wehub-resource-sync
153 lines
6.8 KiB
C++
153 lines
6.8 KiB
C++
// Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#include <glog/logging.h>
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#include <gtest/gtest.h>
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#include <memory>
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#include "paddle/fluid/pir/dialect/operator/ir/op_dialect.h"
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#include "paddle/fluid/pir/dialect/operator/ir/pd_op.h"
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#include "paddle/fluid/pir/transforms/gpu/fused_gemm_epilogue_pass.h"
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#include "paddle/pir/include/core/builtin_dialect.h"
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#include "paddle/pir/include/pass/pass_manager.h"
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#include "paddle/pir/include/pattern_rewrite/pattern_rewrite_driver.h"
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void BuildProgram(pir::Builder &builder) { // NOLINT
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paddle::dialect::FullOp full_input_op1 =
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builder.Build<paddle::dialect::FullOp>(
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std::vector<int64_t>{1, 512, 64}, 1.5, phi::DataType::FLOAT16);
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// linear 1
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paddle::dialect::FullOp full_weight_op1 =
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builder.Build<paddle::dialect::FullOp>(
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std::vector<int64_t>{64, 64}, 1.5, phi::DataType::FLOAT16);
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paddle::dialect::FullOp full_bias_op1 =
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builder.Build<paddle::dialect::FullOp>(
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std::vector<int64_t>{64}, 1.0, phi::DataType::FLOAT16);
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paddle::dialect::MatmulOp matmul_op1 =
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builder.Build<paddle::dialect::MatmulOp>(full_input_op1.out(),
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full_weight_op1.out());
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paddle::dialect::AddOp add_op1 = builder.Build<paddle::dialect::AddOp>(
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matmul_op1.out(), full_bias_op1.out());
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// linear 2
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paddle::dialect::FullOp full_weight_op2 =
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builder.Build<paddle::dialect::FullOp>(
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std::vector<int64_t>{64, 128}, 1.5, phi::DataType::FLOAT16);
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paddle::dialect::FullOp full_bias_op2 =
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builder.Build<paddle::dialect::FullOp>(
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std::vector<int64_t>{128}, 1.0, phi::DataType::FLOAT16);
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paddle::dialect::MatmulOp matmul_op2 =
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builder.Build<paddle::dialect::MatmulOp>(add_op1.out(),
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full_weight_op2.out());
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paddle::dialect::AddOp add_op2 = builder.Build<paddle::dialect::AddOp>(
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matmul_op2.out(), full_bias_op2.out());
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paddle::dialect::ReluOp relu_op =
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builder.Build<paddle::dialect::ReluOp>(add_op2.out());
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// linear 3
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paddle::dialect::FullOp full_weight_op3 =
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builder.Build<paddle::dialect::FullOp>(
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std::vector<int64_t>{128, 64}, 1.5, phi::DataType::FLOAT16);
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paddle::dialect::FullOp full_bias_op3 =
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builder.Build<paddle::dialect::FullOp>(
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std::vector<int64_t>{64}, 1.0, phi::DataType::FLOAT16);
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paddle::dialect::MatmulOp matmul_op3 =
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builder.Build<paddle::dialect::MatmulOp>(relu_op.out(),
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full_weight_op3.out());
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paddle::dialect::AddOp add_op3 = builder.Build<paddle::dialect::AddOp>(
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matmul_op3.out(), full_bias_op3.out());
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paddle::dialect::GeluOp gelu_op1 =
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builder.Build<paddle::dialect::GeluOp>(add_op3.out());
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// linear 4
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paddle::dialect::FullOp full_weight_op4 =
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builder.Build<paddle::dialect::FullOp>(
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std::vector<int64_t>{64, 64}, 1.5, phi::DataType::FLOAT16);
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paddle::dialect::FullOp full_bias_op4 =
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builder.Build<paddle::dialect::FullOp>(
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std::vector<int64_t>{64}, 1.0, phi::DataType::FLOAT16);
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paddle::dialect::MatmulOp matmul_op4 =
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builder.Build<paddle::dialect::MatmulOp>(gelu_op1.out(),
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full_weight_op4.out());
