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Core Neural Networks Framework
/*
* Copyright (c) 2019 by Andrew Charneski.
*
* The author licenses this file to you under the
* Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance
* with the License. You may obtain a copy
* of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
* under the License.
*/
package com.simiacryptus.mindseye.lang;
import com.simiacryptus.lang.ref.ReferenceCounting;
import com.simiacryptus.lang.ref.ReferenceCountingBase;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import javax.annotation.Nonnull;
import javax.annotation.Nullable;
import java.util.Collections;
import java.util.Comparator;
import java.util.HashMap;
import java.util.Map;
import java.util.function.Function;
import java.util.function.Supplier;
import java.util.stream.Collectors;
import java.util.stream.Stream;
/**
* A collection of DoubleBuffer objects being staged for particular layers. Provides indexing capabilities to reference
* the deltas based on physical references (to double[] objects) and based on logical referants (i.e. layers)
*
* @param the type parameter
* @param the type parameter
*/
public abstract class DoubleBufferSet> extends ReferenceCountingBase {
/**
* The Log.
*/
static final Logger log = LoggerFactory.getLogger(DoubleBufferSet.class);
/**
* The Map.
*/
@Nonnull
protected final HashMap map = new HashMap<>();
/**
* Instantiates a new Delta setByCoord.
*/
public DoubleBufferSet() {
}
/**
* Instantiates a new Delta setByCoord.
*
* @param toCopy the to copy
*/
public DoubleBufferSet(@Nonnull final DoubleBufferSet toCopy) {
this(toCopy.map);
}
/**
* Instantiates a new Delta setByCoord.
*
* @param collect the collect
*/
public DoubleBufferSet(@Nonnull final Map collect) {
collect.forEach((k, v) -> {
assert null != k;
assert null != v;
});
synchronized (collect) {
map.putAll(collect);
map.forEach((k, v) -> {
if (k instanceof ReferenceCounting) ((ReferenceCounting) k).addRef(this);
v.addRef(this);
});
}
}
/**
* Copy evalInputDelta setByCoord.
*
* @return the evalInputDelta setByCoord
*/
@Nonnull
@SuppressWarnings("unchecked")
public DoubleBufferSet copy() {
return map(x -> (T) x.copy());
}
/**
* Factory t.
*
* @param layer the key
* @param target the target
* @return the t
*/
protected abstract T factory(final K layer, final double[] target);
/**
* Get evalInputDelta.
*
* @param layer the key
* @param ptr the ptr
* @return the evalInputDelta
*/
public T get(final K layer, final double[] ptr) {
final T delta = get(layer, () -> factory(layer, ptr));
assert delta.key.equals(layer);
assert delta.target == ptr;
return delta;
}
/**
* Get t.
*
* @param layer the key
* @param factory the factory
* @return the t
*/
private T get(@Nullable final K layer, @Nullable final Supplier factory) {
if (null == map) throw new IllegalArgumentException();
if (null == factory) throw new IllegalArgumentException();
if (null == layer) throw new IllegalArgumentException();
synchronized (map) {
T v = map.computeIfAbsent(layer, l -> {
if (l instanceof ReferenceCounting) ((ReferenceCounting) l).addRef(this);
T delta = factory.get();
assert null != delta;
if (log.isDebugEnabled())
log.debug(String.format("Init key buffer for %s - %s params", l.getClass(), delta.target.length));
return delta;
});
v.addRef();
return v;
}
}
/**
* Get evalInputDelta.
*
* @param layer the key
* @param ptr the ptr
* @return the evalInputDelta
*/
public T get(final K layer, @Nonnull final Tensor ptr) {
return get(layer, ptr.getData());
}
/**
* Gets buildMap.
*
* @return the buildMap
*/
@Nonnull
public Map getMap() {
return Collections.unmodifiableMap(map);
}
/**
* Map evalInputDelta setByCoord.
*
* @param mapper the mapper
* @return the evalInputDelta setByCoord
*/
@Nonnull
public DoubleBufferSet map(@Nonnull final Function mapper) {
@Nonnull final DoubleBufferSet parent = this;
Stream> stream = map.entrySet().stream();
if (map.size() > 100) {
stream = stream.parallel();
}
final Map newMap = stream.collect(Collectors.toMap(e -> e.getKey(), e -> mapper.apply(e.getValue())));
@Nonnull Delegate delegate = new Delegate(parent, newMap);
newMap.values().forEach(x -> x.freeRef());
return delegate;
}
/**
* Stream stream.
*
* @return the stream
*/
public Stream stream() {
return map.values().stream().filter(n -> null != n).distinct().sorted(Comparator.comparing(y -> System.identityHashCode(y.target)));
}
@Override
protected void _free() {
map.forEach((k, v) -> {
if (k instanceof ReferenceCounting) ((ReferenceCounting) k).freeRef();
v.freeRef();
});
// map.clear();
}
/**
* The type Delegate.
*/
protected class Delegate extends DoubleBufferSet {
private final DoubleBufferSet parent;
/**
* Instantiates a new Delegate.
*
* @param parent the parent
*/
public Delegate(final DoubleBufferSet parent) {
this(parent, new HashMap<>());
}
/**
* Instantiates a new Delegate.
*
* @param parent the parent
* @param newMap the new buildMap
*/
public Delegate(final DoubleBufferSet parent, @Nonnull final Map newMap) {
super(newMap);
this.parent = parent;
}
@Override
protected T factory(final K layer, final double[] target) {
return parent.factory(layer, target);
}
}
}
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