MP

pom.xml

@@ -128,6 +128,71 @@
             <artifactId>httpclient</artifactId>
             <version>4.5.14</version>
         </dependency>
+        <!-- parquet (用于存储运算结果) -->
+        <dependency>
+            <groupId>org.apache.parquet</groupId>
+            <artifactId>parquet-avro</artifactId>
+            <version>1.14.4</version>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.hadoop</groupId>
+            <artifactId>hadoop-common</artifactId>
+            <version>3.3.6</version>
+            <exclusions>
+                <!-- 排除 Hadoop 自带的 slf4j-reload4j 绑定，避免与 Spring Boot 的 logback 冲突（SLF4J multiple bindings） -->
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-reload4j</artifactId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.hadoop</groupId>
+            <artifactId>hadoop-mapreduce-client-core</artifactId>
+            <version>3.3.6</version>
+            <exclusions>
+                <!-- 排除日志绑定，避免再次出现 SLF4J multiple bindings -->
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-reload4j</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>org.slf4j</groupId>
+                    <artifactId>slf4j-api</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>log4j</groupId>
+                    <artifactId>log4j</artifactId>
+                </exclusion>
+                <!-- 排除YARN相关，完全用不到 -->
+                <exclusion>
+                    <groupId>org.apache.hadoop</groupId>
+                    <artifactId>hadoop-yarn-api</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>org.apache.hadoop</groupId>
+                    <artifactId>hadoop-yarn-common</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>org.apache.hadoop</groupId>
+                    <artifactId>hadoop-yarn-client</artifactId>
+                </exclusion>
+                <!-- 排除其他不需要的模块 -->
+                <exclusion>
+                    <groupId>org.apache.hadoop</groupId>
+                    <artifactId>hadoop-hdfs-client</artifactId>
+                </exclusion>
+                <exclusion>
+                    <groupId>com.google.protobuf</groupId>
+                    <artifactId>protobuf-java</artifactId>
+                </exclusion>
+            </exclusions>
+        </dependency>
+        <dependency>
+            <groupId>org.xerial.snappy</groupId>
+            <artifactId>snappy-java</artifactId>
+            <version>1.1.10.5</version>
+        </dependency>
     </dependencies>
 
