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  • __copyright__ = "Copyright (C) 2009 Andreas Kloeckner"
    
    __license__ = """
    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.
    """
    
    
    # avoid spurious: pytest.mark.parametrize is not callable
    # pylint: disable=not-callable
    
    
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    import numpy as np
    
    import numpy.linalg as la
    
    import pyopencl as cl
    import pyopencl.array as cl_array
    
    import pyopencl.cltypes as cltypes
    
    import pyopencl.clrandom
    
    from pyopencl.tools import (  # noqa
    
            pytest_generate_tests_for_pyopencl as pytest_generate_tests,
            ImmediateAllocator, DeferredAllocator)
    
    from pyopencl.characterize import get_pocl_version
    
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    # Are CL implementations crashy? You be the judge. :)
    try:
        import faulthandler  # noqa
    except ImportError:
        pass
    else:
        faulthandler.enable()
    
    def _xfail_if_pocl(plat, up_to_version, msg="unsupported by pocl"):
    
        if plat.vendor == "The pocl project":
    
            if up_to_version is None or get_pocl_version(plat) <= up_to_version:
    
                pytest.xfail(msg)
    
    
    def _xfail_if_pocl_gpu(device, what):
        if device.platform.vendor == "The pocl project" \
                and device.type & cl.device_type.GPU:
            pytest.xfail(f"POCL's {what} support don't work right on Nvidia GPUs, "
                    "at least the Titan V, as of pocl 1.6, 2021-01-20")
    
    def test_get_info(ctx_factory):
        ctx = ctx_factory()
        device, = ctx.devices
        platform = device.platform
    
    
        device.persistent_unique_id
        device.hashable_model_and_version_identifier
    
    
        failure_count = [0]
    
        pocl_quirks = [
    
            (cl.Program, cl.program_info.BINARIES),
            (cl.Program, cl.program_info.BINARY_SIZES),
    
        ]
        if ctx._get_cl_version() >= (1, 2) and cl.get_cl_header_version() >= (1, 2):
            pocl_quirks.extend([
    
                (cl.Program, cl.program_info.KERNEL_NAMES),
                (cl.Program, cl.program_info.NUM_KERNELS),
    
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        CRASH_QUIRKS = [  # noqa
    
                (("NVIDIA Corporation", "NVIDIA CUDA",
                    "OpenCL 1.0 CUDA 3.0.1"),
                    [
    
                        (cl.Event, cl.event_info.COMMAND_QUEUE),
                        ]),
    
                (("NVIDIA Corporation", "NVIDIA CUDA",
    
                    "OpenCL 1.2 CUDA 7.5"),
    
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                        (cl.Buffer, getattr(cl.mem_info, "USES_SVM_POINTER", None)),
    
                (("The pocl project", "Portable Computing Language",
                    "OpenCL 1.2 pocl 0.8-pre"),
    
                (("The pocl project", "Portable Computing Language",
                    "OpenCL 1.2 pocl 0.8"),
    
                (("The pocl project", "Portable Computing Language",
                    "OpenCL 1.2 pocl 0.9-pre"),
    
                (("The pocl project", "Portable Computing Language",
                    "OpenCL 1.2 pocl 0.9"),
                    pocl_quirks),
    
                (("The pocl project", "Portable Computing Language",
                    "OpenCL 1.2 pocl 0.10-pre"),
                    pocl_quirks),
                (("The pocl project", "Portable Computing Language",
                    "OpenCL 1.2 pocl 0.10"),
                    pocl_quirks),
    
                    "OpenCL 1.2"),
    
                    [
                        (cl.Program, cl.program_info.SOURCE),
                        ]),
    
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        QUIRKS = []  # noqa
    
        def find_quirk(quirk_list, cl_obj, info):
    
            for (vendor, name, version), quirks in quirk_list:
                if (
                        vendor == platform.vendor
                        and name == platform.name
                        and platform.version.startswith(version)):
    
                    for quirk_cls, quirk_info in quirks:
                        if (isinstance(cl_obj, quirk_cls)
                                and quirk_info == info):
                            return True
    
        def do_test(cl_obj, info_cls, func=None, try_attr_form=True):
            if func is None:
    
