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								# distutils: language = c++
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								# cython: c_string_encoding=ascii, language_level=3
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								import numpy as np
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								cimport numpy as cnp
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								from libc.string cimport memcpy
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								from msgq.visionipc.visionipc cimport cl_mem
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								from msgq.visionipc.visionipc_pyx cimport VisionBuf, CLContext as BaseCLContext
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								from .commonmodel cimport CL_DEVICE_TYPE_DEFAULT, cl_get_device_id, cl_create_context
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								from .commonmodel cimport mat3, sigmoid as cppSigmoid, ModelFrame as cppModelFrame
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								def sigmoid(x):
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								  return cppSigmoid(x)
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								cdef class CLContext(BaseCLContext):
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								  def __cinit__(self):
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								    self.device_id = cl_get_device_id(CL_DEVICE_TYPE_DEFAULT)
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								    self.context = cl_create_context(self.device_id)
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								cdef class CLMem:
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								  @staticmethod
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								  cdef create(void * cmem):
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								    mem = CLMem()
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								    mem.mem = <cl_mem*> cmem
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								    return mem
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								cdef class ModelFrame:
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								  cdef cppModelFrame * frame
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								  def __cinit__(self, CLContext context):
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								    self.frame = new cppModelFrame(context.device_id, context.context)
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								  def __dealloc__(self):
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								    del self.frame
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								  def prepare(self, VisionBuf buf, float[:] projection, CLMem output):
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								    cdef mat3 cprojection
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								    memcpy(cprojection.v, &projection[0], 9*sizeof(float))
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								    cdef float * data
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								    if output is None:
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								      data = self.frame.prepare(buf.buf.buf_cl, buf.width, buf.height, buf.stride, buf.uv_offset, cprojection, NULL)
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								    else:
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								      data = self.frame.prepare(buf.buf.buf_cl, buf.width, buf.height, buf.stride, buf.uv_offset, cprojection, output.mem)
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								    if not data:
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								      return None
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								    return np.asarray(<cnp.float32_t[:self.frame.buf_size]> data)
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