/* * The MIT License (MIT) * * Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved. * * 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. */ #include #include #include #include #include #include #include void run_pass(migraphx::module& m) { migraphx::run_passes(m, {migraphx::simplify_dyn_ops{}, migraphx::dead_code_elimination{}}); } TEST_CASE(static_broadcast) { migraphx::module m0; { migraphx::shape s{migraphx::shape::float_type, {2, 4}}; auto input = m0.add_parameter("data", s); migraphx::shape lit_s{migraphx::shape{migraphx::shape::float_type, {4}}}; auto literal_ins = m0.add_literal(migraphx::literal{lit_s, {6, 5, 4, 3}}); auto broadcast_lit = m0.add_instruction( migraphx::make_op("broadcast", {{"axis", 1}, {"out_lens", s.lens()}}), literal_ins); auto add_ins = m0.add_instruction(migraphx::make_op("add"), input, broadcast_lit); m0.add_return({add_ins}); } migraphx::module m1; { migraphx::shape s{migraphx::shape::float_type, {2, 4}}; auto input = m1.add_parameter("data", s); migraphx::shape lit_s{migraphx::shape{migraphx::shape::float_type, {4}}}; auto literal_ins = m1.add_literal(migraphx::literal{lit_s, {6, 5, 4, 3}}); auto broadcast_lit = m1.add_instruction(migraphx::make_op("broadcast", {{"axis", 1}}), literal_ins, input); auto add_ins = m1.add_instruction(migraphx::make_op("add"), input, broadcast_lit); m1.add_return({add_ins}); } run_pass(m1); EXPECT(m0 == m1); } TEST_CASE(static_multibroadcast) { migraphx::module m0; { migraphx::shape s{migraphx::shape::float_type, {2, 4}}; auto input = m0.add_parameter("data", s); migraphx::shape lit_s{migraphx::shape{migraphx::shape::float_type, {1}, {0}}}; auto literal_ins = m0.add_literal(migraphx::literal{lit_s, {6}}); auto broadcast_lit = m0.add_instruction( migraphx::make_op("multibroadcast", {{"out_lens", s.lens()}}), literal_ins); auto add_ins = m0.add_instruction(migraphx::make_op("add"), input, broadcast_lit); m0.add_return({add_ins}); } migraphx::module m1; { migraphx::shape s{migraphx::shape::float_type, {2, 4}}; auto input = m1.add_parameter("data", s); migraphx::shape lit_s{migraphx::shape{migraphx::shape::float_type, {1}, {0}}}; auto literal_ins = m1.add_literal(migraphx::literal{lit_s, {6}}); auto broadcast_lit = m1.add_instruction(migraphx::make_op("multibroadcast"), literal_ins, input); auto add_ins = m1.add_instruction(migraphx::make_op("add"), input, broadcast_lit); m1.add_return({add_ins}); } run_pass(m1); EXPECT(m0 == m1); } TEST_CASE(after_split_dyn_broadcast_match) { migraphx::program p0; { auto* mm0 = p0.get_main_module(); // create batch submodules auto create_submodule = [&](std::size_t batch_size, const std::string& module_name) { auto* submod = p0.create_module(module_name); migraphx::shape sm_shape{migraphx::shape::float_type, {batch_size, 4}}; auto sm_input = submod->add_parameter("data", sm_shape); migraphx::shape lit_s{migraphx::shape{migraphx::shape::float_type, {4}}}; auto literal_ins = submod->add_literal(migraphx::literal{lit_s, {6, 5, 4, 3}}); auto broadcast_lit = submod->add_instruction( migraphx::make_op("broadcast", {{"axis", 1}, {"out_lens", sm_shape.lens()}}), literal_ins); auto add_ins = submod->add_instruction(migraphx::make_op("add"), sm_input, broadcast_lit); submod->add_return({add_ins}); return submod; }; auto* dim1 = create_submodule(1, "dim_1"); auto* dim2 = create_submodule(2, "dim_2"); auto* dim3 = create_submodule(3, "dim_3"); auto* dim4 = create_submodule(4, "dim_4"); migraphx::shape s{migraphx::shape::float_type, {{1, 4}, {4, 4}}}; auto input0 = mm0->add_parameter("data", s); std::vector sub_shapes = {}; sub_shapes.push_back(migraphx::shape{migraphx::shape::float_type, {{1, 