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                func = cl_obj.get_info
    
            for info_name in dir(info_cls):
                if not info_name.startswith("_") and info_name != "to_string":
    
                    print(info_cls, info_name)
    
                    info = getattr(info_cls, info_name)
    
                    if find_quirk(CRASH_QUIRKS, cl_obj, info):
                        print("not executing get_info", type(cl_obj), info_name)
                        print("(known crash quirk for %s)" % platform.name)
                        continue
    
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                    except Exception:
    
                        msg = "failed get_info", type(cl_obj), info_name
    
                        if find_quirk(QUIRKS, cl_obj, info):
                            msg += ("(known quirk for %s)" % platform.name)
                        else:
                            failure_count[0] += 1
    
                    if try_attr_form:
    
                            getattr(cl_obj, info_name.lower())
    
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                        except Exception:
    
                            print("failed attr-based get_info", type(cl_obj), info_name)
    
    
                            if find_quirk(QUIRKS, cl_obj, info):
    
                                print("(known quirk for %s)" % platform.name)
    
        do_test(platform, cl.platform_info)
        do_test(device, cl.device_info)
        do_test(ctx, cl.context_info)
    
        props = 0
        if (device.queue_properties
                & cl.command_queue_properties.PROFILING_ENABLE):
            profiling = True
            props = cl.command_queue_properties.PROFILING_ENABLE
        queue = cl.CommandQueue(ctx,
                properties=props)
        do_test(queue, cl.command_queue_info)
    
        prg = cl.Program(ctx, """
            __kernel void sum(__global float *a)
            { a[get_global_id(0)] *= 2; }
            """).build()
        do_test(prg, cl.program_info)
        do_test(prg, cl.program_build_info,
                lambda info: prg.get_build_info(device, info),
                try_attr_form=False)
    
        n = 2000
        a_buf = cl.Buffer(ctx, 0, n*4)
    
        do_test(a_buf, cl.mem_info)
    
    
        do_test(kernel, cl.kernel_info)
    
    
        for _i in range(2):  # exercise cache
    
            for info_name in dir(cl.kernel_work_group_info):
                if not info_name.startswith("_") and info_name != "to_string":
                    try:
                        print("kernel_wg_info: %s" % info_name)
                        kernel.get_work_group_info(
                                getattr(cl.kernel_work_group_info, info_name),
                                device)
                    except cl.LogicError as err:
                        print("<error: %s>" % err)
    
    
        evt = kernel(queue, (n,), None, a_buf)
        do_test(evt, cl.event_info)
    
        if profiling:
            evt.wait()
            do_test(evt, cl.profiling_info,
                    lambda info: evt.get_profiling_info(info),
    
                    try_attr_form=False)
    
    
        # crashes on intel...
    
        # and pocl does not support CL_ADDRESS_CLAMP
    
        if device.image_support and platform.vendor not in [
                "Intel(R) Corporation",
                "The pocl project",
                ]:
            smp = cl.Sampler(ctx, False,
    
                    cl.addressing_mode.CLAMP,
                    cl.filter_mode.NEAREST)
            do_test(smp, cl.sampler_info)
    
            img_format = cl.get_supported_image_formats(
                    ctx, cl.mem_flags.READ_ONLY, cl.mem_object_type.IMAGE2D)[0]
    
            img = cl.Image(ctx, cl.mem_flags.READ_ONLY, img_format, (128, 256))
            assert img.shape == (128, 256)
    
            img.depth
            img.image.depth
            do_test(img, cl.image_info,
                    lambda info: img.get_image_info(info))
    
    
    def test_int_ptr(ctx_factory):
        def do_test(obj):
            new_obj = type(obj).from_int_ptr(obj.int_ptr)
            assert obj == new_obj
            assert type(obj) is type(new_obj)
    
        ctx = ctx_factory()
        device, = ctx.devices
        platform = device.platform
        do_test(device)
        do_test(platform)
        do_test(ctx)
    
        queue = cl.CommandQueue(ctx)
        do_test(queue)
    
        evt = cl.enqueue_marker(queue)
        do_test(evt)
    
        prg = cl.Program(ctx, """
            __kernel void sum(__global float *a)
            { a[get_global_id(0)] *= 2; }
            """).build()
    
        do_test(prg)
        do_test(prg.sum)
    
        n = 2000
        a_buf = cl.Buffer(ctx, 0, n*4)
        do_test(a_buf)
    
