Generated by Cython 3.0.2

Yellow lines hint at Python interaction.
Click on a line that starts with a "+" to see the C code that Cython generated for it.

Raw output: _le_interpolation_nearest_neighbor.c

+001: # cython: infer_types=True, wraparound=False, nonecheck=False, boundscheck=False, cdivision=True, language_level=3, profile=False, autogen_pxd=False
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 002: 
+003: import numpy as np
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 004: 
 005: cimport numpy as np
 006: 
 007: from cython.parallel import parallel, prange
 008: 
 009: from libc.math cimport cos, sin, pi, hypot, exp, log
 010: 
+011: from .__interpolation_tools__ import check_image, value2array
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+012: from .__liquid_engine__ import LiquidEngine
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+013: from .__opencl__ import cl, cl_array
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+014: from ._le_interpolation_nearest_neighbor_ import \
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+016: from ._le_interpolation_nearest_neighbor_ import \
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+017:     njit_shift_scale_rotate as _njit_shift_magnify_rotate
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+018: from ._le_interpolation_nearest_neighbor_ import \
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+019:     shift_magnify as _py_shift_magnify
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 022: 
 023: 
 024: cdef extern from "_c_interpolation_nearest_neighbor.h":
 025:     float _c_interpolate(float *image, float row, float col, int rows, int cols) nogil
 026: 
 027: 
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 041:     # tag-start: _le_interpolation_nearest_neighbor.ShiftAndMagnify.run
+042:     def run(self, image, shift_row, shift_col, float magnification_row, float magnification_col, run_type=None) -> np.ndarray:
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 510: 
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 600:         scale_row=1, scale_col=1, angle=0) -> np.ndarray:
+601:         image_out = _njit_shift_magnify_rotate(image, shift_row, shift_col, scale_row, scale_col, angle)
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 603:     # tag-end
 604: 
 605: 
 606: '''
 607: class PolarTransform(LiquidEngine):
 608:     """
 609:     Polar Transformations using the NanoPyx Liquid Engine
 610:     """
 611: 
 612:     _has_opencl = False
 613:     _has_threaded = True
 614:     _has_threaded_static = True
 615:     _has_threaded_dynamic = True
 616:     _has_threaded_guided = True
 617:     _has_unthreaded = True
 618:     _has_python = False
 619:     _has_njit = False
 620:     _designation = "PolarTransform_NN"
 621: 
 622:     def __init__(self):
 623:         super().__init__()
 624: 
 625:     # tag-start: _le_interpolation_nearest_neighbor.PolarTransform.run
 626:     def run(self, image, tuple out_shape, str scale, run_type=None) -> np.ndarray:
 627:         """
 628:         Polar Transform an image using Nearest-Neighbor interpolation
 629:         :param image: The image to transform
 630:         :type image: np.ndarray or memoryview
 631:         :param out_shape: Desired shape for the output image
 632:         :type out_shape: tuple (n_row, n_col)
 633:         :param scale: Linear or Log transform
 634:         :type scale: str, either 'log' or 'linear'
 635:         :return: The tranformed image in polar coordinates
 636:         """
 637:         image = check_image(image)
 638:         nrow, ncol = out_shape
 639:         if scale not in ['linear', 'log']:
 640:             scale = 'linear'
 641:         return self._run(image, nrow, ncol, scale, run_type=run_type)
 642:     # tag-end
 643: 
 644:     # tag-start: _le_interpolation_nearest_neighbor.PolarTransform.benchmark
 645:     def benchmark(self, image, tuple out_shape, str scale):
 646:         """
 647:         Benchmark the PolarTransform run function in multiple run types
 648:         :param image: The image to transform
 649:         :type image: np.ndarray or memoryview
 650:         :param out_shape: Desired shape for the output image
 651:         :type out_shape: tuple (n_row, n_col)
 652:         :param scale: Linear or Log transform
 653:         :type scale: str, either 'log' or 'linear'
 654:         :return: The benchmark results
 655:         :rtype: [[run_time, run_type_name, return_value], ...]
