From ce3a9ce51adcfccb41aa32a1f4efa5dcd746c9c4 Mon Sep 17 00:00:00 2001 From: Alex Klibisz <8015228+alexklibisz@users.noreply.github.com> Date: Thu, 30 Nov 2023 20:52:37 -0800 Subject: [PATCH 1/7] Performance: simplify and optimize kth-greatest computation --- .../elastiknn/search/ArrayHitCounter.java | 34 ++++-- .../elastiknn/search/EmptyHitCounter.java | 4 +- .../klibisz/elastiknn/search/HitCounter.java | 2 +- .../elastiknn/search/KthGreatestResult.java | 28 +++++ .../org/apache/lucene/search/KthGreatest.java | 64 ----------- .../search/MatchHashesAndScoreQuery.java | 3 +- .../search/ArrayHitCounterSpec.scala | 103 ++++++++++++++++++ 7 files changed, 163 insertions(+), 75 deletions(-) create mode 100644 elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/KthGreatestResult.java delete mode 100644 elastiknn-lucene/src/main/java/org/apache/lucene/search/KthGreatest.java create mode 100644 elastiknn-lucene/src/test/scala/com/klibisz/elastiknn/search/ArrayHitCounterSpec.scala diff --git a/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/ArrayHitCounter.java b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/ArrayHitCounter.java index 1802120d1..4de325d5a 100644 --- a/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/ArrayHitCounter.java +++ b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/ArrayHitCounter.java @@ -1,7 +1,5 @@ package com.klibisz.elastiknn.search; -import org.apache.lucene.search.KthGreatest; - /** * Use an array of counts to count hits. The index of the array is the doc id. * Hopefully there's a way to do this that doesn't require O(num docs in segment) time and memory, @@ -14,29 +12,36 @@ public class ArrayHitCounter implements HitCounter { private int minKey; private int maxKey; + private short maxValue; + public ArrayHitCounter(int capacity) { counts = new short[capacity]; numHits = 0; minKey = capacity; maxKey = 0; + maxValue = 0; } @Override public void increment(int key) { - if (counts[key]++ == 0) { + short after = ++counts[key]; + if (after == 1) { numHits++; minKey = Math.min(key, minKey); maxKey = Math.max(key, maxKey); } + if (after > maxValue) maxValue = after; } @Override public void increment(int key, short count) { - if ((counts[key] += count) == count) { + short after = (counts[key] += count); + if (after == count) { numHits++; minKey = Math.min(key, minKey); maxKey = Math.max(key, maxKey); } + if (after > maxValue) maxValue = after; } @Override @@ -70,8 +75,23 @@ public int maxKey() { } @Override - public KthGreatest.Result kthGreatest(int k) { - return KthGreatest.kthGreatest(counts, Math.min(k, counts.length - 1)); - } + public KthGreatestResult kthGreatest(int k) { + // Build and populate a histogram of all counts. + short[] hist = new short[maxValue + 1]; + for (short c: counts) hist[c]++; + // Find the kth largest value by iterating from the end of the histogram. + int numGreaterEqual = 0; + short kthGreatest = maxValue; + while (kthGreatest > 0) { + numGreaterEqual += hist[kthGreatest]; + if (numGreaterEqual > k) break; + else kthGreatest--; + } + + // Find the number that were greater than the kth greatest count. + int numGreater = numHits; + if (kthGreatest > 0) numGreater = numGreaterEqual - hist[kthGreatest]; + return new KthGreatestResult(kthGreatest, numGreater, numHits); + } } diff --git a/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/EmptyHitCounter.java b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/EmptyHitCounter.java index f40bc17e3..ee5a13ce9 100644 --- a/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/EmptyHitCounter.java +++ b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/EmptyHitCounter.java @@ -41,7 +41,7 @@ public int maxKey() { } @Override - public KthGreatest.Result kthGreatest(int k) { - return new