        # crashes on intel...
    
        # and pocl does not support CL_ADDRESS_CLAMP
    
        if device.image_support and platform.vendor not in [
                "Intel(R) Corporation",
                "The pocl project",
                ]:
            smp = cl.Sampler(ctx, False,
                    cl.addressing_mode.CLAMP,
                    cl.filter_mode.NEAREST)
            do_test(smp)
    
            img_format = cl.get_supported_image_formats(
                    ctx, cl.mem_flags.READ_ONLY, cl.mem_object_type.IMAGE2D)[0]
    
            img = cl.Image(ctx, cl.mem_flags.READ_ONLY, img_format, (128, 256))
            do_test(img)
    
    
    
    def test_invalid_kernel_names_cause_failures(ctx_factory):
        ctx = ctx_factory()
        device = ctx.devices[0]
    
        prg = cl.Program(ctx, """
            __kernel void sum(__global float *a)
            { a[get_global_id(0)] *= 2; }
            """).build()
    
        try:
            prg.sam
            raise RuntimeError("invalid kernel name did not cause error")
        except AttributeError:
            pass
        except RuntimeError:
            if "Intel" in device.platform.vendor:
                from pytest import xfail
                xfail("weird exception from OpenCL implementation "
                        "on invalid kernel name--are you using "
                        "Intel's implementation? (if so, known bug in Intel CL)")
    
    def test_image_format_constructor():
        # doesn't need image support to succeed
        iform = cl.ImageFormat(cl.channel_order.RGBA, cl.channel_type.FLOAT)
    
        assert iform.channel_order == cl.channel_order.RGBA
        assert iform.channel_data_type == cl.channel_type.FLOAT
    
    
        if not cl._PYPY:
            assert not hasattr(iform, "__dict__")
    
        # doesn't need cl_amd_device_attribute_query support to succeed
    
        topol = cl.DeviceTopologyAmd(3, 4, 5)
    
    
        assert topol.bus == 3
        assert topol.device == 4
        assert topol.function == 5
    
        if not cl._PYPY:
            assert not hasattr(topol, "__dict__")
    
    def test_nonempty_supported_image_formats(ctx_factory):
    
        context = ctx_factory()
    
        device = context.devices[0]
    
    
        if device.image_support:
            assert len(cl.get_supported_image_formats(
                    context, cl.mem_flags.READ_ONLY, cl.mem_object_type.IMAGE2D)) > 0
        else:
    
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            from pytest import skip
    
            skip("images not supported on %s" % device.name)
    
    def test_that_python_args_fail(ctx_factory):
        context = ctx_factory()
    
        prg = cl.Program(context, """
            __kernel void mult(__global float *a, float b, int c)
            { a[get_global_id(0)] *= (b+c); }
            """).build()
    
        a = np.random.rand(50000)
        queue = cl.CommandQueue(context)
        mf = cl.mem_flags
        a_buf = cl.Buffer(context, mf.READ_WRITE | mf.COPY_HOST_PTR, hostbuf=a)
    
        knl = cl.Kernel(prg, "mult")
        try:
            knl(queue, a.shape, None, a_buf, 2, 3)
    
            raise AssertionError(
                    "PyOpenCL should not accept bare Python types as arguments")
    
        except cl.LogicError:
            pass
    
        try:
            prg.mult(queue, a.shape, None, a_buf, float(2), 3)
    
            raise AssertionError(
                    "PyOpenCL should not accept bare Python types as arguments")
    
        except cl.LogicError:
            pass
    
        prg.mult(queue, a.shape, None, a_buf, np.float32(2), np.int32(3))
    
        a_result = np.empty_like(a)
    
        cl.enqueue_copy(queue, a_buf, a_result).wait()
    
    def test_image_2d(ctx_factory):
        context = ctx_factory()
    
        device, = context.devices
    
        if not device.image_support:
    
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            from pytest import skip
    
            skip("images not supported on %s" % device)
    
        if "Intel" in device.vendor and "31360.31426" in device.version:
    
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            from pytest import skip
    
            skip("images crashy on %s" % device)
    