     <build>

src/main/java/com/aps/common/util/FlatParquetUtil.java

+package com.aps.common.util;
+
+/**
+ * 作者：佟礼
+ * 时间：2026-09-08
+ */
+
+import org.apache.avro.Schema;
+import org.apache.avro.reflect.ReflectData;
+import org.apache.hadoop.conf.Configuration;
+import org.apache.hadoop.fs.Path;
+import org.apache.parquet.avro.AvroParquetReader;
+import org.apache.parquet.avro.AvroParquetWriter;
+import org.apache.parquet.hadoop.ParquetReader;
+import org.apache.parquet.hadoop.ParquetWriter;
+import org.apache.parquet.hadoop.metadata.CompressionCodecName;
+import org.apache.parquet.io.LocalInputFile;
+import org.apache.parquet.io.LocalOutputFile;
+
+import java.io.File;
+import java.io.IOException;
+import java.net.URI;
+import java.nio.file.Paths;
+import java.util.ArrayList;
+import java.util.List;
+/**
+ * 范式化扁平Row POJO读写Parquet
+ * 要求：POJO不要包含嵌套List集合，子List拆成独立子parquet
+ */
+public class FlatParquetUtil {
+
+    static {
+        // Windows 下 Hadoop 需要 winutils.exe/hadoop.dll。
+        // 优先复用 HADOOP_HOME，避免把 hadoop.home.dir 指到当前目录(无 bin/winutils.exe)导致写入失败。
+        if (System.getProperty("hadoop.home.dir") == null) {
+            String hadoopHome = System.getenv("HADOOP_HOME");
+            if (hadoopHome != null && !hadoopHome.trim().isEmpty()) {
+                System.setProperty("hadoop.home.dir", hadoopHome);
+            }
+        }
+    }
+
+    private final Configuration conf;
+
+    public FlatParquetUtil() {
+        conf = new Configuration();
+        // 使用本地文件系统，不依赖hadoop集群
+        conf.set("fs.file.impl", org.apache.hadoop.fs.LocalFileSystem.class.getName());
+        // 关闭hadoop Shell的部分本地命令调用（Windows不需要winutils.exe）
+        conf.setBoolean("hadoop.native.lib", false);
+    }
+
+    /**
+     * 写入扁平对象列表到parquet（覆盖）
+     */
+    public <T> void write(List<T> rows, String filePath, Class<T> clazz) throws IOException {
+        if (rows == null || rows.isEmpty()) {
+            return;
+        }
+
+        File file = resolvePath(filePath);
+        File parent = file.getParentFile();
+        if (parent != null && !parent.exists()) {
+            parent.mkdirs();
+        }
+        if (file.exists()) {
+            file.delete();
+        }
+        Schema schema = ReflectData.AllowNull.get().getSchema(clazz);
+        LocalOutputFile outputFile = new LocalOutputFile(file.toPath());
+        try(ParquetWriter<T> writer = AvroParquetWriter.<T>builder(outputFile)
+                .withSchema(schema)
+                .withDataModel(ReflectData.AllowNull.get())
+                .withConf(conf)
+                .withCompressionCodec(CompressionCodecName.SNAPPY)
+                .withRowGroupSize(128 * 1024 * 1024)
+                .build()){
+            for(T row : rows){
+                writer.write(row);
+            }
+        }
+    }
+    private File resolvePath(String filePath) throws IOException {
+        try {
+            if (filePath.startsWith("file:")) {
+                // 是URI格式，用标准URI解析，自动处理Windows盘符、空格、中文
+                return Paths.get(new URI(filePath)).toFile();
+            } else {
+                // 纯本地路径
+                return new File(filePath);
+            }
+        } catch (Exception e) {
+            throw new IOException("路径解析失败: " + filePath, e);
+        }
+    }
+    /**
+     * 读取全部行
+     */
+    public <T> List<T> readAll(String filePath, Class<T> clazz) throws IOException {
+        List<T> res = new ArrayList<>();
+        File file = resolvePath(filePath);
+        LocalInputFile inputFile = new LocalInputFile(file.toPath());
+
+        try(ParquetReader<T> reader = AvroParquetReader.<T>builder(inputFile)
+                .withDataModel(ReflectData.AllowNull.get())
+                .withConf(conf)
+                .build()){
+            T t;
+            while ((t = reader.read()) != null) {
+                res.add(t);
+            }
+        }
+        return res;
+    }
+
+    /**
+     * 获取迭代器流式读取，不一次性全加载内存
+     */
+    public <T> ParquetReader<T> getReader(String filePath, Class<T> clazz) throws IOException {
+        Path path = new Path(filePath);
+        return AvroParquetReader.<T>builder(path)
+                .withDataModel(ReflectData.AllowNull.get())
+                .withConf(conf)
+                .build();
+    }
+}

src/main/java/com/aps/macroplanner/MacroPlannerOptimizer.java

@@ -196,7 +196,7 @@ public class MacroPlannerOptimizer {
         writeLog("  [OK] 目标函数创建完成");
 
         // 4. 导出 LP 模型文件
-        exportLpModel();
+        //exportLpModel();
 
         writeLog("\n模型统计: 变量=" + model.getSolver().numVariables()
                 + ", 约束=" + model.getSolver().numConstraints() + "\n");
@@ -432,7 +432,7 @@ public class MacroPlannerOptimizer {
         l3.addKPI("供应目标偏差", model.getTotalSupplyTarget(), w.getSupplyTargetWeight());
         l3.addKPI("销售优先级", model.getTotalSalesDemandPriority(),
                 w.getSalesDemandPriorityWeight(), true); // 负系数 = 最大化
-        levels.add(l3);
+       // levels.add(l3);
 
         // === Level 4: 软约束 (允许 10% 退化, slack=10%) ===
         StrategyLevel l4 = new StrategyLevel(4, "软约束", 0.10);
@@ -440,7 +440,7 @@ public class MacroPlannerOptimizer {
         l4.addKPI("欠库存", model.getTotalMinInventoryLevel(), w.getMinInventoryLevelWeight());
         l4.addKPI("最小供应不足", model.getTotalMinSupply(), w.getMinSupplyWeight());
         l4.addKPI("最大供应超出", model.getTotalMaxSupply(), w.getMaxSupplyWeight());
-        levels.add(l4);
+       // levels.add(l4);
 