4}, {4, 4}}}); migraphx::shape out_attr = migraphx::shape{sub_shapes}; auto sm_ins = mm0->add_instruction( migraphx::make_op("select_module", {{"output_dyn_shapes", migraphx::to_value(out_attr)}}), {input0}, {dim1, dim2, dim3, dim4}); auto ret = mm0->add_instruction(migraphx::make_op("get_tuple_elem", {{"index", 0}}), sm_ins); mm0->add_return({ret}); } migraphx::program p1; { auto* mm1 = p1.get_main_module(); migraphx::shape s{migraphx::shape::float_type, {{1, 4}, {4, 4}}}; auto input1 = mm1->add_parameter("data", s); migraphx::shape lit_s{migraphx::shape{migraphx::shape::float_type, {4}}}; auto literal_ins = mm1->add_literal(migraphx::literal{lit_s, {6, 5, 4, 3}}); auto broadcast_lit = mm1->add_instruction( migraphx::make_op("broadcast", {{"axis", 1}}), literal_ins, input1); auto add_ins = mm1->add_instruction(migraphx::make_op("add"), input1, broadcast_lit); mm1->add_return({add_ins}); } migraphx::run_passes(p1, {migraphx::split_single_dyn_dim{}, migraphx::dead_code_elimination{}, migraphx::simplify_dyn_ops{}}); EXPECT(p0 == p1); } TEST_CASE(const_slice_3input) { migraphx::module m0; { migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}}; auto input = m0.add_parameter("data", s); auto slice_ins = m0.add_instruction( migraphx::make_op("slice", {{"starts", {0}}, {"ends", {3}}, {"axes", {0}}}), input); m0.add_return({slice_ins}); } migraphx::module m1; { migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}}; auto input = m1.add_parameter("data", s); migraphx::shape s1{migraphx::shape::int32_type, {1}}; auto input_starts = m1.add_literal(migraphx::literal{s1, {0}}); auto input_ends = m1.add_literal(migraphx::literal{s1, {3}}); auto slice_ins = m1.add_instruction( migraphx::make_op("slice", {{"axes", {0}}}), input, input_starts, input_ends); m1.add_return({slice_ins}); } run_pass(m1); EXPECT(m0 == m1); } TEST_CASE(const_slice_3input_dyn) { migraphx::module m0; { migraphx::shape s{migraphx::shape::float_type, {{6, 6}, {2, 4, {2, 4}}, {2, 4, {2, 4}}}}; auto input = m0.add_parameter("data", s); auto slice_ins = m0.add_instruction( migraphx::make_op("slice", {{"starts", {0}}, {"ends", {3}}, {"axes", {0}}}), input); m0.add_return({slice_ins}); } migraphx::module m1; { migraphx::shape s{migraphx::shape::float_type, {{6, 6}, {2, 4, {2, 4}}, {2, 4, {2, 4}}}}; auto input = m1.add_parameter("data", s); migraphx::shape s1{migraphx::shape::int32_type, {1}}; auto input_starts = m1.add_literal(migraphx::literal{s1, {0}}); auto input_ends = m1.add_literal(migraphx::literal{s1, {3}}); auto slice_ins = m1.add_instruction( migraphx::make_op("slice", {{"axes", {0}}}), input, input_starts, input_ends); m1.add_return({slice_ins}); } run_pass(m1); EXPECT(m0 == m1); } TEST_CASE(const_slice_4input) { migraphx::module m0; { migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}}; auto input = m0.add_parameter("data", s); auto slice_ins = m0.add_instruction( migraphx::make_op("slice", {{"starts", {0}}, {"ends", {3}}, {"axes", {0}}}), input); m0.add_return({slice_ins}); } migraphx::module m1; { migraphx::shape s{migraphx::shape::float_type, {6, 4, 4}}; auto input = m1.add_parameter("data", s); migraphx::shape s1{migraphx::shape::int32_type, {1}}; auto input_starts = m1.add_literal(migraphx::literal{s1, {0}}); auto input_ends = m1.add_literal(migraphx::literal{s1, {3}}); auto input_axes = m1.add_literal(migraphx::literal{s1, {0}}); auto slice_ins = m1.add_instruction( migraphx::make_op("slice"), input, input_starts, input_ends, input_axes); m1.add_return({slice_ins}); } run_pass(m1); EXPECT(m0 == m1); } int main(int argc, const char* argv[]) { test::run(argc, argv); }