 656:         """
 657:         image = check_image(image)
 658:         nrow, ncol = out_shape
 659:         if scale not in ['linear', 'log']:
 660:             scale = 'linear'
 661:         return super().benchmark(image, nrow, ncol, scale)
 662:     # tag-end
 663: 
 664:     # tag-start: _le_interpolation_nearest_neighbor.PolarTransform._run_opencl
 665:     @LiquidEngine._logger(logger)
 666:     def _run_opencl(self, float[:,:,:] image, int nrow, int ncol, str scale):
 667: 
 668:         # Swap row and columns because opencl is strange and stores the
 669:         # array in a buffer in fortran ordering despite the original
 670:         # numpy array being in C order.
 671:         image = np.ascontiguousarray(np.swapaxes(image, 1, 2), dtype=np.float32)
 672: 
 673:         code = self._get_cl_code("_le_interpolation_nearest_neighbor_.cl")
 674: 
 675:         cdef int nFrames = image.shape[0]
 676:         cdef int rowsM = image.shape[1]
 677:         cdef int colsM = image.shape[2]
 678: 
 679:         image_in = cl_array.to_device(cl_queue, image)
 680:         image_out = cl_array.zeros(cl_queue, (nFrames, nrow, ncol), dtype=np.float32)
 681: 
 682:         cdef int scale_int = 0
 683:         if scale == 'log':
 684:             scale_int = 1
 685: 
 686:         # Create the program
 687:         prg = cl.Program(cl_ctx, code).build()
 688: 
 689:         # Run the kernel
 690:         prg.PolarTransform(
 691:             cl_queue,
 692:             image_out.shape,
 693:             None,
 694:             image_in.data,
 695:             image_out.data,
 696:             scale_int
 697:         )
 698: 
 699:         # Wait for queue to finish
 700:         cl_queue.finish()
 701: 
 702:         # Swap rows and columns back
 703:         return np.ascontiguousarray(np.swapaxes(image_out.get(), 1, 2), dtype=np.float32)
 704:     # tag-end
 705: 
 706:     # tag-start: _le_interpolation_nearest_neighbor.PolarTransform._run_unthreaded
 707:     @LiquidEngine._logger(logger)
 708:     def _run_unthreaded(self, float[:,:,:] image, int nrow, int ncol, str scale):
 709: 
 710:         cdef int nFrames = image.shape[0]
 711:         cdef int rows = image.shape[1]
 712:         cdef int cols = image.shape[2]
 713: 
 714:         cdef float c_rows = rows / 2
 715:         cdef float c_cols = cols / 2
 716: 
 717:         # angle on rows, radius on cols
 718:         image_out = np.zeros((nFrames, nrow, ncol), dtype=np.float32)
 719:         cdef float[:,:,:] _image_out = image_out
 720:         cdef float[:,:,:] _image_in = image
 721: 
 722:         # max_angle = 2*pi
 723:         cdef float max_radius = hypot(c_rows, c_cols)
 724: 
 725:         cdef int f,i,j
 726:         cdef float angle, radius, col, row
 727: 
 728:         with nogil:
 729:             for f in range(nFrames):
 730:                 for i in range(ncol):
 731:                     for j in range(nrow):
 732:                         angle = j * 2 * pi  / (nrow-1)
 733:                         if scale=='log':
 734:                             radius = exp(i*log(max_radius)/(ncol-1))
 735:                         else:
 736:                             radius = i * max_radius / (ncol-1)
 737:                         col = radius * cos(angle) + c_cols
 738:                         row = radius * sin(angle) + c_rows
 739:                         _image_out[f, j, i] = _c_interpolate(&_image_in[f, 0, 0], row, col, rows, cols)
 740: 
 741:         return image_out
 742:     # tag-end
 743: 
 744:     # tag-copy: _le_interpolation_nearest_neighbor.PolarTransform._run_unthreaded; replace("_run_unthreaded", "_run_threaded"); replace("range(ncol)", "prange(ncol)")
