#!/usr/bin/env python
# -*- coding: utf-8 -*-
#
#    Project: Byte-offset decompression in OpenCL
#             https://github.com/silx-kit/silx
#
#    Copyright (C) 2013-2018  European Synchrotron Radiation Facility,
#                             Grenoble, France
# Permission is hereby granted, free of charge, to any person
# obtaining a copy of this software and associated documentation
# files (the "Software"), to deal in the Software without
# restriction, including without limitation the rights to use,
# copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the
# Software is furnished to do so, subject to the following
# conditions:
#
# The above copyright notice and this permission notice shall be
# included in all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
# EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
# OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
# NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
# HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
# WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
# OTHER DEALINGS IN THE SOFTWARE.

"""
Test suite for byte-offset decompression 
"""

from __future__ import division, print_function

__authors__ = ["<NAME>"]
__contact__ = "<EMAIL>"
__license__ = "MIT"
__copyright__ = "2013 European Synchrotron Radiation Facility, Grenoble, France"
__date__ = "10/11/2017"

import sys
import time
import logging
import numpy
from silx.opencl.common import ocl, pyopencl
from silx.opencl.codec import byte_offset
import fabio
import unittest
logger = logging.getLogger(__name__)


@unittest.skipUnless(ocl and pyopencl,
                     "PyOpenCl is missing")
class TestByteOffset(unittest.TestCase):

    @staticmethod
    def _create_test_data(shape, nexcept, lam=200):
        """Create test (image, compressed stream) pair.

        :param shape: Shape of test image
        :param int nexcept: Number of exceptions in the image
        :param lam: Expectation of interval argument for numpy.random.poisson
        :return: (reference image array, compressed stream)
        """
        size = numpy.prod(shape)
        ref = numpy.random.poisson(lam, numpy.prod(shape))
        exception_loc = numpy.random.randint(0, size, size=nexcept)
        exception_value = numpy.random.randint(0, 1000000, size=nexcept)
        ref[exception_loc] = exception_value
        ref.shape = shape

        raw = fabio.compression.compByteOffset(ref)
        return ref, raw

    def test_decompress(self):
        """
        tests the byte offset decompression on GPU
        """
        ref, raw = self._create_test_data(shape=(91, 97), nexcept=229)
        #ref, raw = self._create_test_data(shape=(7, 9), nexcept=0)
        
        size = numpy.prod(ref.shape)

        try:
            bo = byte_offset.ByteOffset(raw_size=len(raw), dec_size=size, profile=True)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            if sys.platform == "darwin":
                raise unittest.SkipTest("Byte-offset decompression is known to be buggy on MacOS-CPU")
            else:
                raise err
        print(bo.block_size)

        t0 = time.time()
        res_cy = fabio.compression.decByteOffset(raw)
        t1 = time.time()
        res_cl = bo.decode(raw)
        t2 = time.time()
        delta_cy = abs(ref.ravel() - res_cy).max()
        delta_cl = abs(ref.ravel() - res_cl.get()).max()

        logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                     1000.0 * (t1 - t0),
                     1000.0 * (t2 - t1))
        bo.log_profile()
        #print(ref)
        #print(res_cl.get())
        self.assertEqual(delta_cy, 0, "Checks fabio works")
        self.assertEqual(delta_cl, 0, "Checks opencl works")

    def test_many_decompress(self, ntest=10):
        """
        tests the byte offset decompression on GPU, many images to ensure there 
        is not leaking in memory 
        """
        shape = (991, 997)
        size = numpy.prod(shape)
        ref, raw = self._create_test_data(shape=shape, nexcept=0, lam=100)

        try:
            bo = byte_offset.ByteOffset(len(raw), size, profile=False)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            if sys.platform == "darwin":
                raise unittest.SkipTest("Byte-offset decompression is known to be buggy on MacOS-CPU")
            else:
                raise err
        t0 = time.time()
        res_cy = fabio.compression.decByteOffset(raw)
        t1 = time.time()
        res_cl = bo(raw)
        t2 = time.time()
        delta_cy = abs(ref.ravel() - res_cy).max()
        delta_cl = abs(ref.ravel() - res_cl.get()).max()
        self.assertEqual(delta_cy, 0, "Checks fabio works")
        self.assertEqual(delta_cl, 0, "Checks opencl works")
        logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                     1000.0 * (t1 - t0),
                     1000.0 * (t2 - t1))