KthGreatest.Result((short) 0, 0, 0); + public KthGreatestResult kthGreatest(int k) { + return new KthGreatestResult((short) 0, 0, 0); } } diff --git a/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/HitCounter.java b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/HitCounter.java index c895126e0..f018b92d2 100644 --- a/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/HitCounter.java +++ b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/HitCounter.java @@ -23,6 +23,6 @@ public interface HitCounter { int maxKey(); - KthGreatest.Result kthGreatest(int k); + KthGreatestResult kthGreatest(int k); } diff --git a/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/KthGreatestResult.java b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/KthGreatestResult.java new file mode 100644 index 000000000..6645cc1e4 --- /dev/null +++ b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/KthGreatestResult.java @@ -0,0 +1,28 @@ +package com.klibisz.elastiknn.search; + +public class KthGreatestResult { + public final short kthGreatest; + public final int numGreaterThan; + public final int numNonZero; + public KthGreatestResult(short kthGreatest, int numGreaterThan, int numNonZero) { + this.kthGreatest = kthGreatest; + this.numGreaterThan = numGreaterThan; + this.numNonZero = numNonZero; + } + + @Override + public boolean equals(Object o) { + if (o == this) { + return true; + } else if (!(o instanceof KthGreatestResult other)) { + return false; + } else { + return kthGreatest == other.kthGreatest && numGreaterThan == other.numGreaterThan && numNonZero == other.numNonZero; + } + } + + @Override + public String toString() { + return String.format("KthGreatestResult(kthGreatest=%d, numGreaterThan=%d, numNonZero=%d)", kthGreatest, numGreaterThan, numNonZero); + } +} diff --git a/elastiknn-lucene/src/main/java/org/apache/lucene/search/KthGreatest.java b/elastiknn-lucene/src/main/java/org/apache/lucene/search/KthGreatest.java deleted file mode 100644 index 9884198e8..000000000 --- a/elastiknn-lucene/src/main/java/org/apache/lucene/search/KthGreatest.java +++ /dev/null @@ -1,64 +0,0 @@ -package org.apache.lucene.search; - -public class KthGreatest { - - public static class Result { - public final short kthGreatest; - public final int numGreaterThan; - public final int numNonZero; - public Result(short kthGreatest, int numGreaterThan, int numNonZero) { - this.kthGreatest = kthGreatest; - this.numGreaterThan = numGreaterThan; - this.numNonZero = numNonZero; - } - } - - /** - * Find the kth greatest value in the given array of shorts in O(N) time and space. - * Works by creating a histogram of the array values and traversing the histogram in reverse order. - * Assumes the max value in the array is small enough that you can keep an array of that length in memory. - * This is generally true for term counts. - * - * @param arr array of non-negative shorts, presumably some type of count. - * @param k the desired largest value. - * @return the kth largest value. - */ - public static Result kthGreatest(short[] arr, int k) { - if (arr.length == 0) { - throw new IllegalArgumentException("Array must be non-empty"); - } else if (k < 0 || k >= arr.length) { - throw new IllegalArgumentException(String.format( - "k [%d] must be >= 0 and less than length of array [%d]", - k, arr.length - )); - } else { - // Find the min and max values. - short max = arr[0]; - short min = arr[0]; - for (short a: arr) { - if (a > max) max = a; - else if (a < min) min = a; - } - - // Build and populate a histogram for non-zero values. - int[] hist = new int[max - min + 1]; - int numNonZero = 0; - for (short a: arr) { - hist[a - min] += 1; - if (a > 0) numNonZero++; - } - - // Find the kth largest value by iterating from the end of the