/* * The MIT License (MIT) * * Copyright (c) 2015-2022 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 #include #include #include #include #include #include #include TEST_CASE(bias_gelu) { migraphx::shape s1{migraphx::shape::half_type, {2, 4, 8}}; migraphx::shape s2{migraphx::shape::half_type}; migraphx::module m1; { auto a = m1.add_parameter("a", s1); auto b = m1.add_parameter("b", s1); auto add1 = m1.add_instruction(migraphx::make_op("add"), a, b); auto l1 = m1.add_literal(migraphx::literal{s2, {1.4140625f}}); auto div = add_common_op(m1, migraphx::make_op("div"), {add1, l1}); auto erf = m1.add_instruction(migraphx::make_op("erf"), div); auto l2 = m1.add_literal(migraphx::literal{s2, {1.0f}}); auto add2 = add_common_op(m1, migraphx::make_op("add"), {erf, l2}); auto mul = m1.add_instruction(migraphx::make_op("mul"), add1, add2); auto l3 = m1.add_literal(migraphx::literal{s2, {0.5f}}); mul = add_common_op(m1, migraphx::make_op("mul"), {mul, l3}); m1.add_return({mul}); } migraphx::rewrite_gelu pass; pass.apply(m1); migraphx::dead_code_elimination dce; dce.apply(m1); migraphx::module m2; { auto a = m2.add_parameter("a", s1); auto b = m2.add_parameter("b", s1); auto add = m2.add_instruction(migraphx::make_op("add"), a, b); auto l1 = m2.add_literal(migraphx::literal{s2, {1.702f}}); auto mul = add_common_op(m2, migraphx::make_op("mul"), {add, l1}); auto sig = m2.add_instruction(migraphx::make_op("neg"), mul); sig = m2.add_instruction(migraphx::make_op("exp"), sig); auto l2 = m2.add_literal(migraphx::literal{s2, {1.0f}}); sig = add_common_op(m2, migraphx::make_op("add"), {sig, l2}); sig = m2.add_instruction(migraphx::make_op("div"), add, sig); m2.add_return({sig}); } EXPECT(m1 == m2); } TEST_CASE(non_bias_gelu) { migraphx::shape s1{migraphx::shape::half_type, {2, 4, 8}}; migraphx::shape s2{migraphx::shape::half_type}; migraphx::module m1; { auto a = m1.add_parameter("a", s1); auto b = m1.add_parameter("b", s1); auto sub = m1.add_instruction(migraphx::make_op("sub"), a, b); auto l1 = m1.add_literal(migraphx::literal{s2, {1.4140625f}}); auto div = add_common_op(m1, migraphx::make_op("div"), {sub, l1}); auto erf = m1.add_instruction(migraphx::make_op("erf"), div); auto l2 = m1.add_literal(migraphx::literal{s2, {1.0f}}); auto add2 = add_common_op(m1, migraphx::make_op("add"), {erf, l2}); auto mul = m1.add_instruction(migraphx::make_op("mul"), sub, add2); auto l3 = m1.add_literal(migraphx::literal{s2, {0.5f}}); mul = add_common_op(m1, migraphx::make_op("mul"), {mul, l3}); m1.add_return({mul}); } migraphx::rewrite_gelu pass; pass.apply(m1); migraphx::dead_code_elimination dce; dce.apply(m1); migraphx::module m2; { auto a = m2.add_parameter("a", s1); auto b = m2.add_parameter("b", s1); auto sub = m2.add_instruction(migraphx::make_op("sub"), a, b); auto l1 = m2.add_literal(migraphx::literal{s2, {1.702f}}); auto mul = add_common_op(m2, migraphx::make_op("mul"), {sub, l1}); auto sig = m2.add_instruction(migraphx::make_op("neg"), mul); sig = m2.add_instruction(migraphx::make_op("exp"), sig); auto l2 = m2.add_literal(migraphx::literal{s2, {1.0f}}); sig = add_common_op(m2, migraphx::make_op("add"), {sig, l2}); sig = m2.add_instruction(migraphx::make_op("div"), sub, sig); m2.add_return({sig}); } EXPECT(m1 == m2); } TEST_CASE(tanh_gelu_distilgpt2_fp16) { // Uses constant values seen in the distilgpt2_fp16 model, note how they're not exactly right migraphx::shape s1{migraphx::shape::half_type, {2, 4, 8}}; migraphx::shape s2{migraphx::shape::half_type}; migraphx::module m1; { auto x = m1.add_parameter("x", s1); auto fit_const = m1.add_literal(migraphx::literal{s2, {0.044708251953125}}); auto sqrt_2_rpi = m1.add_literal(migraphx::literal{s2, {0.7978515625}}); auto one = m1.add_literal(migraphx::literal{s2, {1.0f}}); auto one_half = m1.add_literal(migraphx::literal{s2, {0.5f}}); auto three = m1.add_literal(migraphx::literal{s2, {3.0f}}); auto pow0 = add_common_op(m1, migraphx::make_op("pow"), {x, three}); auto mul0 = add_common_op(m1, migraphx::make_op("mul"), {pow0, fit_const}); auto add0 = m1.add_instruction(migraphx::make_op("add"), {mul0, x}); auto mul1 = add_common_op(m1, migraphx::make_op("mul"), {add0, sqrt_2_rpi}); auto tanh0 = m1.add_instruction(migraphx::make_op("tanh"), mul1); auto add1 = add_common_op(m1, migraphx::make_op("add"), {tanh0, one}); auto mul2 = add_common_op(m1, migraphx::make_op("mul"), {x, one_half}); auto y = m1.add_instruction(migraphx::make_op("mul"), {add1, mul2}); m1.add_return({y}); } migraphx::rewrite_gelu pass; pass.apply(m1); migraphx::dead_code_elimination dce; dce.apply(m1); migraphx::module m2; { auto x = m2.add_parameter("x", s1); auto sqrt1_2 = m2.add_literal(migraphx::literal{s2, {M_SQRT1_2}}); auto one = m2.add_literal(migraphx::literal{s2, {1.0f}}); auto one_half = m2.add_literal(migraphx::literal{s2, {0.5f}}); auto a = add_common_op(m2, migraphx::make_op("mul"), {x, sqrt1_2}); auto erf = m2.add_instruction(migraphx::make_op("erf"), a); auto add_erf = add_common_op(m2, migraphx::make_op("add"), {one, erf}); auto b = add_common_op(m2, migraphx::make_op("mul"), {one_half, add_erf}); auto y = m2.add_instruction(migraphx::make_op("mul"), x, b); m2.add_return({y}); } EXPECT(m1 == m2); } int main(int argc, const char* argv[]) { test::run(argc, argv); }