        _xfail_if_pocl(device.platform, None, "pocl does not support CL_ADDRESS_CLAMP")
    
        prg = cl.Program(context, """
            __kernel void copy_image(
              __global float *dest,
              __read_only image2d_t src,
              sampler_t samp,
              int stride0)
            {
              int d0 = get_global_id(0);
              int d1 = get_global_id(1);
              /*
              const sampler_t samp =
                CLK_NORMALIZED_COORDS_FALSE
                | CLK_ADDRESS_CLAMP
                | CLK_FILTER_NEAREST;
                */
              dest[d0*stride0 + d1] = read_imagef(src, samp, (float2)(d1, d0)).x;
            }
            """).build()
    
        num_channels = 1
        a = np.random.rand(1024, 512, num_channels).astype(np.float32)
        if num_channels == 1:
    
    
        queue = cl.CommandQueue(context)
        try:
            a_img = cl.image_from_array(context, a, num_channels)
        except cl.RuntimeError:
            import sys
            exc = sys.exc_info()[1]
            if exc.code == cl.status_code.IMAGE_FORMAT_NOT_SUPPORTED:
    
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                from pytest import skip
    
                skip("required image format not supported on %s" % device.name)
            else:
                raise
    
        a_dest = cl.Buffer(context, cl.mem_flags.READ_WRITE, a.nbytes)
    
        samp = cl.Sampler(context, False,
                cl.addressing_mode.CLAMP,
                cl.filter_mode.NEAREST)
        prg.copy_image(queue, a.shape, None, a_dest, a_img, samp,
                np.int32(a.strides[0]/a.dtype.itemsize))
    
        a_result = np.empty_like(a)
        cl.enqueue_copy(queue, a_result, a_dest)
    
        good = la.norm(a_result - a) == 0
        if not good:
    
            if queue.device.type & cl.device_type.CPU:
    
                assert good, ("The image implementation on your CPU CL platform '%s' "
    
                        "returned bad values. This is bad, but common."
                        % queue.device.platform)
    
    def test_image_3d(ctx_factory):
        #test for image_from_array for 3d image of float2
        context = ctx_factory()
    
        device, = context.devices
    
        if not device.image_support:
    
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            from pytest import skip
    
            skip("images not supported on %s" % device)
    
        if device.platform.vendor == "Intel(R) Corporation":
    
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            from pytest import skip
    
            skip("images crashy on %s" % device)
    
        _xfail_if_pocl(device.platform, None, "pocl does not support CL_ADDRESS_CLAMP")
    
    
        prg = cl.Program(context, """
            __kernel void copy_image_plane(
              __global float2 *dest,
              __read_only image3d_t src,
              sampler_t samp,
              int stride0,
              int stride1)
            {
              int d0 = get_global_id(0);
              int d1 = get_global_id(1);
              int d2 = get_global_id(2);
              /*
              const sampler_t samp =
                CLK_NORMALIZED_COORDS_FALSE
                | CLK_ADDRESS_CLAMP
                | CLK_FILTER_NEAREST;
                */
    
              dest[d0*stride0 + d1*stride1 + d2] = read_imagef(
                    src, samp, (float4)(d2, d1, d0, 0)).xy;
    
        num_channels = 2
    
        shape = (3, 4, 2)
        a = np.random.random(shape + (num_channels,)).astype(np.float32)
    
        queue = cl.CommandQueue(context)
        try:
            a_img = cl.image_from_array(context, a, num_channels)
        except cl.RuntimeError:
            import sys
            exc = sys.exc_info()[1]
            if exc.code == cl.status_code.IMAGE_FORMAT_NOT_SUPPORTED:
    
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                from pytest import skip
    
                skip("required image format not supported on %s" % device.name)
            else:
                raise
    
        a_dest = cl.Buffer(context, cl.mem_flags.READ_WRITE, a.nbytes)
    
        samp = cl.Sampler(context, False,
                cl.addressing_mode.CLAMP,
                cl.filter_mode.NEAREST)
        prg.copy_image_plane(queue, shape, None, a_dest, a_img, samp,
                             np.int32(a.strides[0]/a.itemsize/num_channels),
                             np.int32(a.strides[1]/a.itemsize/num_channels),
                             )
    
        a_result = np.empty_like(a)
        cl.enqueue_copy(queue, a_result, a_dest)
    
        good = la.norm(a_result - a) == 0
        if not good:
    
            if queue.device.type & cl.device_type.CPU:
    
                assert good, ("The image implementation on your CPU CL platform '%s' "
    