histogram. - int numGreaterEqual = 0; - short kthGreatest = max; - while (kthGreatest >= min) { - numGreaterEqual += hist[kthGreatest - min];; - if (numGreaterEqual > k) break; - else kthGreatest--; - } - int numGreater = numGreaterEqual - hist[kthGreatest - min]; - - return new KthGreatest.Result(kthGreatest, numGreater, numNonZero); - } - } -} diff --git a/elastiknn-lucene/src/main/java/org/apache/lucene/search/MatchHashesAndScoreQuery.java b/elastiknn-lucene/src/main/java/org/apache/lucene/search/MatchHashesAndScoreQuery.java index 4dabd9f57..448a1df9e 100644 --- a/elastiknn-lucene/src/main/java/org/apache/lucene/search/MatchHashesAndScoreQuery.java +++ b/elastiknn-lucene/src/main/java/org/apache/lucene/search/MatchHashesAndScoreQuery.java @@ -4,6 +4,7 @@ import com.klibisz.elastiknn.search.ArrayHitCounter; import com.klibisz.elastiknn.search.EmptyHitCounter; import com.klibisz.elastiknn.search.HitCounter; +import com.klibisz.elastiknn.search.KthGreatestResult; import org.apache.lucene.index.*; import org.apache.lucene.util.BytesRef; @@ -101,7 +102,7 @@ private DocIdSetIterator buildDocIdSetIterator(HitCounter counter) { if (counter.isEmpty()) return DocIdSetIterator.empty(); else { - KthGreatest.Result kgr = counter.kthGreatest(candidates); + KthGreatestResult kgr = counter.kthGreatest(candidates); // Return an iterator over the doc ids >= the min candidate count. return new DocIdSetIterator() { diff --git a/elastiknn-lucene/src/test/scala/com/klibisz/elastiknn/search/ArrayHitCounterSpec.scala b/elastiknn-lucene/src/test/scala/com/klibisz/elastiknn/search/ArrayHitCounterSpec.scala new file mode 100644 index 000000000..333a4b888 --- /dev/null +++ b/elastiknn-lucene/src/test/scala/com/klibisz/elastiknn/search/ArrayHitCounterSpec.scala @@ -0,0 +1,103 @@ +package com.klibisz.elastiknn.search + +import org.scalatest.freespec.AnyFreeSpec +import org.scalatest.matchers.should.Matchers + +import scala.util.Random + +final class ArrayHitCounterSpec extends AnyFreeSpec with Matchers { + + final class Reference(capacity: Int) extends HitCounter { + private val counts = scala.collection.mutable.Map[Int, Short]( + (0 until capacity).map(_ -> 0.toShort): _* + ) + + override def increment(key: Int): Unit = counts.update(key, (counts(key) + 1).toShort) + + override def increment(key: Int, count: Short): Unit = counts.update(key, (counts(key) + count).toShort) + + override def isEmpty: Boolean = !counts.values.exists(_ > 0) + + override def get(key: Int): Short = counts(key) + + override def numHits(): Int = counts.values.count(_ > 0) + + override def capacity(): Int = capacity + + override def minKey(): Int = counts.filter(_._2 > 0).keys.min + + override def maxKey(): Int = counts.filter(_._2 > 0).keys.max + + override def kthGreatest(k: Int): KthGreatestResult = { + val values = counts.values.toArray.sorted.reverse + val numGreaterThan = values.count(_ > values(k)) + val numNonZero = values.count(_ != 0) + new KthGreatestResult(values(k), numGreaterThan, numNonZero) + } + } + + "reference examples" - { + "example 1" in { + val c = new Reference(10) + c.isEmpty shouldBe true + c.capacity() shouldBe 10 + + c.get(0) shouldBe 0 + c.increment(0) + c.get(0) shouldBe 1 + c.numHits() shouldBe 1 + c.minKey() shouldBe 0 + c.maxKey() shouldBe 0 + + c.get(5) shouldBe 0 + c.increment(5, 5) + c.get(5) shouldBe 5 + c.numHits() shouldBe 2 + c.minKey() shouldBe 0 + c.maxKey() shouldBe 5 + + c.get(9) shouldBe 0 + c.increment(9) + c.get(9) shouldBe 1 + c.increment(9) + c.get(9) shouldBe 2 + c.numHits() shouldBe 3 + c.minKey() shouldBe 0 + c.maxKey() shouldBe 9 + + val kgr = c.kthGreatest(2) + kgr.kthGreatest shouldBe 1 + kgr.numGreaterThan shouldBe 2 + kgr.numNonZero shouldBe 3 + } + } + + "randomized comparison to reference" in { + val seed = System.currentTimeMillis() + val rng = new Random(seed) + val numDocs = 60000 + val numMatches = numDocs / 2 + info(s"Using seed $seed") + for (_ <- 0 until 99) { + val matches = (0 until numMatches).map(_ => rng.nextInt(numDocs)) + val ref = new Reference(numDocs) + val ahc = new ArrayHitCounter(numDocs) + matches.foreach { doc => + ref.increment(doc) + ahc.increment(doc) + ahc.get(doc) shouldBe ref.get(doc) + val count = rng.nextInt(10).toShort + ref.increment(doc, count) + ahc.increment(doc, count) + ahc.get(doc) shouldBe ref.get(doc) + } + ahc.minKey() shouldBe ref.minKey() + ahc.maxKey() shouldBe ref.maxKey() + ahc.numHits() shouldBe ref.numHits() + val k = rng.nextInt(numDocs) + val ahcKgr = ahc.kthGreatest(k) + val refKgr = ref.kthGreatest(k) + ahcKgr shouldBe refKgr + } + } +} From e640ccc8838c1b6509835d1c9cec2eba5c6523db Mon Sep 17 00:00:00 2001 From: Alex Klibisz <8015228+alexklibisz@users.noreply.github.com> Date: Thu, 30 Nov 2023 20:58:52 -0800 Subject: [PATCH 2/7] Fix compile --- .../elastiknn/search/EmptyHitCounter.java | 2 - .../klibisz/elastiknn/search/HitCounter.java | 2 - .../elastiknn/search/KthGreatestSuite.scala | 61 ------------------- 3 files changed, 65 deletions(-) delete mode 100644 elastiknn-lucene/src/test/scala/com/klibisz/elastiknn/search/KthGreatestSuite.scala diff --git a/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/EmptyHitCounter.java b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/EmptyHitCounter.java index ee5a13ce9..efa3f081c 100644 --- a/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/EmptyHitCounter.java +++ b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/EmptyHitCounter.java @@ -1,7 +1,5 @@ package com.klibisz.elastiknn.search; -import org.apache.lucene.search.KthGreatest; - public final class EmptyHitCounter implements HitCounter { @Override diff --git a/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/HitCounter.java b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/HitCounter.java index f018b92d2..c2b3aa38b 100644 --- a/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/HitCounter.java +++ b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/HitCounter.java @@ -1,7 +1,5 @@ package com.klibisz.elastiknn.search; -import org.apache.lucene.search.KthGreatest; - /** * Abstraction for counting hits for a particular query. */ diff --git a/elastiknn-lucene/src/test/scala/com/klibisz/elastiknn/search/KthGreatestSuite.scala b/elastiknn-lucene/src/test/scala/com/klibisz/elastiknn/search/KthGreatestSuite.scala deleted file mode 100644 index dcac7b0a6..000000000 --- a/elastiknn-lucene/src/test/scala/com/klibisz/elastiknn/search/KthGreatestSuite.scala +++ /dev/null @@ -1,61 +0,0 @@ -package com.klibisz.elastiknn.search - -import org.apache.lucene.search.KthGreatest -import org.scalatest.funsuite.AnyFunSuite -import org.scalatest.matchers.should.Matchers - -import scala.util.Random - -class KthGreatestSuite extends AnyFunSuite with Matchers { - - test("bad args") { - an[IllegalArgumentException] shouldBe thrownBy { - KthGreatest.kthGreatest(Array.empty, 3) - } - an[IllegalArgumentException] shouldBe thrownBy { - KthGreatest.kthGreatest(Array(1, 2, 3), -1) - } - an[IllegalArgumentException] shouldBe thrownBy { - KthGreatest.kthGreatest(Array(1, 2, 3), 4) - } - } - - test("example") { - val counts: Array[Short] = Array(2, 2, 8, 7, 4, 4) - val res = KthGreatest.kthGreatest(counts, 3) - res.kthGreatest shouldBe 4 - res.numGreaterThan shouldBe 2 - res.numNonZero shouldBe 6 - } - - test("randomized") { - val seed = System.currentTimeMillis() - val rng = new Random(seed) - info(s"Using seed $seed") - for (_ <- 0 until 999) { - val counts = (0 until (rng.nextInt(10000) + 1)).map(_ => rng.nextInt(Short.MaxValue).toShort).toArray - val k = rng.nextInt(counts.length) - val res = KthGreatest.kthGreatest(counts, k) - res.kthGreatest shouldBe counts.sorted.reverse(k) - res.numGreaterThan shouldBe counts.count(_ > res.kthGreatest) - res.numNonZero shouldBe counts.count(_ != 0) - } - } - - test("all zero except one") { - val counts = Array[Short](50, 0, 0, 0, 0, 0, 0, 0, 0, 0) - val res = KthGreatest.kthGreatest(counts, 3) - res.kthGreatest shouldBe 0 - res.numGreaterThan shouldBe 1 - res.numNonZero shouldBe 1 - } - - test("all zero") { - val counts = Array[Short](0, 0, 0, 0, 0, 0, 0, 0, 0, 0) - val res = KthGreatest.kthGreatest(counts, 3) - res.kthGreatest shouldBe 0 - res.numGreaterThan shouldBe 0 - res.numNonZero shouldBe 0 - } - -} From c4ffe217d4fcb61c34afb1230b33a9176026f595 Mon Sep 17 00:00:00 2001 From: Alex Klibisz <8015228+alexklibisz@users.noreply.github.com> Date: Fri, 1 Dec 2023 05:21:05 +0000 Subject: [PATCH 3/7] Benchmark --- docs/pages/performance/fashion-mnist/plot.b64 | 2 +- docs/pages/performance/fashion-mnist/plot.png | Bin 44853 -> 47410 bytes .../performance/fashion-mnist/results.md | 16 ++++++++-------- 3 files changed, 9 insertions(+), 9 deletions(-) diff --git a/docs/pages/performance/fashion-mnist/plot.b64 b/docs/pages/performance/fashion-mnist/plot.b64 index c8562d6d3..e98acccc8 100644 --- a/docs/pages/performance/fashion-mnist/plot.b64 +++ b/docs/pages/performance/fashion-mnist/plot.b64 @@ -1 +1 @@ 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probes=0|0.378|337.457| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.446|281.828| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.634|272.814| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|232.698| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|303.686| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.846|254.121| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.922|215.233| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|190.689| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.378|350.299| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.446|292.213| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.634|281.339| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.717|242.195| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|306.725| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|265.677| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.922|218.807| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|194.770| From 09a1e35652eb95d91b6f5cb10601f25a788f4ed0 Mon Sep 17 00:00:00 2001 From: Alex Klibisz <8015228+alexklibisz@users.noreply.github.com> Date: Fri, 1 Dec 2023 05:49:11 +0000 Subject: [PATCH 4/7] Benchmark --- docs/pages/performance/fashion-mnist/plot.b64 | 2 +- docs/pages/performance/fashion-mnist/plot.png | Bin 47410 -> 47640 bytes .../performance/fashion-mnist/results.md | 16 ++++++++-------- 3 files changed, 9 insertions(+), 9 deletions(-) diff --git a/docs/pages/performance/fashion-mnist/plot.b64 b/docs/pages/performance/fashion-mnist/plot.b64 index e98acccc8..805feeda8 100644 --- a/docs/pages/performance/fashion-mnist/plot.b64 +++ b/docs/pages/performance/fashion-mnist/plot.b64 @@ -1 +1 @@ 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z*$e9{kIbHxS(nVzH8B{k>K;gp9p)!l$xKGZJ{H(z{J;8<^{p!Nz~|2AGZ(z#tEWcgljVYuqoH&h+{^}*p0!$W;$Sgq*y`2uHPw82*38WG^n=R?hu+9QBy zNjZ>ZD8%J#A(Ie76igplA{NM_4YGJa=Nr`>KAiTVfw4|M&}5?x^Ijh7I&4POH2{_X z94dSF?