         return levels;
     }

src/main/java/com/aps/macroplanner/MultiLevelBomTestRunner.java

@@ -55,10 +55,11 @@ public class MultiLevelBomTestRunner {
 
 //        for (int scale : BenchmarkDataBuilder.SUPPORTED_SCALES) {
 //
+//        int scale=10000;
 //            BenchmarkDataBuilder data =
 //                    BenchmarkDataBuilder.forScale(scale);
 //            writeLog("=====  TEST RUNNER START "+scale+"=====");
-//
+////
 //            data.init();
 //            writeLog("Data loaded: " + data.getProducts().size() + " products, "
 //                    + data.getOperations().size() + " operations");

src/main/java/com/aps/macroplanner/constraint/BalanceConstraint.java

@@ -42,8 +42,7 @@ public class BalanceConstraint {
                     // === 流入 ===
                     // PTQty 产出 (考虑提前期: productionDate 生产, productionDate+leadTimeDays 到货)
                     // 关键: 只统计产出到当前库存点(sp)的操作, 避免多工序路由中产出到错误的库存点
-                    for (Operation op : data.getOperations()) {
-                        if (!op.producesProductAtSp(prod.getId(), sp.getId())) continue;
+                    for (Operation op : data.getOperationsProducing(prod.getId(), sp.getId())) {
                         int leadTimeDays = op.getLeadTimeDays();
                         Period productionPeriod = data.getPeriodOffsetByDays(p, leadTimeDays);
                         if (productionPeriod == null) continue;
@@ -53,8 +52,8 @@ public class BalanceConstraint {
                         }
                     }
                     // DemandSlack
-                   // MPVariable slackVar = demandSlackVars.get(invKey);
-                   // if (slackVar != null) balance.setCoefficient(slackVar, 1.0);
+                    // MPVariable slackVar = demandSlackVars.get(invKey);
+                    // if (slackVar != null) balance.setCoefficient(slackVar, 1.0);
                     // 上一周期库存 (t>0)
                     if (p.getIndex() > 0) {
                         String prevKey = prod.getId() + "_" + sp.getId() + "_" + (p.getIndex() - 1);
@@ -84,10 +83,8 @@ public class BalanceConstraint {
                     }
 
                     // 在途供应 (供应商已发货, 固定到货量, 按日期匹配周期)
-                    for (InTransitSupply its : data.getInTransitSupplies()) {
-                        if (its.getProduct().getId().equals(prod.getId())
-                                && its.getStockingPoint().getId().equals(sp.getId())
-                                && p.equals(data.getPeriodByDate(its.getArrivalDate()))) {
+                    for (InTransitSupply its : data.getInTransitSuppliesFor(prod.getId(), sp.getId())) {
+                        if (p.equals(data.getPeriodByDate(its.getArrivalDate()))) {
                             rhs -= its.getQuantity();
                         }
                     }

src/main/java/com/aps/macroplanner/constraint/BomConstraint.java

@@ -57,9 +57,7 @@ public class BomConstraint {
                             "DepDemandDef_" + ddKey);
                     ddCon.setCoefficient(ddVar, -1.0);
 
-                    for (OperationInput input : data.getOperationInputs()) {
-                        if (!input.getInputProduct().getId().equals(prod.getId())) continue;
-                        if (!input.getInputSp().getId().equals(sp.getId())) continue;
+                    for (OperationInput input : data.getOperationInputsFor(prod.getId(), sp.getId())) {
                         MPVariable odVar = operationDemandQtyVars.get(
                                 input.getKey() + "_" + p.getIndex());
                         if (odVar != null) ddCon.setCoefficient(odVar, 1.0);

src/main/java/com/aps/macroplanner/constraint/CapacityConstraint.java

@@ -38,7 +38,7 @@ public class CapacityConstraint {
             // --- 最大产能 ---
             MPConstraint maxCap = model.getSolver().makeConstraint(
                     -MPSolver.infinity(), up.getMaxCapacity(), "MaxCap_" + capKey);
-            for (Operation op : data.getOperations()) {
+            for (Operation op : data.getOperationsByUnitId(up.getUnitId())) {
                 for (UnitOperation uo : op.getUnitOperations()) {
                     if (!uo.getUnitId().equals(up.getUnitId())) continue;
                     MPVariable ptVar = ptQtyVars.get(op.ptQtyKey(uo, up.getPeriod().getIndex()));
@@ -52,7 +52,7 @@ public class CapacityConstraint {
             if (up.hasMinCapacity()) {
                 MPConstraint minCap = model.getSolver().makeConstraint(
                         up.getMinCapacity(), MPSolver.infinity(), "MinCap_" + capKey);
-                for (Operation op : data.getOperations()) {
+                for (Operation op : data.getOperationsByUnitId(up.getUnitId())) {
                     for (UnitOperation uo : op.getUnitOperations()) {
                         if (!uo.getUnitId().equals(up.getUnitId())) continue;
                         MPVariable ptVar = ptQtyVars.get(op.ptQtyKey(uo, up.getPeriod().getIndex()));

src/main/java/com/aps/macroplanner/constraint/DemandFulfillmentConstraint.java

@@ -49,23 +49,16 @@ public class DemandFulfillmentConstraint {
                     if (dfVar != null) c.setCoefficient(dfVar, -1.0);
 