        for i in range(ntest):
            ref, raw = self._create_test_data(shape=shape, nexcept=2729, lam=200)

            t0 = time.time()
            res_cy = fabio.compression.decByteOffset(raw)
            t1 = time.time()
            res_cl = bo(raw)
            t2 = time.time()
            delta_cy = abs(ref.ravel() - res_cy).max()
            delta_cl = abs(ref.ravel() - res_cl.get()).max()
            self.assertEqual(delta_cy, 0, "Checks fabio works #%i" % i)
            self.assertEqual(delta_cl, 0, "Checks opencl works #%i" % i)

            logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                         1000.0 * (t1 - t0),
                         1000.0 * (t2 - t1))

    def test_encode(self):
        """Test byte offset compression"""
        ref, raw = self._create_test_data(shape=(2713, 2719), nexcept=2729)

        try:
            bo = byte_offset.ByteOffset(len(raw), ref.size, profile=True)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            raise err

        t0 = time.time()
        compressed_array = bo.encode(ref)
        t1 = time.time()

        compressed_stream = compressed_array.get().tostring()
        self.assertEqual(raw, compressed_stream)

        logger.debug("Global execution time: OpenCL: %.3fms.",
                     1000.0 * (t1 - t0))
        bo.log_profile()

    def test_encode_to_array(self):
        """Test byte offset compression while providing an out array"""

        ref, raw = self._create_test_data(shape=(2713, 2719), nexcept=2729)

        try:
            bo = byte_offset.ByteOffset(profile=True)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            raise err
        # Test with out buffer too small
        out = pyopencl.array.empty(bo.queue, (10,), numpy.int8)
        with self.assertRaises(ValueError):
            bo.encode(ref, out)

        # Test with out buffer too big
        out = pyopencl.array.empty(bo.queue, (len(raw) + 10,), numpy.int8)

        compressed_array = bo.encode(ref, out)

        # Get size from returned array
        compressed_size = compressed_array.size
        self.assertEqual(compressed_size, len(raw))

        # Get data from out array, read it from bo object queue
        out_bo_queue = out.with_queue(bo.queue)
        compressed_stream = out_bo_queue.get().tostring()[:compressed_size]
        self.assertEqual(raw, compressed_stream)

    def test_encode_to_bytes(self):
        """Test byte offset compression to bytes"""
        ref, raw = self._create_test_data(shape=(2713, 2719), nexcept=2729)

        try:
            bo = byte_offset.ByteOffset(profile=True)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            raise err

        t0 = time.time()
        res_fabio = fabio.compression.compByteOffset(ref)
        t1 = time.time()
        compressed_stream = bo.encode_to_bytes(ref)
        t2 = time.time()

        self.assertEqual(raw, compressed_stream)

        logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                     1000.0 * (t1 - t0),
                     1000.0 * (t2 - t1))
        bo.log_profile()

    def test_encode_to_bytes_from_array(self):
        """Test byte offset compression to bytes from a pyopencl array.
        """
        ref, raw = self._create_test_data(shape=(2713, 2719), nexcept=2729)

        try:
            bo = byte_offset.ByteOffset(profile=True)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            raise err

        d_ref = pyopencl.array.to_device(
            bo.queue, ref.astype(numpy.int32).ravel())

        t0 = time.time()
        res_fabio = fabio.compression.compByteOffset(ref)
        t1 = time.time()
        compressed_stream = bo.encode_to_bytes(d_ref)
        t2 = time.time()

        self.assertEqual(raw, compressed_stream)

        logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                     1000.0 * (t1 - t0),
                     1000.0 * (t2 - t1))
        bo.log_profile()

    def test_many_encode(self, ntest=10):
        """Test byte offset compression with many image"""
        shape = (991, 997)
        ref, raw = self._create_test_data(shape=shape, nexcept=0, lam=100)

        try:
            bo = byte_offset.ByteOffset(profile=False)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            raise err

        bo_durations = []

        t0 = time.time()
        res_fabio = fabio.compression.compByteOffset(ref)
        t1 = time.time()
        compressed_stream = bo.encode_to_bytes(ref)
        t2 = time.time()
        bo_durations.append(1000.0 * (t2 - t1))

        self.assertEqual(raw, compressed_stream)
        logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                     1000.0 * (t1 - t0),
                     1000.0 * (t2 - t1))