                        "returned bad values. This is bad, but common."
                        % queue.device.platform)
    
    def test_copy_buffer(ctx_factory):
        context = ctx_factory()
    
        queue = cl.CommandQueue(context)
        mf = cl.mem_flags
    
        a = np.random.rand(50000).astype(np.float32)
        b = np.empty_like(a)
    
        buf1 = cl.Buffer(context, mf.READ_ONLY | mf.COPY_HOST_PTR, hostbuf=a)
        buf2 = cl.Buffer(context, mf.WRITE_ONLY, b.nbytes)
    
        cl.enqueue_copy(queue, buf2, buf1).wait()
        cl.enqueue_copy(queue, b, buf2).wait()
    
        assert la.norm(a - b) == 0
    
    def test_mempool(ctx_factory):
    
        from pyopencl.tools import MemoryPool, ImmediateAllocator
    
        context = ctx_factory()
    
        queue = cl.CommandQueue(context)
    
        pool = MemoryPool(ImmediateAllocator(queue))
        alloc_queue = []
    
        for e in range(e0-6, e0-4):
    
            for _i in range(100):
    
                alloc_queue.append(pool.allocate(1 << e))
                if len(alloc_queue) > 10:
                    alloc_queue.pop(0)
        del alloc_queue
    
        pool.stop_holding()
    
    def test_mempool_2(ctx_factory):
    
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        from pyopencl.tools import MemoryPool, ImmediateAllocator
    
        from random import randrange
    
        context = ctx_factory()
        queue = cl.CommandQueue(context)
    
        pool = MemoryPool(ImmediateAllocator(queue))
    
    
        for s in [randrange(1 << 31) >> randrange(32) for _ in range(2000)] + [2**30]:
    
            bin_nr = pool.bin_number(s)
            asize = pool.alloc_size(bin_nr)
    
            assert asize >= s, s
    
            assert pool.bin_number(asize) == bin_nr, s
    
            assert asize < asize*(1+1/8)
    
    def test_mempool_32bit_issues():
        # https://github.com/inducer/pycuda/issues/282
        from pyopencl._cl import _TestMemoryPool
        pool = _TestMemoryPool()
    
        for i in [30, 31, 32, 33, 34]:
            for offs in range(-5, 5):
                pool.allocate(2**i + offs)
    
    
    
    @pytest.mark.parametrize("allocator_cls", [ImmediateAllocator, DeferredAllocator])
    def test_allocator(ctx_factory, allocator_cls):
        context = ctx_factory()
        queue = cl.CommandQueue(context)
    
        if allocator_cls is DeferredAllocator:
            allocator = allocator_cls(context)
        else:
            allocator = allocator_cls(queue)
    
        mem = allocator(15)
        mem2 = allocator(0)
    
        assert mem is not None
        assert mem2 is None
    
    
    
    def test_vector_args(ctx_factory):
        context = ctx_factory()
        queue = cl.CommandQueue(context)
    
        prg = cl.Program(context, """
            __kernel void set_vec(float4 x, __global float4 *dest)
            { dest[get_global_id(0)] = x; }
            """).build()
    
        x = cltypes.make_float4(1, 2, 3, 4)
        dest = np.empty(50000, cltypes.float4)
    
        mf = cl.mem_flags
        dest_buf = cl.Buffer(context, mf.READ_WRITE | mf.COPY_HOST_PTR, hostbuf=dest)
    
        prg.set_vec(queue, dest.shape, None, x, dest_buf)
    
        cl.enqueue_copy(queue, dest, dest_buf).wait()
    
        assert (dest == x).all()
    
    def test_header_dep_handling(ctx_factory):
        context = ctx_factory()
    
        from os.path import exists
    
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        assert exists("empty-header.h")  # if this fails, change dir to pyopencl/test
    
        kernel_src = """
        #include <empty-header.h>
        kernel void zonk(global int *a)
        {
          *a = 5;
        }
        """
    
        cl.Program(context, kernel_src).build(["-I", os.getcwd()])
        cl.Program(context, kernel_src).build(["-I", os.getcwd()])
    