 745:     @LiquidEngine._logger(logger)
 746:     def _run_threaded(self, float[:,:,:] image, int nrow, int ncol, str scale):
 747: 
 748:         cdef int nFrames = image.shape[0]
 749:         cdef int rows = image.shape[1]
 750:         cdef int cols = image.shape[2]
 751: 
 752:         cdef float c_rows = rows / 2
 753:         cdef float c_cols = cols / 2
 754: 
 755:         # angle on rows, radius on cols
 756:         image_out = np.zeros((nFrames, nrow, ncol), dtype=np.float32)
 757:         cdef float[:,:,:] _image_out = image_out
 758:         cdef float[:,:,:] _image_in = image
 759: 
 760:         # max_angle = 2*pi
 761:         cdef float max_radius = hypot(c_rows, c_cols)
 762: 
 763:         cdef int f,i,j
 764:         cdef float angle, radius, col, row
 765: 
 766:         with nogil:
 767:             for f in range(nFrames):
 768:                 for i in prange(ncol):
 769:                     for j in range(nrow):
 770:                         angle = j * 2 * pi  / (nrow-1)
 771:                         if scale=='log':
 772:                             radius = exp(i*log(max_radius)/(ncol-1))
 773:                         else:
 774:                             radius = i * max_radius / (ncol-1)
 775:                         col = radius * cos(angle) + c_cols
 776:                         row = radius * sin(angle) + c_rows
 777:                         _image_out[f, j, i] = _c_interpolate(&_image_in[f, 0, 0], row, col, rows, cols)
 778: 
 779:         return image_out
 780:     # tag-end
 781: 
 782:     # tag-copy: _le_interpolation_nearest_neighbor.PolarTransform._run_unthreaded; replace("_run_unthreaded", "_run_threaded_static"); replace("range(ncol)", 'prange(ncol, schedule="static")')
 783:     @LiquidEngine._logger(logger)
 784:     def _run_threaded_static(self, float[:,:,:] image, int nrow, int ncol, str scale):
 785: 
 786:         cdef int nFrames = image.shape[0]
 787:         cdef int rows = image.shape[1]
 788:         cdef int cols = image.shape[2]
 789: 
 790:         cdef float c_rows = rows / 2
 791:         cdef float c_cols = cols / 2
 792: 
 793:         # angle on rows, radius on cols
 794:         image_out = np.zeros((nFrames, nrow, ncol), dtype=np.float32)
 795:         cdef float[:,:,:] _image_out = image_out
 796:         cdef float[:,:,:] _image_in = image
 797: 
 798:         # max_angle = 2*pi
 799:         cdef float max_radius = hypot(c_rows, c_cols)
 800: 
 801:         cdef int f,i,j
 802:         cdef float angle, radius, col, row
 803: 
 804:         with nogil:
 805:             for f in range(nFrames):
 806:                 for i in prange(ncol, schedule="static"):
 807:                     for j in range(nrow):
 808:                         angle = j * 2 * pi  / (nrow-1)
 809:                         if scale=='log':
 810:                             radius = exp(i*log(max_radius)/(ncol-1))
 811:                         else:
 812:                             radius = i * max_radius / (ncol-1)
 813:                         col = radius * cos(angle) + c_cols
 814:                         row = radius * sin(angle) + c_rows
 815:                         _image_out[f, j, i] = _c_interpolate(&_image_in[f, 0, 0], row, col, rows, cols)
 816: 
 817:         return image_out
 818:     # tag-end
 819: 
 820:     # tag-copy: _le_interpolation_nearest_neighbor.PolarTransform._run_unthreaded; replace("_run_unthreaded", "_run_threaded_dynamic"); replace("range(ncol)", 'prange(ncol, schedule="dynamic")')
 821:     @LiquidEngine._logger(logger)
 822:     def _run_threaded_dynamic(self, float[:,:,:] image, int nrow, int ncol, str scale):