                     // + SalesDemandQty
-                    for (SalesDemand sd : data.getSalesDemands()) {
-                        if (sd.getProduct().getId().equals(prod.getId())
-                                && sd.getStockingPoint().getId().equals(sp.getId())
-                                && sd.getPeriod().getIndex() == p.getIndex()) {
-                            MPVariable sdVar = sdVars.get(sd.getKey());
-                            if (sdVar != null) c.setCoefficient(sdVar, 1.0);
-                        }
+                    for (SalesDemand sd : data.getSalesDemandsFor(prod, sp, p)) {
+                        MPVariable sdVar = sdVars.get(sd.getKey());
+                        if (sdVar != null) c.setCoefficient(sdVar, 1.0);
                     }
 
                     // + OperationDemandQty (BOM 消耗)
-                    for (OperationInput input : data.getOperationInputs()) {
-                        if (input.getInputProduct().getId().equals(prod.getId())
-                                && input.getInputSp().getId().equals(sp.getId())) {
-                            String opKey = input.getKey() + "_" + p.getIndex();
-                            MPVariable odVar = opDemandVars.get(opKey);
-                            if (odVar != null) c.setCoefficient(odVar, 1.0);
-                        }
+                    for (OperationInput input : data.getOperationInputsFor(prod.getId(), sp.getId())) {
+                        String opKey = input.getKey() + "_" + p.getIndex();
+                        MPVariable odVar = opDemandVars.get(opKey);
+                        if (odVar != null) c.setCoefficient(odVar, 1.0);
                     }
                 }
             }

src/main/java/com/aps/macroplanner/constraint/DemandSlackLinkageConstraint.java

@@ -6,6 +6,7 @@ import com.google.ortools.linearsolver.MPVariable;
 import com.aps.macroplanner.data.*;
 import com.aps.macroplanner.model.MacroPlannerModel;
 
+import java.util.List;
 import java.util.Map;
 
 /**
@@ -58,25 +59,22 @@ public class DemandSlackLinkageConstraint {
                 for (Period p : data.getPeriods()) {
                     String pispipKey = prod.getId() + "_" + sp.getId() + "_" + p.getIndex();
 
-                    double totalDemandQty = 0.0;
-                    boolean hasDemand = false;
-
                     // 汇总该 PISPIP 的所有销售需求
-                    for (SalesDemand sd : data.getSalesDemandsFor(prod, sp, p)) {
+                    List<SalesDemand> demands = data.getSalesDemandsFor(prod, sp, p);
+                    if (demands.isEmpty()) continue;
+
+                    double totalDemandQty = 0.0;
+                    for (SalesDemand sd : demands) {
                         totalDemandQty += sd.getQuantity();
-                        hasDemand = true;
                     }
 
-                    // 只对存在销售需求的 PISPIP 创建约束
-                    if (!hasDemand) continue;
-
                     // 约束: Σ SalesDemandQty + DemandSlack >= totalDemandQty
                     MPConstraint c = model.getSolver().makeConstraint(
                             totalDemandQty, MPSolver.infinity(),
                             "DSLink_" + pispipKey);
 
                     // + Σ SalesDemandQty
-                    for (SalesDemand sd : data.getSalesDemandsFor(prod, sp, p)) {
+                    for (SalesDemand sd : demands) {
                         MPVariable sdVar = sdVars.get(sd.getKey());
                         if (sdVar != null) c.setCoefficient(sdVar, 1.0);
                     }

src/main/java/com/aps/macroplanner/data/BenchmarkDataBuilder.java

@@ -19,9 +19,9 @@ import java.util.Random;
  */
 public class BenchmarkDataBuilder extends TestDataBuilder {
 