%m}?yo~^bX_EJ?MFNt6p0JB!oOVl28jFwsYUB+EP47;<4;mRMcJsI~z`j!ef@I$HSyG9 z9i@`Eipee};PtwD_c1m+^3SM3+f9d_)=+9*0CgG73&7(;>=lPSi7F#6Cz3YOIz&w; zdXw(Q-j4bcoZxiC2pr9tMpdX(ISmijBTdh$i217<#UMgmf!TJ9KwL?T9 diff --git a/docs/pages/performance/fashion-mnist/results.md b/docs/pages/performance/fashion-mnist/results.md index 7f2a9b2c4..b2af8fe2a 100644 --- a/docs/pages/performance/fashion-mnist/results.md +++ b/docs/pages/performance/fashion-mnist/results.md @@ -1,10 +1,10 @@ |Model|Parameters|Recall|Queries per Second| |---|---|---|---| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.378|350.299| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.446|292.213| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.634|281.339| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.717|242.195| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|306.725| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|265.677| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.922|218.807| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|194.770| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.378|347.597| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|294.800| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.635|281.484| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|243.617| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.768|304.332| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.846|260.909| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.922|208.644| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|186.461| From aa792b78fa667dfddf20a38b78cb6132d42a6b11 Mon Sep 17 00:00:00 2001 From: Alex Klibisz <8015228+alexklibisz@users.noreply.github.com> Date: Thu, 30 Nov 2023 21:55:02 -0800 Subject: [PATCH 5/7] Comments and slight simplification --- .../elastiknn/search/ArrayHitCounter.java | 21 ++++++++++++++----- 1 file changed, 16 insertions(+), 5 deletions(-) diff --git a/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/ArrayHitCounter.java b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/ArrayHitCounter.java index 4de325d5a..f3355f7ee 100644 --- a/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/ArrayHitCounter.java +++ b/elastiknn-lucene/src/main/java/com/klibisz/elastiknn/search/ArrayHitCounter.java @@ -76,11 +76,21 @@ public int maxKey() { @Override public KthGreatestResult kthGreatest(int k) { - // Build and populate a histogram of all counts. + // Find the kth greatest document hit count in O(n) time and O(n) space. + // Though the space is typically negligibly small in practice. + // This implementation exploits the fact that we're specifically counting document hit counts. + // Counts are integers, and they're likely to be pretty small, since we're unlikely to match + // the same document many times. + + // Start by building a histogram of all counts. + // e.g., if the counts are [0, 4, 1, 1, 2], + // then the histogram is [1, 2, 1, 0, 1], + // because 0 occurs once, 1 occurs twice, 2 occurs once, 3 occurs zero times, and 4 occurs once. short[] hist = new short[maxValue + 1]; for (short c: counts) hist[c]++; - // Find the kth largest value by iterating from the end of the histogram. + // Now we start at the max value and iterate backwards through the histogram, + // accumulating counts of counts until we've exceeded k. int numGreaterEqual = 0; short kthGreatest = maxValue; while (kthGreatest > 0) { @@ -89,9 +99,10 @@ public KthGreatestResult kthGreatest(int k) { else kthGreatest--; } - // Find the number that were greater than the kth greatest count. - int numGreater = numHits; - if (kthGreatest > 0) numGreater = numGreaterEqual - hist[kthGreatest]; + // Finally we find the number that were greater than the kth greatest count. + // There's a special case if kthGreatest is zero, then the number that were greater is the number of hits. + int numGreater = numGreaterEqual - hist[kthGreatest]; + if (kthGreatest == 0) numGreater = numHits; return new KthGreatestResult(kthGreatest, numGreater, numHits); } } From c64423aaf729c4dfc284945ef37a2c5138373da4 Mon Sep 17 00:00:00 2001 From: Alex Klibisz <8015228+alexklibisz@users.noreply.github.com> Date: