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| 1 | +# Copyright 2019-2024 ETH Zurich and the DaCe authors. All rights reserved. |
| 2 | +import dace |
| 3 | +from dace.transformation.dataflow.trivial_tasklet_elimination import TrivialTaskletElimination |
| 4 | + |
| 5 | + |
| 6 | +N = 10 |
| 7 | + |
| 8 | + |
| 9 | +def test_trivial_tasklet(): |
| 10 | + ty_ = dace.int32 |
| 11 | + sdfg = dace.SDFG("trivial_tasklet") |
| 12 | + sdfg.add_symbol("s", ty_) |
| 13 | + sdfg.add_array("v", (N,), ty_) |
| 14 | + st = sdfg.add_state() |
| 15 | + |
| 16 | + tmp1_name, _ = sdfg.add_scalar(sdfg.temp_data_name(), ty_, transient=True) |
| 17 | + tmp1_node = st.add_access(tmp1_name) |
| 18 | + init_tasklet = st.add_tasklet("init", {}, {"out"}, "out = s") |
| 19 | + st.add_edge(init_tasklet, "out", tmp1_node, None, dace.Memlet(tmp1_node.data)) |
| 20 | + |
| 21 | + tmp2_name, _ = sdfg.add_scalar(sdfg.temp_data_name(), ty_, transient=True) |
| 22 | + tmp2_node = st.add_access(tmp2_name) |
| 23 | + copy_tasklet = st.add_tasklet("copy", {"inp"}, {"out"}, "out = inp") |
| 24 | + st.add_edge(tmp1_node, None, copy_tasklet, "inp", dace.Memlet(tmp1_node.data)) |
| 25 | + st.add_edge(copy_tasklet, "out", tmp2_node, None, dace.Memlet(tmp2_node.data)) |
| 26 | + |
| 27 | + bcast_tasklet, _, _ = st.add_mapped_tasklet( |
| 28 | + "bcast", |
| 29 | + dict(i=f"0:{N}"), |
| 30 | + inputs={"inp": dace.Memlet(f"{tmp2_node.data}[0]")}, |
| 31 | + input_nodes={tmp2_node.data: tmp2_node}, |
| 32 | + code="out = inp", |
| 33 | + outputs={"out": dace.Memlet("v[i]")}, |
| 34 | + external_edges=True, |
| 35 | + ) |
| 36 | + |
| 37 | + sdfg.validate() |
| 38 | + tasklet_nodes = {x for x in st.nodes() if isinstance(x, dace.nodes.Tasklet)} |
| 39 | + assert tasklet_nodes == {init_tasklet, copy_tasklet, bcast_tasklet} |
| 40 | + |
| 41 | + count = sdfg.apply_transformations_repeated(TrivialTaskletElimination) |
| 42 | + assert count == 1 |
| 43 | + |
| 44 | + assert len(st.out_edges(tmp1_node)) == 1 |
| 45 | + assert st.out_edges(tmp1_node)[0].dst == tmp2_node |
| 46 | + |
| 47 | + tasklet_nodes = {x for x in st.nodes() if isinstance(x, dace.nodes.Tasklet)} |
| 48 | + assert tasklet_nodes == {init_tasklet, bcast_tasklet} |
| 49 | + |
| 50 | + |
| 51 | +def test_trivial_tasklet_with_map(): |
| 52 | + ty_ = dace.int32 |
| 53 | + sdfg = dace.SDFG("trivial_tasklet_with_map") |
| 54 | + sdfg.add_symbol("s", ty_) |
| 55 | + sdfg.add_array("v", (N,), ty_) |
| 56 | + st = sdfg.add_state() |
| 57 | + |
| 58 | + tmp1_name, _ = sdfg.add_scalar(sdfg.temp_data_name(), ty_, transient=True) |
| 59 | + tmp1_node = st.add_access(tmp1_name) |
| 60 | + init_tasklet = st.add_tasklet("init", {}, {"out"}, "out = s") |
| 61 | + st.add_edge(init_tasklet, "out", tmp1_node, None, dace.Memlet(tmp1_node.data)) |
| 62 | + |
| 63 | + me, mx = st.add_map("bcast", dict(i=f"0:{N}")) |
| 64 | + |
| 65 | + copy_tasklet = st.add_tasklet("copy", {"inp"}, {"out"}, "out = inp") |
| 66 | + st.add_memlet_path(tmp1_node, me, copy_tasklet, dst_conn="inp", memlet=dace.Memlet(f"{tmp1_node.data}[0]")) |
| 67 | + tmp2_name, _ = sdfg.add_scalar(sdfg.temp_data_name(), ty_, transient=True) |
| 68 | + tmp2_node = st.add_access(tmp2_name) |