-    public static final int[] SUPPORTED_SCALES = {100, 200, 500, 1000, 2000, 5000};
+    public static final int[] SUPPORTED_SCALES = {100, 200, 500, 1000, 2000, 5000, 10000};
     public static final long RANDOM_SEED = 20260826L;
-    public static final int PERIOD_COUNT = 15;
+    public static final int PERIOD_COUNT = 30;
 
     private static final int SEMI_DIVISOR = 5;
     private static final int RAW_MULTIPLIER = 2;

src/main/java/com/aps/macroplanner/data/DataValidator.java

@@ -179,6 +179,7 @@ public class DataValidator {
 
         // 循环依赖检测 (含库存点: 仅当产品+库存点都匹配时才构成循环)
         // 多工序路由中同一产品经不同库存点流转不构成循环
+        // 优化: 通过 getOperationInputsFor 索引查找反向边, 避免 O(Inputs²) 全表扫描
         for (OperationInput input : data.getOperationInputs()) {
             String consumedProd = input.getInputProduct().getId();
             String consumedSp = input.getInputSp().getId();
@@ -188,11 +189,10 @@ public class DataValidator {
                 String consumerProd = consumerOutput.getProductId();
                 String consumerSp = consumerOutput.getSpId();
 
-                for (OperationInput other : data.getOperationInputs()) {
-                    // 检查 other 是否产出 consumedProd@consumedSp 且消耗 consumerProd@consumerSp
-                    if (other.getOperation().producesProductAtSp(consumedProd, consumedSp)
-                            && other.getInputProduct().getId().equals(consumerProd)
-                            && other.getInputSp().getId().equals(consumerSp)) {
+                // 反向边: 消耗 consumerProd@consumerSp 的输入
+                for (OperationInput other : data.getOperationInputsFor(consumerProd, consumerSp)) {
+                    // 检查 other 是否产出 consumedProd@consumedSp (形成 A→B→A)
+                    if (other.getOperation().producesProductAtSp(consumedProd, consumedSp)) {
                         errors.add("BOM 循环依赖: " + consumerProd + "@" + consumerSp
                                 + " → " + consumedProd + "@" + consumedSp
                                 + " → " + consumerProd + "@" + consumerSp);

src/main/java/com/aps/macroplanner/data/TestDataBuilder.java

@@ -63,6 +63,17 @@ public class TestDataBuilder {
     /** 初始库存列表 (子类可访问) */
     protected final List<InitialInventory> initialInventories = new ArrayList<>();
 