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paddle::dialect::AddOp add_op4 = builder.Build<paddle::dialect::AddOp>(
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matmul_op4.out(), full_bias_op4.out());
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paddle::dialect::GeluOp gelu_op2 =
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builder.Build<paddle::dialect::GeluOp>(add_op4.out());
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// backward
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paddle::dialect::FullOp full_grad_op = builder.Build<paddle::dialect::FullOp>(
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std::vector<int64_t>{1, 512, 64}, 1.0, phi::DataType::FLOAT16);
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paddle::dialect::GeluGradOp gelu_op2_grad =
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builder.Build<paddle::dialect::GeluGradOp>(
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add_op4.out(), full_grad_op.out(), false);
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// backward linear 4
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paddle::dialect::AddGradOp add_op4_grad =
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builder.Build<paddle::dialect::AddGradOp>(
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matmul_op4.out(), full_bias_op4.out(), gelu_op2_grad.x_grad());
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paddle::dialect::MatmulGradOp matmul_op4_grad =
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builder.Build<paddle::dialect::MatmulGradOp>(
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gelu_op1.out(), full_weight_op4.out(), add_op4_grad.x_grad());
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paddle::dialect::GeluGradOp gelu_op1_grad =
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builder.Build<paddle::dialect::GeluGradOp>(
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add_op3.out(), matmul_op4_grad.x_grad(), false);
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// backward linear 3
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paddle::dialect::AddGradOp add_op3_grad =
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builder.Build<paddle::dialect::AddGradOp>(
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matmul_op3.out(), full_bias_op3.out(), gelu_op1_grad.x_grad());
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paddle::dialect::MatmulGradOp matmul_op3_grad =
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builder.Build<paddle::dialect::MatmulGradOp>(
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relu_op.out(), full_weight_op3.out(), add_op3_grad.x_grad());
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paddle::dialect::ReluGradOp relu_op_grad =
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builder.Build<paddle::dialect::ReluGradOp>(relu_op.out(),
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matmul_op3_grad.x_grad());
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// backward linear 2
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paddle::dialect::AddGradOp add_op2_grad =
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builder.Build<paddle::dialect::AddGradOp>(
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matmul_op2.out(), full_bias_op2.out(), relu_op_grad.x_grad());
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paddle::dialect::MatmulGradOp matmul_op2_grad =
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builder.Build<paddle::dialect::MatmulGradOp>(
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add_op1.out(), full_weight_op2.out(), add_op2_grad.x_grad());
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// backward linear 1
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paddle::dialect::AddGradOp add_op1_grad =
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builder.Build<paddle::dialect::AddGradOp>(
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matmul_op1.out(), full_bias_op1.out(), matmul_op2_grad.x_grad());
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paddle::dialect::MatmulGradOp matmul_op1_grad =
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builder.Build<paddle::dialect::MatmulGradOp>(
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full_input_op1.out(), full_weight_op1.out(), add_op1_grad.x_grad());
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builder.Build<paddle::dialect::FetchOp>(gelu_op2.out(), "out", 0);
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builder.Build<paddle::dialect::FetchOp>(matmul_op1_grad.x_grad(), "dx", 1);
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}
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TEST(DrrTest, FusedLinear) {
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pir::IrContext *ctx = pir::IrContext::Instance();
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ctx->GetOrRegisterDialect<paddle::dialect::OperatorDialect>();
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ctx->GetOrRegisterDialect<pir::BuiltinDialect>();
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pir::Program program(ctx);
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pir::Builder builder = pir::Builder(ctx, program.block());
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BuildProgram(builder);
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EXPECT_EQ(program.block()->size(), 34u);
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pir::PassManager pm(ctx);
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pm.AddPass(pir::CreateFusedGemmEpiloguePass());
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pm.EnablePassTiming();
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pm.EnableIRPrinting();
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PADDLE_ENFORCE_EQ(pm.Run(&program),
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true,
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common::errors::Unavailable("pm fail to run program"));
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EXPECT_EQ(program.block()->size(), 22u);
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}
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