtomicExch", ctypes.c_uint, 1),
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# 32-bit integer atomics for shared memory.
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("hasSharedInt32Atomics", ctypes.c_uint, 1),
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# 32-bit float atomic exch for shared memory.
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("hasSharedFloatAtomicExch", ctypes.c_uint, 1),
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# 32-bit float atomic add in global and shared memory.
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("hasFloatAtomicAdd", ctypes.c_uint, 1),
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# *64-bit Atomics*
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# 64-bit integer atomics for global memory.
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("hasGlobalInt64Atomics", ctypes.c_uint, 1),
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# 64-bit integer atomics for shared memory.
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("hasSharedInt64Atomics", ctypes.c_uint, 1),
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# *Doubles*
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# Double-precision floating point.
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("hasDoubles", ctypes.c_uint, 1),
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# *Warp cross-lane operations*
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# Warp vote instructions (__any, __all).
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("hasWarpVote", ctypes.c_uint, 1),
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# Warp ballot instructions (__ballot).
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("hasWarpBallot", ctypes.c_uint, 1),
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# Warp shuffle operations. (__shfl_*).
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("hasWarpShuffle", ctypes.c_uint, 1),
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# Funnel two words into one with shift&mask caps.
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("hasFunnelShift", ctypes.c_uint, 1),
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# *Sync*
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# __threadfence_system.
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("hasThreadFenceSystem", ctypes.c_uint, 1),
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# __syncthreads_count, syncthreads_and, syncthreads_or.
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("hasSyncThreadsExt", ctypes.c_uint, 1),
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# *Misc*
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# Surface functions.
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("hasSurfaceFuncs", ctypes.c_uint, 1),
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# Grid and group dims are 3D (rather than 2D).
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("has3dGrid", ctypes.c_uint, 1),
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# Dynamic parallelism.
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("hasDynamicParallelism", ctypes.c_uint, 1),
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]
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class hipDeviceProperties(ctypes.Structure):
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_fields_ = [
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# Device name
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("_name", ctypes.c_char * 256),
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# Size of global memory region (in bytes)
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("totalGlobalMem", ctypes.c_size_t),
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# Size of shared memory region (in bytes).
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("sharedMemPerBlock", ctypes.c_size_t),
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# Registers per block.