Fri, 1 Dec 2023 06:18:44 +0000 Subject: [PATCH 6/7] Benchmark --- docs/pages/performance/fashion-mnist/plot.b64 | 2 +- docs/pages/performance/fashion-mnist/plot.png | Bin 47640 -> 48116 bytes .../performance/fashion-mnist/results.md | 16 ++++++++-------- 3 files changed, 9 insertions(+), 9 deletions(-) diff --git a/docs/pages/performance/fashion-mnist/plot.b64 b/docs/pages/performance/fashion-mnist/plot.b64 index 805feeda8..16ae1b45e 100644 --- a/docs/pages/performance/fashion-mnist/plot.b64 +++ b/docs/pages/performance/fashion-mnist/plot.b64 @@ -1 +1 @@ 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a/docs/pages/performance/fashion-mnist/results.md b/docs/pages/performance/fashion-mnist/results.md index b2af8fe2a..c01e282ad 100644 --- a/docs/pages/performance/fashion-mnist/results.md +++ b/docs/pages/performance/fashion-mnist/results.md @@ -1,10 +1,10 @@ |Model|Parameters|Recall|Queries per Second| |---|---|---|---| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.378|347.597| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|294.800| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.635|281.484| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|243.617| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.768|304.332| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.846|260.909| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.922|208.644| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|186.461| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.379|345.725| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.446|288.552| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.635|274.925| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|240.156| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|303.658| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|255.795| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.922|205.028| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|183.030| From 890b5de5c33e76df5bc016d79d29cc582d42a8a4 Mon Sep 17 00:00:00 2001 From: Alex Klibisz <8015228+alexklibisz@users.noreply.github.com> Date: Fri, 1 Dec 2023 06:50:33 +0000 Subject: [PATCH 7/7] Benchmark --- docs/pages/performance/fashion-mnist/plot.b64 | 2 +- docs/pages/performance/fashion-mnist/plot.png | Bin 48116 -> 47963 bytes .../performance/fashion-mnist/results.md | 16 ++++++++-------- 3 files changed, 9 insertions(+), 9 deletions(-) diff --git a/docs/pages/performance/fashion-mnist/plot.b64 b/docs/pages/performance/fashion-mnist/plot.b64 index 16ae1b45e..2df5f788d 100644 --- a/docs/pages/performance/fashion-mnist/plot.b64 +++ b/docs/pages/performance/fashion-mnist/plot.b64 @@ -1 +1 @@ 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OHer+ehmGYTz55JOGJGP8+PHusaLOx2+//daQZPz973/3iBszZoxhMpmMn3/+2T3Wu3dvo1WrVoWe19ChQ73Gr9T572fnPt+551rwfhMZGWlkZ2e7x19++WVDkjF79uyLPk9hr/1//vMfQ5KxfPly91jB+93577ujRo0yqlWr5t7evHmzIcn4wx/+4BF38803X/CczrV+/XpDkvHJJ594jGdnZxthYWFG69atjYyMDPf4999/b0gynn766Ysetyhz89zzTUxMNGw2m/GnP/3JPVbUeXUhF/seOP/r+tBDDxkmk8nYtGmTe+zUqVNG1apVvT7Xipr/xV6Dwpz/GVeU9+MLkWRIMn788Uf32MGDB42AgABj1KhR7rG77rrLqFWrlnHy5EmPx994441GSEiIe75eaJ4YhmEMHTrU47OyQFE/KwryNZvNxo4dO4p9rgBQmXAZF1CBxMbGqkaNGqpXr57GjBkjp9OpOXPmqG7dupKk06dPa/HixRo7dqxSUlJ08uRJnTx5UqdOndLAgQO1d+9e95L7mTNnql27du6VPucq+GuyxWJx93JxuVw6ffq0cnNz1alTJ23cuLHEzislJUVBQUEXjSnYn5KSUqxjL1q0SGfPntVNN93kfj1Onjwpi8Wirl27FnpJWlEaQU+fPl0hISHq37+/x3EjIyMVGBjoPm7BX7u///575eTkFCt3Sapdu7bH16jgEpFNmzbp2LFj7lx69uypKlWqeOQSGxurvLw8r6X6o0ePLtIKiILcZ8+efcHLJKZPn66WLVuqRYsWHs9d0F+m4HX49ttv5XK59PTTT3td+lQw3+Li4pSdna1HHnnEI+aee+5RcHCw5s6d6/G4wMBA3Xrrre5tf39/denSRb/88ot7bN68eapVq5bGjBnjHnM4HJowYcIlz1/Kv/25n5+f+6/Tl2vevHnq27evu0dOceZFwcq9gssrL1ejRo00cOBAr/Fz+/YkJSXp5MmT6t27t3755RclJSVJ+t/X5qGHHvJYbVJYE9aizsd58+bJYrHo4Ycf9nj