| 69 | + st.add_edge(copy_tasklet, "out", tmp2_node, None, dace.Memlet(tmp2_node.data)) |
| 70 | + |
| 71 | + bcast_tasklet = st.add_tasklet("bcast", {"inp"}, {"out"}, "out = inp") |
| 72 | + st.add_edge(tmp2_node, None, bcast_tasklet, "inp", dace.Memlet(tmp2_node.data)) |
| 73 | + st.add_memlet_path(bcast_tasklet, mx, st.add_access("v"), src_conn="out", memlet=dace.Memlet("v[i]")) |
| 74 | + |
| 75 | + sdfg.validate() |
| 76 | + tasklet_nodes = {x for x in st.nodes() if isinstance(x, dace.nodes.Tasklet)} |
| 77 | + assert tasklet_nodes == {init_tasklet, copy_tasklet, bcast_tasklet} |
| 78 | + |
| 79 | + count = sdfg.apply_transformations_repeated(TrivialTaskletElimination) |
| 80 | + assert count == 2 |
| 81 | + |
| 82 | + tasklet_nodes = {x for x in st.nodes() if isinstance(x, dace.nodes.Tasklet)} |
| 83 | + assert tasklet_nodes == {init_tasklet} |
| 84 | + |
| 85 | + assert len(st.in_edges(tmp2_node)) == 1 |
| 86 | + assert st.in_edges(tmp2_node)[0].src == me |
| 87 | + |
| 88 | + assert len(st.out_edges(tmp2_node)) == 1 |
| 89 | + assert st.out_edges(tmp2_node)[0].dst == mx |
| 90 | + |
| 91 | + |
| 92 | +def test_trivial_tasklet_with_implicit_cast(): |
| 93 | + ty32_ = dace.int32 |
| 94 | + ty64_ = dace.int64 |
| 95 | + sdfg = dace.SDFG("trivial_tasklet_with_implicit_cast") |
| 96 | + sdfg.add_symbol("s", ty32_) |
| 97 | + sdfg.add_array("v", (N,), ty32_) |
| 98 | + st = sdfg.add_state() |
| 99 | + |
| 100 | + tmp1_name, _ = sdfg.add_scalar(sdfg.temp_data_name(), ty32_, transient=True) |
| 101 | + tmp1_node = st.add_access(tmp1_name) |
| 102 | + init_tasklet = st.add_tasklet("init", {}, {"out"}, "out = s") |
| 103 | + st.add_edge(init_tasklet, "out", tmp1_node, None, dace.Memlet(tmp1_node.data)) |
| 104 | + |
| 105 | + me, mx = st.add_map("bcast", dict(i=f"0:{N}")) |
| 106 | + |
| 107 | + copy_tasklet = st.add_tasklet("copy", {"inp"}, {"out"}, "out = inp") |
| 108 | + st.add_memlet_path(tmp1_node, me, copy_tasklet, dst_conn="inp", memlet=dace.Memlet(f"{tmp1_node.data}[0]")) |
| 109 | + tmp2_name, _ = sdfg.add_scalar(sdfg.temp_data_name(), ty64_, transient=True) |
| 110 | + tmp2_node = st.add_access(tmp2_name) |
| 111 | + st.add_edge(copy_tasklet, "out", tmp2_node, None, dace.Memlet(tmp2_node.data)) |
| 112 | + |
| 113 | + bcast_tasklet = st.add_tasklet("bcast", {"inp"}, {"out"}, "out = inp") |
| 114 | + st.add_edge(tmp2_node, None, bcast_tasklet, "inp", dace.Memlet(tmp2_node.data)) |
| 115 | + st.add_memlet_path(bcast_tasklet, mx, st.add_access("v"), src_conn="out", memlet=dace.Memlet("v[i]")) |
| 116 | + |
| 117 | + sdfg.validate() |
| 118 | + tasklet_nodes = {x for x in st.nodes() if isinstance(x, dace.nodes.Tasklet)} |
| 119 | + assert tasklet_nodes == {init_tasklet, copy_tasklet, bcast_tasklet} |
| 120 | + |
| 121 | + # not applied because of data types mismatch on read/write nodes |
| 122 | + count = sdfg.apply_transformations_repeated(TrivialTaskletElimination) |
| 123 | + assert count == 0 |
| 124 | + |
| 125 | + |
| 126 | +if __name__ == '__main__': |
| 127 | + test_trivial_tasklet() |
| 128 | + test_trivial_tasklet_with_map() |
| 129 | + test_trivial_tasklet_with_implicit_cast() |
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