|
|
("regsPerBlock", ctypes.c_int),
|
|
|
|
# Warp size.
|
|
("warpSize", ctypes.c_int),
|
|
|
|
# Max work items per work group or workgroup max size.
|
|
("maxThreadsPerBlock", ctypes.c_int),
|
|
|
|
# Max number of threads in each dimension (XYZ) of a block.
|
|
("maxThreadsDim", ctypes.c_int * 3),
|
|
|
|
# Max grid dimensions (XYZ).
|
|
("maxGridSize", ctypes.c_int * 3),
|
|
|
|
# Max clock frequency of the multiProcessors in khz.
|
|
("clockRate", ctypes.c_int),
|
|
|
|
# Max global memory clock frequency in khz.
|
|
("memoryClockRate", ctypes.c_int),
|
|
|
|
# Global memory bus width in bits.
|
|
("memoryBusWidth", ctypes.c_int),
|
|
|
|
# Size of shared memory region (in bytes).
|
|
("totalConstMem", ctypes.c_size_t),
|
|
|
|
# Major compute capability. On HCC, this is an approximation and features may
|
|
# differ from CUDA CC. See the arch feature flags for portable ways to query
|
|
# feature caps.
|
|
("major", ctypes.c_int),
|
|
|
|
# Minor compute capability. On HCC, this is an approximation and features may
|
|
# differ from CUDA CC. See the arch feature flags for portable ways to query
|
|
# feature caps.
|
|
("minor", ctypes.c_int),
|
|
|
|
# Number of multi-processors (compute units).
|
|
("multiProcessorCount", ctypes.c_int),
|
|
|
|
# L2 cache size.
|
|
("l2CacheSize", ctypes.c_int),
|
|
|
|
# Maximum resident threads per multi-processor.
|
|
("maxThreadsPerMultiProcessor", ctypes.c_int),
|
|
|
|
# Compute mode.
|
|
("computeMode", ctypes.c_int),
|
|
|
|
# Frequency in khz of the timer used by the device-side "clock*"
|
|
# instructions. New for HIP.
|
|
("clockInstructionRate", ctypes.c_int),
|
|
|
|
# Architectural feature flags. New for HIP.
|
|
("arch", hipDeviceArch),
|
|
|
|
# Device can possibly execute multiple kernels concurrently.
|
|
("concurrentKernels", ctypes.c_int),
|
|
|
|
# PCI Domain ID
|
|
("pciDomainID", ctypes.c_int),
|
|
|
|
# PCI Bus ID.
|
|
("pciBusID", ctypes.c_int),
|
|
|
|
# PCI Device ID.
|
|
("pciDeviceID", ctypes.c_int),
|
|
|
|
# Maximum Shared Memory Per Multiprocessor.
|
|
("maxSharedMemoryPerMultiProcessor", ctypes.c_size_t),
|
|
|
|
# 1 if device is on a multi-GPU board, 0 if not.
|
|
("isMultiGpuBoard", ctypes.c_int),
|
|
|
|
# Check whether HIP can map host memory
|
|
("canMapHostMemory", ctypes.c_int),
|
|
|
|
# DEPRECATED: use gcnArchName instead
|
|
("gcnArch", ctypes.c_int),
|
|
|
|
# AMD GCN Arch Name.
|
|
("_gcnArchName", ctypes.c_char * 256),
|
|
|
|
# APU vs dGPU
|
|
("integrated", ctypes.c_int),
|
|
|
|
# HIP device supports cooperative launch
|
|
("cooperativeLaunch", ctypes.c_int),
|
|
|
|
# HIP device supports cooperative launch on multiple devices
|
|
("cooperativeMultiDeviceLaunch", ctypes.c_int),
|
|
|
|
# Maximum size for 1D textures bound to linear memory
|
|
("maxTexture1DLinear", ctypes.c_int),
|
|
|
|
# Maximum number of elements in 1D images
|
|
("maxTexture1D", ctypes.c_int),
|
|
|
|
# Maximum dimensions (width, height) of 2D images, in image elements
|
|
("maxTexture2D", ctypes.c_int * 2),
|
|
|
|
# Maximum dimensions (width, height, depth) of 3D images, in image elements
|
|
("maxTexture3D", ctypes.c_int * 3),
|
|
|
|
# Addres of HDP_MEM_COHERENCY_FLUSH_CNTL register
|
|
("hdpMemFlushCntl", ctypes.POINTER(ctypes.c_uint)),
|
|
|
|
# Addres of HDP_REG_COHERENCY_FLUSH_CNTL register
|
|
("hdpRegFlushCntl", ctypes.POINTER(ctypes.c_uint)),
|
|
|
|
# Maximum pitch in bytes allowed by memory copies
|
|
("memPitch", ctypes.c_size_t),
|
|
|
|
# Alignment requirement for textures
|
|
("textureAlignment", ctypes.c_size_t),
|
|
|
|
# Pitch alignment requirement for texture references bound to pitched memory
|
|
("texturePitchAlignment", ctypes.c_size_t),