        for i in range(ntest):
            ref, raw = self._create_test_data(shape=shape, nexcept=2729, lam=200)

            t0 = time.time()
            res_fabio = fabio.compression.compByteOffset(ref)
            t1 = time.time()
            compressed_stream = bo.encode_to_bytes(ref)
            t2 = time.time()
            bo_durations.append(1000.0 * (t2 - t1))

            self.assertEqual(raw, compressed_stream)
            logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                         1000.0 * (t1 - t0),
                         1000.0 * (t2 - t1))

        logger.debug("OpenCL execution time: Mean: %fms, Min: %fms, Max: %fms",
                     numpy.mean(bo_durations),
                     numpy.min(bo_durations),
                     numpy.max(bo_durations))


def suite():
    test_suite = unittest.TestSuite()
    test_suite.addTest(TestByteOffset("test_decompress"))
    test_suite.addTest(TestByteOffset("test_many_decompress"))
    test_suite.addTest(TestByteOffset("test_encode"))
    test_suite.addTest(TestByteOffset("test_encode_to_array"))
    test_suite.addTest(TestByteOffset("test_encode_to_bytes"))
    test_suite.addTest(TestByteOffset("test_encode_to_bytes_from_array"))
    test_suite.addTest(TestByteOffset("test_many_encode"))
    return test_suite

#!/usr/bin/env python
# -*- coding: utf-8 -*-
#
#    Project: Byte-offset decompression in OpenCL
#             https://github.com/silx-kit/silx
#
#    Copyright (C) 2013-2018  European Synchrotron Radiation Facility,
#                             Grenoble, France
# Permission is hereby granted, free of charge, to any person
# obtaining a copy of this software and associated documentation
# files (the "Software"), to deal in the Software without
# restriction, including without limitation the rights to use,
# copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the
# Software is furnished to do so, subject to the following
# conditions:
#
# The above copyright notice and this permission notice shall be
# included in all copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
# EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
# OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
# NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
# HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
# WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
# OTHER DEALINGS IN THE SOFTWARE.

"""
Test suite for byte-offset decompression 
"""

from __future__ import division, print_function

__authors__ = ["<NAME>"]
__contact__ = "<EMAIL>"
__license__ = "MIT"
__copyright__ = "2013 European Synchrotron Radiation Facility, Grenoble, France"
__date__ = "10/11/2017"

import sys
import time
import logging
import numpy
from silx.opencl.common import ocl, pyopencl
from silx.opencl.codec import byte_offset
import fabio
import unittest
logger = logging.getLogger(__name__)


@unittest.skipUnless(ocl and pyopencl,
                     "PyOpenCl is missing")
class TestByteOffset(unittest.TestCase):

    @staticmethod
    def _create_test_data(shape, nexcept, lam=200):
        """Create test (image, compressed stream) pair.

        :param shape: Shape of test image
        :param int nexcept: Number of exceptions in the image
        :param lam: Expectation of interval argument for numpy.random.poisson
        :return: (reference image array, compressed stream)
        """
        size = numpy.prod(shape)
        ref = numpy.random.poisson(lam, numpy.prod(shape))
        exception_loc = numpy.random.randint(0, size, size=nexcept)
        exception_value = numpy.random.randint(0, 1000000, size=nexcept)
        ref[exception_loc] = exception_value
        ref.shape = shape

        raw = fabio.compression.compByteOffset(ref)
        return ref, raw

    def test_decompress(self):
        """
        tests the byte offset decompression on GPU
        """
        ref, raw = self._create_test_data(shape=(91, 97), nexcept=229)
        #ref, raw = self._create_test_data(shape=(7, 9), nexcept=0)
        
        size = numpy.prod(ref.shape)

        try:
            bo = byte_offset.ByteOffset(raw_size=len(raw), dec_size=size, profile=True)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            if sys.platform == "darwin":
                raise unittest.SkipTest("Byte-offset decompression is known to be buggy on MacOS-CPU")
            else:
                raise err
        print(bo.block_size)

        t0 = time.time()
        res_cy = fabio.compression.decByteOffset(raw)
        t1 = time.time()
        res_cl = bo.decode(raw)
        t2 = time.time()
        delta_cy = abs(ref.ravel() - res_cy).max()
        delta_cl = abs(ref.ravel() - res_cl.get()).max()

        logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                     1000.0 * (t1 - t0),
                     1000.0 * (t2 - t1))
        bo.log_profile()
        #print(ref)
        #print(res_cl.get())
        self.assertEqual(delta_cy, 0, "Checks fabio works")
        self.assertEqual(delta_cl, 0, "Checks opencl works")

    def test_many_decompress(self, ntest=10):
        """
        tests the byte offset decompression on GPU, many images to ensure there 
        is not leaking in memory 
        """
        shape = (991, 997)
        size = numpy.prod(shape)
        ref, raw = self._create_test_data(shape=shape, nexcept=0, lam=100)

        try:
            bo = byte_offset.ByteOffset(len(raw), size, profile=False)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            if sys.platform == "darwin":
                raise unittest.SkipTest("Byte-offset decompression is known to be buggy on MacOS-CPU")
            else:
                raise err
        t0 = time.time()
        res_cy = fabio.compression.decByteOffset(raw)
        t1 = time.time()
        res_cl = bo(raw)
        t2 = time.time()
        delta_cy = abs(ref.ravel() - res_cy).max()
        delta_cl = abs(ref.ravel() - res_cl.get()).max()
        self.assertEqual(delta_cy, 0, "Checks fabio works")
        self.assertEqual(delta_cl, 0, "Checks opencl works")
        logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                     1000.0 * (t1 - t0),
                     1000.0 * (t2 - t1))

        for i in range(ntest):
            ref, raw = self._create_test_data(shape=shape, nexcept=2729, lam=200)

            t0 = time.time()
            res_cy = fabio.compression.decByteOffset(raw)
            t1 = time.time()
            res_cl = bo(raw)
            t2 = time.time()
            delta_cy = abs(ref.ravel() - res_cy).max()
            delta_cl = abs(ref.ravel() - res_cl.get()).max()
            self.assertEqual(delta_cy, 0, "Checks fabio works #%i" % i)
            self.assertEqual(delta_cl, 0, "Checks opencl works #%i" % i)

            logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                         1000.0 * (t1 - t0),
                         1000.0 * (t2 - t1))

    def test_encode(self):
        """Test byte offset compression"""
        ref, raw = self._create_test_data(shape=(2713, 2719), nexcept=2729)

        try:
            bo = byte_offset.ByteOffset(len(raw), ref.size, profile=True)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            raise err

        t0 = time.time()
        compressed_array = bo.encode(ref)
        t1 = time.time()

        compressed_stream = compressed_array.get().tostring()
        self.assertEqual(raw, compressed_stream)

        logger.debug("Global execution time: OpenCL: %.3fms.",
                     1000.0 * (t1 - t0))
        bo.log_profile()

    def test_encode_to_array(self):
        """Test byte offset compression while providing an out array"""

        ref, raw = self._create_test_data(shape=(2713, 2719), nexcept=2729)

        try:
            bo = byte_offset.ByteOffset(profile=True)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            raise err
        # Test with out buffer too small
        out = pyopencl.array.empty(bo.queue, (10,), numpy.int8)
        with self.assertRaises(ValueError):
            bo.encode(ref, out)

        # Test with out buffer too big
        out = pyopencl.array.empty(bo.queue, (len(raw) + 10,), numpy.int8)

        compressed_array = bo.encode(ref, out)

        # Get size from returned array
        compressed_size = compressed_array.size
        self.assertEqual(compressed_size, len(raw))

        # Get data from out array, read it from bo object queue
        out_bo_queue = out.with_queue(bo.queue)
        compressed_stream = out_bo_queue.get().tostring()[:compressed_size]
        self.assertEqual(raw, compressed_stream)

    def test_encode_to_bytes(self):
        """Test byte offset compression to bytes"""
        ref, raw = self._create_test_data(shape=(2713, 2719), nexcept=2729)

        try:
            bo = byte_offset.ByteOffset(profile=True)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            raise err

        t0 = time.time()
        res_fabio = fabio.compression.compByteOffset(ref)
        t1 = time.time()
        compressed_stream = bo.encode_to_bytes(ref)
        t2 = time.time()

        self.assertEqual(raw, compressed_stream)

        logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                     1000.0 * (t1 - t0),
                     1000.0 * (t2 - t1))
        bo.log_profile()

    def test_encode_to_bytes_from_array(self):
        """Test byte offset compression to bytes from a pyopencl array.
        """
        ref, raw = self._create_test_data(shape=(2713, 2719), nexcept=2729)

