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    • com.expleague.ml.data.tools.PoolByRowsBuilder Maven / Gradle / Ivy

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    package com.expleague.ml.data.tools;

import com.expleague.commons.func.Factory;
import com.expleague.commons.math.vectors.Vec;
import com.expleague.commons.math.vectors.impl.vectors.SparseVecBuilder;
import com.expleague.commons.math.vectors.impl.vectors.VecBuilder;
import com.expleague.commons.seq.*;
import com.expleague.commons.util.Holder;
import com.expleague.ml.Vectorization;
import com.expleague.ml.data.set.DataSet;
import com.expleague.ml.meta.DSItem;
import com.expleague.ml.meta.FeatureMeta;
import com.expleague.ml.meta.PoolFeatureMeta;
import com.expleague.ml.meta.TargetMeta;
import com.expleague.ml.meta.impl.*;
import com.expleague.ml.meta.impl.fake.FakeFeatureMeta;
import com.expleague.ml.meta.impl.fake.FakeTargetMeta;
import com.expleague.ml.meta.items.FakeItem;
import gnu.trove.map.hash.TObjectIntHashMap;

import java.lang.reflect.Array;
import java.util.*;

/**
 * User: solar
 * Date: 07.07.14
 * Time: 12:55
 */
@SuppressWarnings("UnusedDeclaration")
public class PoolByRowsBuilder implements Factory> {
  private JsonDataSetMeta meta = new JsonDataSetMeta();
  private List items = new ArrayList<>();

  public PoolByRowsBuilder(Class type) {
    meta.type = type;
    meta.author = System.getProperty("user.name");
    meta.created = new Date();
    StackTraceElement[] stack = Thread.currentThread ().getStackTrace ();
    StackTraceElement main = stack[stack.length - 1];
    meta.source = main.getClassName();
    meta.id = "Unknown pool";
  }

  @Override
  public Pool create() {
    //noinspection unchecked
    return create((Class)meta.type());
  }

  public Pool create(final Class clazz) {
    @SuppressWarnings("unchecked")
    final LinkedHashMap> features = new LinkedHashMap<>();
    @SuppressWarnings({"unchecked", "SuspiciousToArrayCall"})
    final Item[] items = this.items.toArray((Item[])Array.newInstance(clazz, this.items.size()));
    final Pool result = new Pool<>(meta, new ArraySeq<>(items), features);
    final DataSet ds = result.data();
    final Holder> dataSet = Holder.create(null);
    for (int i = 0; i < featureMetas.size(); i++) {
      final FeatureMeta meta = featureMetas.get(i);
      features.put(new JsonFeatureMeta(meta, ds.meta().id()), featureBuilders.get(i).build());
      featureBuilders.set(i, createBuilderByMeta(meta)); // cleanup
    }
    for (int i = 0; i < targetMetas.size(); i++) {
      final TargetMeta meta = targetMetas.get(i);
      features.put(new JsonTargetMeta(meta, ds.meta().id()), targetBuilders.get(i).build());
      targetBuilders.set(i, createBuilderByMeta(meta)); // cleanup
    }

    final Set itemIds = new HashSet<>();
    for (final Item item : this.items) {
      if (itemIds.contains(item.id()))
        throw new RuntimeException(
            "Contain duplicates! Id = " + item.id()
        );
      itemIds.add(toString());
    }
    this.items.clear();
    return result;
  }

  public void setMeta(final JsonDataSetMeta meta) {
    this.meta = meta;
  }

//  public void setItemType(DataSetMeta.ItemType type) {
//    this.meta.type = type;
//  }

  public void addItem(final Item item, final Vectorization vec) {
    items.add(item);
    if (featureBuilders.size() == 0) { //
      for (int i = 0; i < vec.dim(); i++)
        addFeature(vec.meta(i));
    }
    final Vec value = vec.value(item);
    for (int i = 0; i < value.length(); i++) {
      //noinspection unchecked
      ((SeqBuilder)featureBuilders.get(index(vec.meta(i)))).add(value.get(i));
    }
  }

  public int size() {
    return items.size();
  }

  public String crc() {
    int crc = 0;
    for (int i = 0; i < items.size(); i++) {
      crc <<= 1;
      crc += items.get(i).hashCode();
    }
    return "" + crc;
  }

  private final List featureMetas = new ArrayList<>();
  private final List> featureBuilders = new ArrayList<>();

  private final List targetMetas = new ArrayList<>();
  private final List> targetBuilders = new ArrayList<>();

  private final TObjectIntHashMap index = new TObjectIntHashMap<>();

  public int allocateFakeFeatures(int count, FeatureMeta.ValueType type) {
    int result = featureMetas.size() - 1;
    for (int i = 0; i < count; i++) {
      final FakeFeatureMeta fmeta = new FakeFeatureMeta(result + 1, type);
      result = addFeature(fmeta);
    }
    return result;
  }

  public int allocateFakeTarget(FeatureMeta.ValueType type) {
    return addTarget(new FakeTargetMeta(type, targetMetas.size()));
  }

  public int index(FeatureMeta meta) {
    return index.get(meta);
  }

  public int addTarget(TargetMeta meta) {
    final int id = targetMetas.size();
    targetMetas.add(meta);
    targetBuilders.add(createBuilderByMeta(meta));
    targetsSet.set(id);
    index.put(meta, id);
    return id;
  }

  public int addFeature(FeatureMeta meta) {
    final int id = featureMetas.size();
    featureMetas.add(meta);
    featureBuilders.add(createBuilderByMeta(meta));
    featuresSet.set(id);
    index.put(meta, id);
    return id;
  }

  private SeqBuilder createBuilderByMeta(FeatureMeta fmeta) {
    SeqBuilder builder;
    switch (fmeta.type()) {
      case VEC:
        builder = new VecBuilder();
        break;
      case SPARSE_VEC:
        builder = new SparseVecBuilder();
        break;
      case INTS:
        builder = new IntSeqBuilder();
        break;
      case CHAR_SEQ:
        builder = new ArraySeqBuilder<>(CharSeq.class);
        break;
      default:
        builder = new ArraySeqBuilder<>(fmeta.type().clazz());
    }
    return builder;
  }

  private final BitSet featuresSet = new BitSet();
  private final BitSet targetsSet = new BitSet();

  public void setFeatures(int offset, Seq next) {
    for (int i = 0; i < next.length(); i++)
      setFeature(offset + i, next.at(i));
  }

  public  void setFeature(int offset, T next) {
    if (!featuresSet.get(offset))
      throw new IllegalArgumentException("Feature is already set");
    //noinspection unchecked
    ((SeqBuilder)featureBuilders.get(offset)).add(next);
    featuresSet.clear(offset);
  }

  public  void setTarget(int offset, T next) {
    if (!targetsSet.get(offset))
      throw new IllegalArgumentException("Target is already set");
    //noinspection unchecked
    ((SeqBuilder) targetBuilders.get(offset)).add(next);
    targetsSet.clear(offset);
  }

  public void nextItem() {
    //noinspection unchecked
    nextItem((Item)new FakeItem(items.size()));
  }

  public void nextItem(Item item) {
    if (!featuresSet.isEmpty())
      throw new RuntimeException("Not all features are set for item " + item + " " + featuresSet);
    if (!targetsSet.isEmpty())
      throw new RuntimeException("Not all targets are set for item " + item + " " + targetsSet);
    featuresSet.set(0, featureMetas.size());
    targetsSet.set(0, targetMetas.size());
    items.add(item);
  }
}
    
    
    
    

    




    
    
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