|
|
|
|
# Run time limit for kernels executed on the device
|
|
("kernelExecTimeoutEnabled", ctypes.c_int),
|
|
|
|
# Device has ECC support enabled
|
|
("ECCEnabled", ctypes.c_int),
|
|
|
|
# 1:If device is Tesla device using TCC driver, else 0
|
|
("tccDriver", ctypes.c_int),
|
|
|
|
# HIP device supports cooperative launch on multiple
|
|
# devices with unmatched functions
|
|
("cooperativeMultiDeviceUnmatchedFunc", ctypes.c_int),
|
|
|
|
# HIP device supports cooperative launch on multiple
|
|
# devices with unmatched grid dimensions
|
|
("cooperativeMultiDeviceUnmatchedGridDim", ctypes.c_int),
|
|
|
|
# HIP device supports cooperative launch on multiple
|
|
# devices with unmatched block dimensions
|
|
("cooperativeMultiDeviceUnmatchedBlockDim", ctypes.c_int),
|
|
|
|
# HIP device supports cooperative launch on multiple
|
|
# devices with unmatched shared memories
|
|
("cooperativeMultiDeviceUnmatchedSharedMem", ctypes.c_int),
|
|
|
|
# 1: if it is a large PCI bar device, else 0
|
|
("isLargeBar", ctypes.c_int),
|
|
|
|
# Revision of the GPU in this device
|
|
("asicRevision", ctypes.c_int),
|
|
|
|
# Device supports allocating managed memory on this system
|
|
("managedMemory", ctypes.c_int),
|
|
|
|
# Host can directly access managed memory on the device without migration
|
|
("directManagedMemAccessFromHost", ctypes.c_int),
|
|
|
|
# Device can coherently access managed memory concurrently with the CPU
|
|
("concurrentManagedAccess", ctypes.c_int),
|
|
|
|
# Device supports coherently accessing pageable memory
|
|
# without calling hipHostRegister on it
|
|
("pageableMemoryAccess", ctypes.c_int),
|
|
|
|
# Device accesses pageable memory via the host"s page tables
|
|
("pageableMemoryAccessUsesHostPageTables", ctypes.c_int),
|
|
]
|
|
|
|
@property
|
|
def name(self):
|
|
return self._name.decode("utf-8")
|
|
|
|
@property
|
|
def gcnArchName(self):
|
|
return self._gcnArchName.decode("utf-8")
|
|
|
|
_libhip.hipGetDeviceProperties.restype = int
|
|
_libhip.hipGetDeviceProperties.argtypes = [ctypes.POINTER(hipDeviceProperties), ctypes.c_int]
|
|
def hipGetDeviceProperties(deviceId: int):
|
|
device_properties = hipDeviceProperties()
|
|
status = _libhip.hipGetDeviceProperties(ctypes.pointer(device_properties), deviceId)
|
|
hipCheckStatus(status)
|
|
return device_properties
|
|
|
|
_libhip.hipModuleLoadData.restype = int
|
|
_libhip.hipModuleLoadData.argtypes = [ctypes.POINTER(ctypes.c_void_p), ctypes.c_void_p]
|
|
def hipModuleLoadData(data):
|
|
module = ctypes.c_void_p()
|
|
status = _libhip.hipModuleLoadData(ctypes.byref(module), data)
|
|
hipCheckStatus(status)
|
|
return module
|
|
|
|
_libhip.hipModuleGetFunction.restype = int
|
|
_libhip.hipModuleGetFunction.argtypes = [ctypes.POINTER(ctypes.c_void_p), ctypes.c_void_p, ctypes.POINTER(ctypes.c_char)]
|
|
def hipModuleGetFunction(module, func_name):
|
|
kernel = ctypes.c_void_p()
|
|
status = _libhip.hipModuleGetFunction(ctypes.byref(kernel), module, func_name.encode("utf-8"))
|
|
hipCheckStatus(status)
|
|
return kernel
|
|
|
|
_libhip.hipModuleUnload.restype = int
|
|
_libhip.hipModuleUnload.argtypes = [ctypes.c_void_p]
|
|
def hipModuleUnload(module):
|
|
status = _libhip.hipModuleUnload(module)
|
|
hipCheckStatus(status)
|
|
|
|
_libhip.hipModuleLaunchKernel.restype = int
|
|
_libhip.hipModuleLaunchKernel.argtypes = [ctypes.c_void_p,
|
|
ctypes.c_uint, ctypes.c_uint, ctypes.c_uint, # block dim
|
|
ctypes.c_uint, ctypes.c_uint, ctypes.c_uint, # thread dim
|
|
ctypes.c_uint, ctypes.c_void_p,
|
|
ctypes.POINTER(ctypes.c_void_p), ctypes.POINTER(ctypes.c_void_p)]
|
|
def hipModuleLaunchKernel(kernel, bx, by, bz, tx, ty, tz, shared, stream, struct):