        try:
            bo = byte_offset.ByteOffset(profile=True)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            raise err

        d_ref = pyopencl.array.to_device(
            bo.queue, ref.astype(numpy.int32).ravel())

        t0 = time.time()
        res_fabio = fabio.compression.compByteOffset(ref)
        t1 = time.time()
        compressed_stream = bo.encode_to_bytes(d_ref)
        t2 = time.time()

        self.assertEqual(raw, compressed_stream)

        logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                     1000.0 * (t1 - t0),
                     1000.0 * (t2 - t1))
        bo.log_profile()

    def test_many_encode(self, ntest=10):
        """Test byte offset compression with many image"""
        shape = (991, 997)
        ref, raw = self._create_test_data(shape=shape, nexcept=0, lam=100)

        try:
            bo = byte_offset.ByteOffset(profile=False)
        except (RuntimeError, pyopencl.RuntimeError) as err:
            logger.warning(err)
            raise err

        bo_durations = []

        t0 = time.time()
        res_fabio = fabio.compression.compByteOffset(ref)
        t1 = time.time()
        compressed_stream = bo.encode_to_bytes(ref)
        t2 = time.time()
        bo_durations.append(1000.0 * (t2 - t1))

        self.assertEqual(raw, compressed_stream)
        logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                     1000.0 * (t1 - t0),
                     1000.0 * (t2 - t1))

        for i in range(ntest):
            ref, raw = self._create_test_data(shape=shape, nexcept=2729, lam=200)

            t0 = time.time()
            res_fabio = fabio.compression.compByteOffset(ref)
            t1 = time.time()
            compressed_stream = bo.encode_to_bytes(ref)
            t2 = time.time()
            bo_durations.append(1000.0 * (t2 - t1))

            self.assertEqual(raw, compressed_stream)
            logger.debug("Global execution time: fabio %.3fms, OpenCL: %.3fms.",
                         1000.0 * (t1 - t0),
                         1000.0 * (t2 - t1))

        logger.debug("OpenCL execution time: Mean: %fms, Min: %fms, Max: %fms",
                     numpy.mean(bo_durations),
                     numpy.min(bo_durations),
                     numpy.max(bo_durations))


def suite():
    test_suite = unittest.TestSuite()
    test_suite.addTest(TestByteOffset("test_decompress"))
    test_suite.addTest(TestByteOffset("test_many_decompress"))
    test_suite.addTest(TestByteOffset("test_encode"))
    test_suite.addTest(TestByteOffset("test_encode_to_array"))
    test_suite.addTest(TestByteOffset("test_encode_to_bytes"))
    test_suite.addTest(TestByteOffset("test_encode_to_bytes_from_array"))
    test_suite.addTest(TestByteOffset("test_many_encode"))
    return test_suite

#!/usr/bin/env python # -*- coding: utf-8 -*- # #    Project: Byte-offset decompression in OpenCL #             https://github.com/silx-kit/silx # #    Copyright (C) 2013-2018  European Synchrotron Radiation Facility, #                             Grenoble, France # Permission is hereby granted, free of charge, to any person # obtaining a copy of this software and associated documentation # files (the "Software"), to deal in the Software without # restriction, including without limitation the rights to use, # copy, modify, merge, publish, distribute, sublicense, and/or sell # copies of the Software, and to permit persons to whom the # Software is furnished to do so, subject to the following # conditions: # # The above copyright notice and this permission notice shall be # included in all copies or substantial portions of the Software. # # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, # EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES # OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND # NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT # HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, # WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING # FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR # OTHER DEALINGS IN THE SOFTWARE. Test suite for byte-offset decompression Create test (image, compressed stream) pair.          :param shape: Shape of test image         :param int nexcept: Number of exceptions in the image         :param lam: Expectation of interval argument for numpy.random.poisson         :return: (reference image array, compressed stream) tests the byte offset decompression on GPU #ref, raw = self._create_test_data(shape=(7, 9), nexcept=0) #print(ref) #print(res_cl.get()) tests the byte offset decompression on GPU, many images to ensure there          is not leaking in memory #%i" % i) #%i" % i) Test byte offset compression Test byte offset compression while providing an out array # Test with out buffer too small # Test with out buffer too big # Get size from returned array # Get data from out array, read it from bo object queue Test byte offset compression to bytes Test byte offset compression to bytes from a pyopencl array. Test byte offset compression with many image