+    // ==================== 查询索引 (懒加载, 避免约束构建中的 O(N²) 线性扫描) ====================
+    private Map<String, List<StockingPoint>> stockingPointsByProductIndex;
+    private Map<String, List<SalesDemand>> salesDemandsIndex;
+    private Map<String, List<OperationInput>> operationInputsIndex;
+    private Map<String, List<Operation>> operationsByOutputIndex;
+    private Map<String, List<Operation>> operationsByProductIndex;
+    private Map<String, List<Operation>> operationsByUnitIndex;
+    private Map<String, Double> initialInventoryIndex;
+    private Map<String, InventorySpec> inventorySpecIndex;
+    private Map<String, List<InTransitSupply>> inTransitSuppliesByProductSpIndex;
+
     /** 公开构造器 — 自动调用 build() 初始化默认测试数据 */
     public TestDataBuilder() {
         this(false);
@@ -295,13 +306,83 @@ public class TestDataBuilder {
      * @return 库存点列表, 不存在则返回空列表
      */
     public List<StockingPoint> getStockingPointsForProduct(String productId) {
-        List<StockingPoint> result = new ArrayList<>();
-        for (ProductSpMapping m : productSpMappings) {
-            if (m.getProduct().getId().equals(productId)) {
-                result.add(m.getStockingPoint());
+        if (stockingPointsByProductIndex == null) {
+            stockingPointsByProductIndex = new HashMap<>();
+            for (ProductSpMapping m : productSpMappings) {
+                stockingPointsByProductIndex
+                        .computeIfAbsent(m.getProduct().getId(), k -> new ArrayList<>())
+                        .add(m.getStockingPoint());
+            }
+        }
+        return stockingPointsByProductIndex.getOrDefault(productId, Collections.emptyList());
+    }
+
+    /**
+     * 获取产出到指定产品/库存点的所有操作 (索引查询, O(1))。
+     */
+    public List<Operation> getOperationsProducing(String productId, String spId) {
+        if (operationsByOutputIndex == null) {
+            operationsByOutputIndex = new HashMap<>();
+            for (Operation op : operations) {
+                for (OperationOutput oo : op.getOutputs()) {
+                    operationsByOutputIndex
+                            .computeIfAbsent(oo.getProductId() + "_" + oo.getSpId(),
+                                    k -> new ArrayList<>())
+                            .add(op);
+                }
+            }
+        }
+        return operationsByOutputIndex.getOrDefault(productId + "_" + spId, Collections.emptyList());
+    }
+
+    /**
+     * 获取产出指定产品 (任意库存点) 的所有操作 (索引查询, O(1))。
+     */
+    public List<Operation> getOperationsProducingProduct(String productId) {
+        if (operationsByProductIndex == null) {
+            operationsByProductIndex = new HashMap<>();
+            for (Operation op : operations) {
+                for (OperationOutput oo : op.getOutputs()) {
+                    operationsByProductIndex
+                            .computeIfAbsent(oo.getProductId(), k -> new ArrayList<>())
+                            .add(op);
+                }
+            }
+        }
+        return operationsByProductIndex.getOrDefault(productId, Collections.emptyList());
+    }
+
+    /**
+     * 获取在指定单元上执行的所有操作 (索引查询, O(1))。
+     */
+    public List<Operation> getOperationsByUnitId(String unitId) {
+        if (operationsByUnitIndex == null) {
+            operationsByUnitIndex = new HashMap<>();
+            for (Operation op : operations) {
+                for (UnitOperation uo : op.getUnitOperations()) {
+                    operationsByUnitIndex
+                            .computeIfAbsent(uo.getUnitId(), k -> new ArrayList<>())
+                            .add(op);
+                }
+            }
+        }
+        return operationsByUnitIndex.getOrDefault(unitId, Collections.emptyList());
+    }
+
+    /**
+     * 获取消耗指定产品/库存点的所有 BOM 输入 (索引查询, O(1))。
+     */
+    public List<OperationInput> getOperationInputsFor(String productId, String spId) {
+        if (operationInputsIndex == null) {
+            operationInputsIndex = new HashMap<>();
+            for (OperationInput input : operationInputs) {
+                operationInputsIndex
+                        .computeIfAbsent(input.getInputProduct().getId() + "_" + input.getInputSp().getId(),
+                                k -> new ArrayList<>())
+                        .add(input);
             }
         }
-        return result;
+        return operationInputsIndex.getOrDefault(productId + "_" + spId, Collections.emptyList());
     }
     public List<Operation> getOperations() { return operations; }
     public List<OperationInput> getOperationInputs() { return operationInputs; }
@@ -323,42 +404,62 @@ public class TestDataBuilder {
      * @return 初始库存量，不存在则返回 0
      */
     public double getInitialInventory(String productId, String spId) {
-        for (InitialInventory inv : initialInventories) {
-            if (inv.getProduct().getId().equals(productId)
-                    && inv.getStockingPoint().getId().equals(spId)) {
-                return inv.getQuantity();
+        if (initialInventoryIndex == null) {
+            initialInventoryIndex = new HashMap<>();
+            for (InitialInventory inv : initialInventories) {
+                initialInventoryIndex.put(
+                        inv.getProduct().getId() + "_" + inv.getStockingPoint().getId(),
+                        inv.getQuantity());
             }
         }
-        return 0.0;
+        return initialInventoryIndex.getOrDefault(productId + "_" + spId, 0.0);
     }
 
     /**
      * 获取指定产品/库存点/周期的销售需求
      */
     public List<SalesDemand> getSalesDemandsFor(Product product, StockingPoint sp, Period period) {
-        List<SalesDemand> result = new ArrayList<>();
-        for (SalesDemand sd : salesDemands) {
-            if (sd.getProduct().getId().equals(product.getId())
-                    && sd.getStockingPoint().getId().equals(sp.getId())
-                    && sd.getPeriod().getIndex() == period.getIndex()) {
-                result.add(sd);
+        if (salesDemandsIndex == null) {
+            salesDemandsIndex = new HashMap<>();
+            for (SalesDemand sd : salesDemands) {
+                salesDemandsIndex
+                        .computeIfAbsent(sd.getKey(), k -> new ArrayList<>())
+                        .add(sd);
             }
         }
-        return result;
+        return salesDemandsIndex.getOrDefault(
+                product.getId() + "_" + sp.getId() + "_" + period.getIndex(),
+                Collections.emptyList());
     }
 