|
|
c_bx, c_by, c_bz = ctypes.c_uint(bx), ctypes.c_uint(by), ctypes.c_uint(bz)
|
|
c_tx, c_ty, c_tz = ctypes.c_uint(tx), ctypes.c_uint(ty), ctypes.c_uint(tz)
|
|
c_shared = ctypes.c_uint(shared)
|
|
|
|
param_buffer_ptr, param_buffer_size, param_buffer_end = ctypes.c_void_p(1), ctypes.c_void_p(2), ctypes.c_void_p(3)
|
|
size = ctypes.c_size_t(ctypes.sizeof(struct))
|
|
p_size, p_struct = ctypes.c_void_p(ctypes.addressof(size)), ctypes.c_void_p(ctypes.addressof(struct))
|
|
config = (ctypes.c_void_p * 5)(param_buffer_ptr, p_struct, param_buffer_size, p_size, param_buffer_end)
|
|
|
|
status = _libhip.hipModuleLaunchKernel(kernel, c_bx, c_by, c_bz, c_tx, c_ty, c_tz, c_shared, stream, None, config)
|
|
hipCheckStatus(status)
|
|
|
|
_libhiprtc.hiprtcCreateProgram.restype = int
|
|
_libhiprtc.hiprtcCreateProgram.argtypes = [ctypes.POINTER(ctypes.c_void_p), ctypes.POINTER(ctypes.c_char), ctypes.POINTER(ctypes.c_char),
|
|
ctypes.c_int, ctypes.POINTER(ctypes.c_char_p), ctypes.POINTER(ctypes.c_char_p)]
|
|
def hiprtcCreateProgram(source, name, header_names, header_sources):
|
|
c_header_names, c_header_sources = (ctypes.c_char_p * len(header_names))(), (ctypes.c_char_p * len(header_sources))()
|
|
c_header_names[:], c_header_sources[:] = [h.encode("utf-8") for h in header_names], [h.encode("utf-8") for h in header_sources]
|
|
|
|
prog = ctypes.c_void_p()
|
|
status = _libhiprtc.hiprtcCreateProgram(ctypes.byref(prog), source.encode("utf-8"), name.encode("utf-8"), len(header_names), c_header_sources, c_header_names)
|
|
hipCheckStatus(status)
|
|
return prog
|
|
|
|
_libhiprtc.hiprtcDestroyProgram.restype = int
|
|
_libhiprtc.hiprtcDestroyProgram.argtypes = [ctypes.POINTER(ctypes.c_void_p)]
|
|
def hiprtcDestroyProgram(prog):
|
|
status = _libhiprtc.hiprtcDestroyProgram(ctypes.byref(prog))
|
|
hipCheckStatus(status)
|
|
|
|
|
|
_libhiprtc.hiprtcGetProgramLogSize.restype = int
|
|
_libhiprtc.hiprtcGetProgramLogSize.argtypes = [ctypes.c_void_p, ctypes.POINTER(ctypes.c_size_t)]
|
|
_libhiprtc.hiprtcGetProgramLog.restype = int
|
|
_libhiprtc.hiprtcGetProgramLog.argtypes = [ctypes.c_void_p, ctypes.c_char_p]
|
|
def hiprtcGetProgramLog(prog):
|
|
logsz = ctypes.c_size_t()
|
|
status = _libhiprtc.hiprtcGetProgramLogSize(prog, logsz)
|
|
hipCheckStatus(status)
|
|
logstr = ctypes.create_string_buffer(logsz.value)
|
|
status = _libhiprtc.hiprtcGetProgramLog(prog, logstr)
|
|
hipCheckStatus(status)
|
|
return logstr.value.decode()
|
|
|
|
_libhiprtc.hiprtcCompileProgram.restype = int
|
|
_libhiprtc.hiprtcCompileProgram.argtypes = [ctypes.c_void_p, ctypes.c_int, ctypes.POINTER(ctypes.c_char_p)]
|
|
def hiprtcCompileProgram(prog, options):
|
|
c_options = (ctypes.c_char_p * len(options))()
|
|
c_options[:] = [o.encode("utf-8") for o in options]
|
|
|
|
status = _libhiprtc.hiprtcCompileProgram(prog, len(options), c_options)
|
|
if status == 6: print(hiprtcGetProgramLog(prog))
|
|
hipCheckStatus(status)
|
|
|
|
_libhiprtc.hiprtcGetCodeSize.restype = int
|
|
_libhiprtc.hiprtcGetCodeSize.argtypes = [ctypes.c_void_p, ctypes.POINTER(ctypes.c_size_t)]
|
|
_libhiprtc.hiprtcGetCode.restype = int
|
|
_libhiprtc.hiprtcGetCode.argtypes = [ctypes.c_void_p, ctypes.POINTER(ctypes.c_char)]
|
|
def hiprtcGetCode(prog):
|
|
code_size = ctypes.c_size_t()
|
|
status = _libhiprtc.hiprtcGetCodeSize(prog, ctypes.byref(code_size))
|
|
hipCheckStatus(status)
|
|
e_code = ("0" * code_size.value).encode("utf-8")
|
|
status = _libhiprtc.hiprtcGetCode(prog, e_code)
|
|
hipCheckStatus(status)
|
|
return e_code
|
|
except:
|
|
if DEBUG >= 1: print("WARNING: libamdhip64.so or libhiprtc.so not found. HIP support will not work.")
|