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# Copyright 2019-2023 ETH Zurich and the DaCe authors. All rights reserved. | ||
""" Tests used-symbols in code generation.""" | ||
import dace | ||
import numpy | ||
import pytest | ||
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n0i, n0j, n0k = (dace.symbol(s, dtype=dace.int32) for s in ('n0i', 'n0j', 'n0k')) | ||
n1i, n1j, n1k = (dace.symbol(s, dtype=dace.int64) for s in ('n1i', 'n1j', 'n1k')) | ||
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@dace.program | ||
def rprj3(r: dace.float64[n0i, n0j, n0k], s: dace.float64[n1i, n1j, n1k]): | ||
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for i, j, k in dace.map[1:s.shape[0] - 1, 1:s.shape[1] - 1, 1:s.shape[2] - 1]: | ||
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s[i, j, k] = ( | ||
0.5000 * r[2 * i, 2 * j, 2 * k] + | ||
0.2500 * (r[2 * i - 1, 2 * j, 2 * k] + r[2 * i + 1, 2 * j, 2 * k] + r[2 * i, 2 * j - 1, 2 * k] + | ||
r[2 * i, 2 * j + 1, 2 * k] + r[2 * i, 2 * j, 2 * k - 1] + r[2 * i, 2 * j, 2 * k + 1]) + | ||
0.1250 * (r[2 * i - 1, 2 * j - 1, 2 * k] + r[2 * i - 1, 2 * j + 1, 2 * k] + | ||
r[2 * i + 1, 2 * j - 1, 2 * k] + r[2 * i + 1, 2 * j + 1, 2 * k] + | ||
r[2 * i - 1, 2 * j, 2 * k - 1] + r[2 * i - 1, 2 * j, 2 * k + 1] + | ||
r[2 * i + 1, 2 * j, 2 * k - 1] + r[2 * i + 1, 2 * j, 2 * k + 1] + | ||
r[2 * i, 2 * j - 1, 2 * k - 1] + r[2 * i, 2 * j - 1, 2 * k + 1] + | ||
r[2 * i, 2 * j + 1, 2 * k - 1] + r[2 * i, 2 * j + 1, 2 * k + 1]) + | ||
0.0625 * (r[2 * i - 1, 2 * j - 1, 2 * k - 1] + r[2 * i - 1, 2 * j - 1, 2 * k + 1] + | ||
r[2 * i - 1, 2 * j + 1, 2 * k - 1] + r[2 * i - 1, 2 * j + 1, 2 * k + 1] + | ||
r[2 * i + 1, 2 * j - 1, 2 * k - 1] + r[2 * i + 1, 2 * j - 1, 2 * k + 1] + | ||
r[2 * i + 1, 2 * j + 1, 2 * k - 1] + r[2 * i + 1, 2 * j + 1, 2 * k + 1])) | ||
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def test_codegen_used_symbols_cpu(): | ||
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rng = numpy.random.default_rng(42) | ||
r = rng.random((10, 10, 10)) | ||
s_ref = numpy.zeros((4, 4, 4)) | ||
s_val = numpy.zeros((4, 4, 4)) | ||
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rprj3.f(r, s_ref) | ||
rprj3(r, s_val) | ||
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assert numpy.allclose(s_ref, s_val) | ||
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def test_codegen_used_symbols_cpu_2(): | ||
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@dace.program | ||
def rprj3_nested(r: dace.float64[n0i, n0j, n0k], s: dace.float64[n1i, n1j, n1k]): | ||
rprj3(r, s) | ||
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rng = numpy.random.default_rng(42) | ||
r = rng.random((10, 10, 10)) | ||
s_ref = numpy.zeros((4, 4, 4)) | ||
s_val = numpy.zeros((4, 4, 4)) | ||
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rprj3.f(r, s_ref) | ||
rprj3_nested(r, s_val) | ||
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assert numpy.allclose(s_ref, s_val) | ||
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@pytest.mark.gpu | ||
def test_codegen_used_symbols_gpu(): | ||
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sdfg = rprj3.to_sdfg() | ||
for _, desc in sdfg.arrays.items(): | ||
if not desc.transient and isinstance(desc, dace.data.Array): | ||
desc.storage = dace.StorageType.GPU_Global | ||
sdfg.apply_gpu_transformations() | ||
func = sdfg.compile() | ||
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try: | ||
import cupy | ||
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rng = numpy.random.default_rng(42) | ||
r = rng.random((10, 10, 10)) | ||
r_dev = cupy.asarray(r) | ||
s_ref = numpy.zeros((4, 4, 4)) | ||
s_val = cupy.zeros((4, 4, 4)) | ||
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rprj3.f(r, s_ref) | ||
func(r=r_dev, s=s_val, n0i=10, n0j=10, n0k=10, n1i=4, n1j=4, n1k=4) | ||
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assert numpy.allclose(s_ref, s_val) | ||
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except (ImportError, ModuleNotFoundError): | ||
pass | ||
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if __name__ == "__main__": | ||
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test_codegen_used_symbols_cpu() | ||
test_codegen_used_symbols_cpu_2() | ||
test_codegen_used_symbols_gpu() |
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