    def test_context_dep_memoize(ctx_factory):
        context = ctx_factory()
    
        from pyopencl.tools import context_dependent_memoize
    
        @context_dependent_memoize
        def do_something(ctx):
            counter[0] += 1
    
        do_something(context)
        do_something(context)
    
        assert counter[0] == 1
    
    
    def test_can_build_and_run_binary(ctx_factory):
    
        ctx = ctx_factory()
    
        queue = cl.CommandQueue(ctx)
    
        device = queue.device
    
        program = cl.Program(ctx, """
        __kernel void simple(__global float *in, __global float *out)
        {
            out[get_global_id(0)] = in[get_global_id(0)];
        }""")
        program.build()
        binary = program.get_info(cl.program_info.BINARIES)[0]
    
        foo = cl.Program(ctx, [device], [binary])
        foo.build()
    
        n = 256
        a_dev = cl.clrandom.rand(queue, n, np.float32)
        dest_dev = cl_array.empty_like(a_dev)
    
        foo.simple(queue, (n,), (16,), a_dev.data, dest_dev.data)
    
    
    def test_enqueue_barrier_marker(ctx_factory):
        ctx = ctx_factory()
    
        # Still relevant on pocl 1.0RC1.
    
                ctx.devices[0].platform, (1, 0), "pocl crashes on enqueue_barrier")
    
        queue = cl.CommandQueue(ctx)
    
    
        if queue._get_cl_version() >= (1, 2) and cl.get_cl_header_version() <= (1, 1):
            pytest.skip("CL impl version >= 1.2, header version <= 1.1--cannot be sure "
                    "that clEnqueueWaitForEvents is implemented")
    
    
        cl.enqueue_barrier(queue)
        evt1 = cl.enqueue_marker(queue)
        evt2 = cl.enqueue_marker(queue, wait_for=[evt1])
    
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        cl.enqueue_barrier(queue, wait_for=[evt1, evt2])
    
    
    
    def test_wait_for_events(ctx_factory):
        ctx = ctx_factory()
        queue = cl.CommandQueue(ctx)
        evt1 = cl.enqueue_marker(queue)
        evt2 = cl.enqueue_marker(queue)
        cl.wait_for_events([evt1, evt2])
    
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    def test_unload_compiler(platform):
    
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        if (platform._get_cl_version() < (1, 2)
                or cl.get_cl_header_version() < (1, 2)):
    
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            from pytest import skip
            skip("clUnloadPlatformCompiler is only available in OpenCL 1.2")
    
        _xfail_if_pocl(platform, (0, 13), "pocl does not support unloading compiler")
    
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        if platform.vendor == "Intel(R) Corporation":
            from pytest import skip
            skip("Intel proprietary driver does not support unloading compiler")
        cl.unload_platform_compiler(platform)
    
    
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    def test_platform_get_devices(ctx_factory):
        ctx = ctx_factory()
        platform = ctx.devices[0].platform
    
    
        if platform.name == "Apple":
            pytest.xfail("Apple doesn't understand all the values we pass "
                    "for dev_type")
    
    
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        dev_types = [cl.device_type.ACCELERATOR, cl.device_type.ALL,
                     cl.device_type.CPU, cl.device_type.DEFAULT, cl.device_type.GPU]
    
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        if (platform._get_cl_version() >= (1, 2)
                and cl.get_cl_header_version() >= (1, 2)
    
                and not platform.name.lower().startswith("nvidia")):
    
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            dev_types.append(cl.device_type.CUSTOM)
    
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        for dev_type in dev_types:
    
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            devs = platform.get_devices(dev_type)
            if dev_type in (cl.device_type.DEFAULT,
                            cl.device_type.ALL,
    
                            getattr(cl.device_type, "CUSTOM", None)):
    
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                continue
            for dev in devs:
    
                assert dev.type & dev_type == dev_type
    
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    def test_user_event(ctx_factory):
        ctx = ctx_factory()
    
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        if (ctx._get_cl_version() < (1, 1)
                and cl.get_cl_header_version() < (1, 1)):
    
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            from pytest import skip
            skip("UserEvent is only available in OpenCL 1.1")
    