 823: 
 824:         cdef int nFrames = image.shape[0]
 825:         cdef int rows = image.shape[1]
 826:         cdef int cols = image.shape[2]
 827: 
 828:         cdef float c_rows = rows / 2
 829:         cdef float c_cols = cols / 2
 830: 
 831:         # angle on rows, radius on cols
 832:         image_out = np.zeros((nFrames, nrow, ncol), dtype=np.float32)
 833:         cdef float[:,:,:] _image_out = image_out
 834:         cdef float[:,:,:] _image_in = image
 835: 
 836:         # max_angle = 2*pi
 837:         cdef float max_radius = hypot(c_rows, c_cols)
 838: 
 839:         cdef int f,i,j
 840:         cdef float angle, radius, col, row
 841: 
 842:         with nogil:
 843:             for f in range(nFrames):
 844:                 for i in prange(ncol, schedule="dynamic"):
 845:                     for j in range(nrow):
 846:                         angle = j * 2 * pi  / (nrow-1)
 847:                         if scale=='log':
 848:                             radius = exp(i*log(max_radius)/(ncol-1))
 849:                         else:
 850:                             radius = i * max_radius / (ncol-1)
 851:                         col = radius * cos(angle) + c_cols
 852:                         row = radius * sin(angle) + c_rows
 853:                         _image_out[f, j, i] = _c_interpolate(&_image_in[f, 0, 0], row, col, rows, cols)
 854: 
 855:         return image_out
 856:     # tag-end
 857: 
 858:     # tag-copy: _le_interpolation_nearest_neighbor.PolarTransform._run_unthreaded; replace("_run_unthreaded", "_run_threaded_guided"); replace("range(ncol)", 'prange(ncol, schedule="guided")')
 859:     @LiquidEngine._logger(logger)
 860:     def _run_threaded_guided(self, float[:,:,:] image, int nrow, int ncol, str scale):
 861: 
 862:         cdef int nFrames = image.shape[0]
 863:         cdef int rows = image.shape[1]
 864:         cdef int cols = image.shape[2]
 865: 
 866:         cdef float c_rows = rows / 2
 867:         cdef float c_cols = cols / 2
 868: 
 869:         # angle on rows, radius on cols
 870:         image_out = np.zeros((nFrames, nrow, ncol), dtype=np.float32)
 871:         cdef float[:,:,:] _image_out = image_out
 872:         cdef float[:,:,:] _image_in = image
 873: 
 874:         # max_angle = 2*pi
 875:         cdef float max_radius = hypot(c_rows, c_cols)
 876: 
 877:         cdef int f,i,j
 878:         cdef float angle, radius, col, row
 879: 
 880:         with nogil:
 881:             for f in range(nFrames):
 882:                 for i in prange(ncol, schedule="guided"):
 883:                     for j in range(nrow):
 884:                         angle = j * 2 * pi  / (nrow-1)
 885:                         if scale=='log':
 886:                             radius = exp(i*log(max_radius)/(ncol-1))
 887:                         else:
 888:                             radius = i * max_radius / (ncol-1)
 889:                         col = radius * cos(angle) + c_cols
 890:                         row = radius * sin(angle) + c_rows
 891:                         _image_out[f, j, i] = _c_interpolate(&_image_in[f, 0, 0], row, col, rows, cols)
 892: 
 893:         return image_out
 894:     # tag-end
 895: 
 896:     # tag-start: _le_interpolation_nearest_neighbor.PolarTransform._run_python
 897:     @LiquidEngine._logger(logger)
 898:     def _run_python(self, image, nrow, ncol, scale):
 899:         return 0
 900:     # tag-end
 901: 
 902:     # tag-start: _le_interpolation_nearest_neighbor.PolarTransform._run_njit
 903:     @LiquidEngine._logger(logger)
 904:     def _run_njit(self, image, nrow, ncol, scale):
 905:         return 0
 906:     # tag-end
 907: '''