     /**
      * 获取指定产品/库存点/周期的库存规格
      */
     public InventorySpec getInventorySpecFor(Product product, StockingPoint sp, Period period) {
-        for (InventorySpec spec : inventorySpecs) {
-            if (spec.getProduct().getId().equals(product.getId())
-                    && spec.getStockingPoint().getId().equals(sp.getId())
-                    && spec.getPeriod().getIndex() == period.getIndex()) {
-                return spec;
+        if (inventorySpecIndex == null) {
+            inventorySpecIndex = new HashMap<>();
+            for (InventorySpec spec : inventorySpecs) {
+                inventorySpecIndex.put(spec.getKey(), spec);
             }
         }
-        return null;
+        return inventorySpecIndex.get(
+                product.getId() + "_" + sp.getId() + "_" + period.getIndex());
+    }
+
+    /**
+     * 获取指定产品/库存点的所有在途供应 (索引查询, O(1))。
+     */
+    public List<InTransitSupply> getInTransitSuppliesFor(String productId, String spId) {
+        if (inTransitSuppliesByProductSpIndex == null) {
+            inTransitSuppliesByProductSpIndex = new HashMap<>();
+            for (InTransitSupply its : inTransitSupplies) {
+                inTransitSuppliesByProductSpIndex
+                        .computeIfAbsent(its.getProduct().getId() + "_" + its.getStockingPoint().getId(),
+                                k -> new ArrayList<>())
+                        .add(its);
+            }
+        }
+        return inTransitSuppliesByProductSpIndex.getOrDefault(productId + "_" + spId, Collections.emptyList());
     }
 
     /**

src/main/java/com/aps/macroplanner/data/UnitOperation.java

@@ -12,7 +12,7 @@ public class UnitOperation {
     private final String unitId;        // 所属单元ID
 
     private final String unitName;        // 所属单元Name
-    private final double capacityCoeff; // 产能消耗系数 (单件耗时)
+    private final double capacityCoeff; // 产能消耗系数 (单件工时)
     private final boolean hasLotSize;   // 是否有批次大小
     private final double lotSize;       // 批次大小
     private final double qtpfactor;     // QuantityToProcessFactor

src/main/java/com/aps/macroplanner/model/MacroPlannerModel.java

@@ -29,7 +29,7 @@ public class MacroPlannerModel {
     private final MPSolver solver;
 
     // ==================== 生产变量 ====================
-    /** PTQty[operationId_periodIndex] — 生产量, 范围 [0, +∞) */
+    /** PTQty[operationId_Uintid_periodIndex] — 生产量, 范围 [0, +∞) */
     private final Map<String, MPVariable> ptQtyVars = new HashMap<>();
 
     // ==================== 库存变量 ====================

src/main/java/com/aps/macroplanner/output/SolutionPrinter.java

@@ -58,7 +58,7 @@ public class SolutionPrinter {
 //        printBomStructure();
 //        printHeader();
 //        printDailyViews();
-    //    printKpiSummary();
+        //    printKpiSummary();
         printStatistics();
     }
 
@@ -318,10 +318,8 @@ public class SolutionPrinter {
 
                 // 在途到货
                 double inTransitQty = 0;
-                for (InTransitSupply its : data.getInTransitSupplies()) {
-                    if (its.getProduct().getId().equals(prod.getId())
-                            && its.getStockingPoint().getId().equals(sp.getId())
-                            && p.equals(data.getPeriodByDate(its.getArrivalDate()))) {
+                for (InTransitSupply its : data.getInTransitSuppliesFor(prod.getId(), sp.getId())) {
+                    if (p.equals(data.getPeriodByDate(its.getArrivalDate()))) {
                         inTransitQty += its.getQuantity();
                     }
                 }
@@ -540,10 +538,8 @@ public class SolutionPrinter {
 
                 // 在途到货
                 double inTransit = 0;
-                for (InTransitSupply its : data.getInTransitSupplies()) {
-                    if (its.getProduct().getId().equals(inputProd.getId())
-                            && its.getStockingPoint().getId().equals(inputSp.getId())
-                            && p.equals(data.getPeriodByDate(its.getArrivalDate()))) {
+                for (InTransitSupply its : data.getInTransitSuppliesFor(inputProd.getId(), inputSp.getId())) {
+                    if (p.equals(data.getPeriodByDate(its.getArrivalDate()))) {
                         inTransit += its.getQuantity();
                     }
                 }

src/main/java/com/aps/macroplanner/output/dto/PeriodTaskResult.java

 package com.aps.macroplanner.output.dto;
 