        # https://github.com/pocl/pocl/issues/201
    
        _xfail_if_pocl(ctx.devices[0].platform, (0, 13),
    
                "pocl's user events don't work right")
    
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        status = {}
    
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        def event_waiter1(e, key):
            e.wait()
            status[key] = True
    
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        def event_waiter2(e, key):
            cl.wait_for_events([e])
            status[key] = True
    
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        from threading import Thread
        from time import sleep
        evt = cl.UserEvent(ctx)
        Thread(target=event_waiter1, args=(evt, 1)).start()
        sleep(.05)
        if status.get(1, False):
    
            raise RuntimeError("UserEvent triggered before set_status")
    
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        evt.set_status(cl.command_execution_status.COMPLETE)
        sleep(.05)
        if not status.get(1, False):
    
            raise RuntimeError("UserEvent.wait timeout")
    
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        assert evt.command_execution_status == cl.command_execution_status.COMPLETE
    
        evt = cl.UserEvent(ctx)
        Thread(target=event_waiter2, args=(evt, 2)).start()
        sleep(.05)
        if status.get(2, False):
    
            raise RuntimeError("UserEvent triggered before set_status")
    
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        evt.set_status(cl.command_execution_status.COMPLETE)
        sleep(.05)
        if not status.get(2, False):
    
            raise RuntimeError("cl.wait_for_events timeout on UserEvent")
    
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        assert evt.command_execution_status == cl.command_execution_status.COMPLETE
    
    
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    def test_buffer_get_host_array(ctx_factory):
    
        if cl._PYPY:
            # FIXME
            pytest.xfail("Buffer.get_host_array not yet working on pypy")
    
    
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        ctx = ctx_factory()
        mf = cl.mem_flags
    
        host_buf = np.random.rand(25).astype(np.float32)
        buf = cl.Buffer(ctx, mf.READ_WRITE | mf.USE_HOST_PTR, hostbuf=host_buf)
        host_buf2 = buf.get_host_array(25, np.float32)
        assert (host_buf == host_buf2).all()
    
        assert (host_buf.__array_interface__["data"][0]
                == host_buf.__array_interface__["data"][0])
    
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        assert host_buf2.base is buf
    
    
        buf = cl.Buffer(ctx, mf.READ_WRITE | mf.ALLOC_HOST_PTR, size=100)
    
        try:
            host_buf2 = buf.get_host_array(25, np.float32)
    
            raise AssertionError("MemoryObject.get_host_array should not accept buffer "
    
                           "without USE_HOST_PTR")
        except cl.LogicError:
            pass
    
    
        host_buf = np.random.rand(25).astype(np.float32)
        buf = cl.Buffer(ctx, mf.READ_WRITE | mf.COPY_HOST_PTR, hostbuf=host_buf)
    
        try:
            host_buf2 = buf.get_host_array(25, np.float32)
    
            raise AssertionError("MemoryObject.get_host_array should not accept buffer "
    
                           "without USE_HOST_PTR")
        except cl.LogicError:
            pass
    
    
    def test_program_valued_get_info(ctx_factory):
        ctx = ctx_factory()
    
        prg = cl.Program(ctx, """
        __kernel void
        reverse(__global float *out)
        {
            out[get_global_id(0)] *= 2;
        }
        """).build()
    
        knl = prg.reverse
    
        assert knl.program == prg
        knl.program.binaries[0]
    
    
    
    def test_event_set_callback(ctx_factory):
    
        import sys
        if sys.platform.startswith("win"):
            pytest.xfail("Event.set_callback not present on Windows")
    
    
        ctx = ctx_factory()
        queue = cl.CommandQueue(ctx)
    