+import lombok.Data;
+
 import java.util.ArrayList;
 import java.util.List;
 
@@ -8,8 +10,10 @@ import java.util.List;
  *
  * <p>每个操作在每个周期的生产量、产能消耗、批次偏差等。</p>
  */
+@Data
 public class PeriodTaskResult {
-
+    private String snapshotId;
+    private String dataKey;
     private String operationId;
     private String operationName;
     private String unitId;
@@ -18,9 +22,9 @@ public class PeriodTaskResult {
 
     /** PTQty — 生产量 */
     private double productionQty;
-    /** 产能消耗 = productionQty × coefficient */
+    /** 产能消耗 总工时= productionQty × coefficient */
     private double capacityUsed;
-    /** 产能消耗系数 */
+    /** 单件工时 */
     private double capacityCoeff;
 
     /** 批次大小 (如有) */
@@ -31,51 +35,16 @@ public class PeriodTaskResult {
     private double lotSizeUnder;
 
     /** 产出: 产品 → 库存点 */
-    private final List<OutputInfo> outputs = new ArrayList<>();
+//    private final List<OutputInfo> outputs = new ArrayList<>();
 
     // ==================== 内嵌类 ====================
 
     /** 产出信息 */
-    public static class OutputInfo {
-        public String productId;
-        public String spId;
-        public double factor;
-    }
-
-    // ==================== Getters / Setters ====================
-
-    public String getOperationId() { return operationId; }
-    public void setOperationId(String v) { this.operationId = v; }
-
-    public String getOperationName() { return operationName; }
-    public void setOperationName(String v) { this.operationName = v; }
-
-    public String getUnitId() { return unitId; }
-    public void setUnitId(String v) { this.unitId = v; }
-
-    public int getPeriodIndex() { return periodIndex; }
-    public void setPeriodIndex(int v) { this.periodIndex = v; }
-
-    public String getPeriodStartDate() { return periodStartDate; }
-    public void setPeriodStartDate(String v) { this.periodStartDate = v; }
-
-    public double getProductionQty() { return productionQty; }
-    public void setProductionQty(double v) { this.productionQty = v; }
-
-    public double getCapacityUsed() { return capacityUsed; }
-    public void setCapacityUsed(double v) { this.capacityUsed = v; }
-
-    public double getCapacityCoeff() { return capacityCoeff; }
-    public void setCapacityCoeff(double v) { this.capacityCoeff = v; }
-
-    public Double getLotSize() { return lotSize; }
-    public void setLotSize(Double v) { this.lotSize = v; }
-
-    public double getLotSizeOver() { return lotSizeOver; }
-    public void setLotSizeOver(double v) { this.lotSizeOver = v; }
+//    public static class OutputInfo {
+//        public String productId;
+//        public String spId;
+//        public double factor;
+//    }
 
-    public double getLotSizeUnder() { return lotSizeUnder; }
-    public void setLotSizeUnder(double v) { this.lotSizeUnder = v; }
 
-    public List<OutputInfo> getOutputs() { return outputs; }
 }
\ No newline at end of file

src/main/java/com/aps/macroplanner/output/dto/PispipResult.java

 package com.aps.macroplanner.output.dto;
 
+import lombok.Data;
+
 import java.util.ArrayList;
 import java.util.List;
 
@@ -8,6 +10,7 @@ import java.util.List;
  *
  * <p>每个产品在每个库存点每个周期的库存状态、流入流出、规格偏差。</p>
  */
+@Data
 public class PispipResult {
 
     private String productId;

src/main/resources/logback-spring.xml

@@ -95,6 +95,13 @@
     <logger name="org.mybatis" level="INFO"/>
     <logger name="com.zaxxer.hikari" level="INFO"/>
 
+    <!-- 关闭 Parquet 内部 DEBUG 刷屏日志 -->
+    <logger name="org.apache.parquet" level="ERROR" additivity="false">
+        <appender-ref ref="CONSOLE"/> <!-- 替换为你项目实际的控制台/文件 appender 名称 -->
+    </logger>
+
+    <!-- 屏蔽 Hadoop Shell 的冗余警告 -->
+    <logger name="org.apache.hadoop.util.Shell" level="ERROR" additivity="false"/>
     <!-- 根据不同环境调整 -->
     <springProfile name="dev">
         <root level="INFO">