    
        _xfail_if_pocl_gpu(queue.device, "event callbacks")
    
    
        if ctx._get_cl_version() < (1, 1):
    
            pytest.skip("OpenCL 1.1 or newer required for set_callback")
    
    
        a_np = np.random.rand(50000).astype(np.float32)
        b_np = np.random.rand(50000).astype(np.float32)
    
        got_called = []
    
        def cb(status):
            got_called.append(status)
    
        mf = cl.mem_flags
        a_g = cl.Buffer(ctx, mf.READ_ONLY | mf.COPY_HOST_PTR, hostbuf=a_np)
        b_g = cl.Buffer(ctx, mf.READ_ONLY | mf.COPY_HOST_PTR, hostbuf=b_np)
    
        prg = cl.Program(ctx, """
        __kernel void sum(__global const float *a_g, __global const float *b_g,
            __global float *res_g) {
          int gid = get_global_id(0);
          res_g[gid] = a_g[gid] + b_g[gid];
        }
        """).build()
    
        res_g = cl.Buffer(ctx, mf.WRITE_ONLY, a_np.nbytes)
    
        uevt = cl.UserEvent(ctx)
    
        evt = prg.sum(queue, a_np.shape, None, a_g, b_g, res_g, wait_for=[uevt])
    
        evt.set_callback(cl.command_execution_status.COMPLETE, cb)
    
        uevt.set_status(cl.command_execution_status.COMPLETE)
    
        queue.finish()
    
    
        while not got_called:
            from time import sleep
            sleep(0.01)
    
    
            # wait up to five seconds (?!)
    
            if counter >= 500:
    
    def test_global_offset(ctx_factory):
        context = ctx_factory()
        queue = cl.CommandQueue(context)
    
    
        _xfail_if_pocl_gpu(queue.device, "global offset")
    
    
        prg = cl.Program(context, """
            __kernel void mult(__global float *a)
            { a[get_global_id(0)] *= 2; }
            """).build()
    
        n = 50
        a = np.random.rand(n).astype(np.float32)
    
        queue = cl.CommandQueue(context)
        mf = cl.mem_flags
        a_buf = cl.Buffer(context, mf.READ_WRITE | mf.COPY_HOST_PTR, hostbuf=a)
    
        step = 10
        for ofs in range(0, n, step):
            prg.mult(queue, (step,), None, a_buf, global_offset=(ofs,))
    
        a_2 = np.empty_like(a)
        cl.enqueue_copy(queue, a_2, a_buf)
    
        assert (a_2 == 2*a).all()
    
    
    
    def test_sub_buffers(ctx_factory):
        ctx = ctx_factory()
    
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        if (ctx._get_cl_version() < (1, 1)
                or cl.get_cl_header_version() < (1, 1)):
    
            from pytest import skip
            skip("sub-buffers are only available in OpenCL 1.1")
    
        alignment = ctx.devices[0].mem_base_addr_align
    
        queue = cl.CommandQueue(ctx)
    
        n = 30000
        a = (np.random.rand(n) * 100).astype(np.uint8)
    
        mf = cl.mem_flags
        a_buf = cl.Buffer(ctx, mf.READ_WRITE | mf.COPY_HOST_PTR, hostbuf=a)
    
        start = (5000 // alignment) * alignment
        stop = start + 20 * alignment
    
        a_sub_ref = a[start:stop]
    
        a_sub = np.empty_like(a_sub_ref)
        cl.enqueue_copy(queue, a_sub, a_buf[start:stop])
    
        assert np.array_equal(a_sub, a_sub_ref)
    
    
    
    def test_spirv(ctx_factory):
        ctx = ctx_factory()
        queue = cl.CommandQueue(ctx)
    
    
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        if (ctx._get_cl_version() < (2, 1)
                or cl.get_cl_header_version() < (2, 1)):
    
            pytest.skip("SPIR-V program creation only available "
                    "in OpenCL 2.1 and higher")
    
        if not queue.device.il_version:
            pytest.skip("SPIR-V program creation not supported by device")
    
        n = 50000
    
        a_dev = cl.clrandom.rand(queue, n, np.float32)
        b_dev = cl.clrandom.rand(queue, n, np.float32)
        dest_dev = cl_array.empty_like(a_dev)
    
    
        with open("add-vectors-%d.spv" % queue.device.address_bits, "rb") as spv_file:
    
            spv = spv_file.read()
    
    
        prg = cl.Program(ctx, spv).build()
        if (not prg.all_kernels()
                and queue.device.platform.name.startswith("AMD Accelerated")):
            pytest.skip("SPIR-V program creation on AMD did not result in any kernels")
    
    
        prg.sum(queue, a_dev.shape, None, a_dev.data, b_dev.data, dest_dev.data)
    
        assert la.norm((dest_dev - (a_dev+b_dev)).get()) < 1e-7