8n/70JxmGoR9++OGKzrcsTZgwwWPV2f333y8/Pz/Nmzfvoo8797XPzMzUyZMn3X3JCnuPve+++zy2e/bsqVOnTik5OVmS3M93/mt6pc1yf/zxRyUmJuoPf/iDx8rKoUOHqkWLFl7fm8UVERHhXiEi5a/Qat68ucf3cnHf5wpzoe+B882fP19RUVEeq1erVq3qvqz3cvK/UkV5P76YqKgoRUZGurfr16+vESNGaMGCBcrLy5NhGJo5c6aGDRsmwzA8XuOBAwcqKSnpij73i/pZUaB379704wKAS+AyLqACefvtt3XNNdcoKSlJH3/8sZYvX+6xrPznn3+WYRj629/+dsHbNScmJqpOnTrat2+fRo8efcnn/PTTT/Xqq6/qp59+8viltFGjRsXKPSkpSRkZGe5tf39/9+VDQUFBlyziFOwPCwsr1vPu3btXki7Y3DY4ONhj28/Pz108u9Rxk5KSLphPYmKipPwfWEePHq1Jkybp9ddfV58+fTRy5EjdfPPNRWoK2rRpU69LOa655hpJ+ZfxhYeHa+/evdq6desFCzgFuRQo6tfuhhtu0Icffqi7775bTzzxhGJiYnTddddpzJgx7mLM3r17tWvXrks+9759+2Q2my/6w/vBgwclyevSCn9/fzVu3Ni9v0DdunW9XpsqVapo69atHscs7DW80OUbpSEnJ0eLFi1yX4IkFW9eGL/3r7nY5UBFcaGve0JCgp555hmtXr3aq/9LUlKSQkJC3K99s2bNPPbXqFHD4zJSSUWejwcPHlTt2rW9Cr0Fl7ac//W+EqdPn/a43MxutyskJKTEjn/+6xIYGKhatWpdsofQ6dOnNWnSJP33v//1+j4tKLSdq379+h7bBa/9mTNnFBwcrIMHD8psNnv1PrvS+X6h701JatGihVauXHlFxz//vKT8czu371Fx3+cKU9T3voMHDyoqKsprvGnTpoXGFyX/K1WU9+OLOX+OSvmfJenp6Tpx4oTMZrPOnj2r999/X++//36hxyjKa3whRf2sKFDcnzEAoDKi2ANUIF26dHHfjWvkyJHq0aOHbr75Zu3evVuBgYHuv/b9+c9/vuBfLy/0w2phvvjiC91+++0aOXKkHnvsMYWFhclisWjy5MleTaEv5f/+7//cjZal/F92C5pTRkREaOPGjcrKyrpgAWTr1q3y9/dXnTp1JF34F9+8vDyP7YLX5PPPP1d4eLhX/Pl3O7HZbEX6wdnlciksLExffvllofsLfqA1mUyaMWOG1qxZo++++04LFizQnXfeqVdffVVr1qy54hUjBbn0799fjz/+eKH7C4pDBYp6Bya73a7ly5dryZIlmjt3rubPn6+vvvpK/fr108KFC2WxWORyudSmTRu99tprhR6jXr16xTuZYrBYLIWOGxdpZFxc1apVU25ubpFWn13IypUrlZycrCFDhrjHijMvCn5hrF69+hWdS2Ff93379ikmJkYtWrTQa6+9pnr16snf31/z5s3T66+/flkrCIo7H8vCddddp2XLlrm3x48f79F4uKjOf3+5UmPHjtWqVav02GOPqX379u738UGDBhX62pfFnPeFopxXScyr0rr7XFl8XYryfnwlCubbrbfeqvHjxxca07Zt2ys6fnE+K66WOwUCgC9R7AEqqIKiS9++ffXWW2/piSeeUOPGjSVJVqu10LsHnatJkybavn37RWNmzJihxo0b65tvvvEorjzzzDPFzvfxxx/3uOTm3NUAw4YN06pVqzR9+nSPmAIHDhzQihUrNGLECPcPgAWPP3v2rEdj0PNXAxT8hTssLOySr0lxNGnSRHFxcYqOji7SD6XdunVTt27d9MILL2jatGm65ZZb9N///ld33333RR9XsFrr3Nd/z549kuRuWNmkSROlpqaW6PkVMJvNiomJUUxMjF577TW9+OKL+utf/6olS5YoNjZWTZo00ZYtWxQTE3PRlSdNmjSRy+XSzp07L9jYu0GDBpLym6gWzGUp/65w+/fvv6zza9CggbZv3+71Gu7evbtIj2/RooWk/LtyXe4vOnPnzlVEREShDUaLMi/2798v6dLNXC9n5c93332nrKwszZkzx2N1wvmXVBR8bfbu3evxtTlx4oTX6oWizscGDRooLi7Oq5D2008/eTxnSXj11Vc98qxdu/ZF46tUqeJ1B7js7GwdPXq00Pi9e/eqb9++7u3U1FQdPXrUo8B3vjNnzig+Pl6TJk3S008/7XGsy9WgQQO5XC7t27fPYxVOUef7hebQud+b56+S3L179yW/Vle6Kk0q3fe58zVo0EA///yz13hhY0VVEq/Bpd6PL6awebVnzx45HA73HyeCgoKUl5d3yWNd7FwutK+onxUAgKKjZw9QgfXp00ddunTRG2+8oczMTIWFhalPnz567733Cv2l5MSJE+7/Hz16tLZs2aJZs2Z5xRX8NbLgL4Xn/nVy7dq1Wr16dbFzjYiIUGxsrPvfub0D7r33XoWHh+uxxx7z6nGQmZnpvr3ruX/RLSjinNunIS0tzWP1kCQNHDhQwcHBevHFFwvtjXLua1IcY8eOVV5enp5//nmvfbm5ue5fFM+cOeP1192CYkdRbv995MgRj69RcnKyPvvsM7Vv3969Umns2LFavXq1FixY4PX4s2fPKjc3t6in5eH06dNeY+fnPnbsWP3222/64IMPvGIzMjKUlpYmKX8lmtls1nPPPee1YqHg9YmNjZW/v7/+9a9/ebxmH330kZKSkop0R6HzDRkyREeOHNGMGTPcY+np6Re8TOF8BZdy/Pjjj8V+7gLz5s3zyr0482LDhg0KCQlx35XoQpxOpyR5FSkuprDv8aSkJH3yyScecbGxsbJarfr3v//tEVvYHZCKOh+HDBmivLw8vfXWWx4xr7/+ukwmk/uOaiUhMjLS4/3nUr1AmjRp4tUD5v3337/gyp7333/f4/1lypQpys3Nveg5FPbaS4W/pkVV8Hz/+te/LuuYF5pDnTp1UlhYmN59912P+fnDDz9o165dl/zevJy5eb7Sep8rzMCBA7V69Wpt3rzZPXb69OkLruQsiit9DYryfnwxq1ev9ui58+uvv2r27NkaMGCALBaLLBaLRo8erZkzZxb6h6BzPysvdi5Op7PQSxCL+lkBACg6VvYAFdxjjz2m66+/XlOnTtV9992nt99+Wz169FCbNm10zz33qHHjxjp+/LhWr16tw4cPa8uWLe7HzZgxQ9dff73uvPNORUZG6vTp05ozZ47effddtWvXTtdee62++eYbjRo1SkOHDtX+/fv17rvvKiIiQqmpqSV2DlWqVNGMGTM0ZMgQdezYUXfffbciIiJ07NgxTZ06Vb/88oveeustde3a1f2YAQMGqH79+rrrrrv02GOPyWKx6OOPP1aNGjV06NAhd1xwcLCmTJmi2267TR07dtSNN97ojpk7d66io6O9ftksit69e+vee+/V5MmTtXnzZg0YMEBWq1V79+7V9OnT9eabb2rMmDH69NNP9c4772jUqFFq0qSJUlJS9MEHHyg4OPiif/UvcM011+iuu+7S+vXrVbNmTX388cc6fvy4xy/jjz32mObMmaNrr73WfbvftLQ0bdu2TTNmzNCBAwcu6xKg5557TsuXL9fQoUPVoEEDJSYm6p133lHdunXVo0cPSdJtt92mr7/+Wvfdd5+WLFmi6Oho5eXl6aefftLXX3+tBQsWqFOnTmratKn++te/6vnnn1fPnj113XXXyWazaf369apdu7YmT56sGjVqaOLEiZo0aZIGDRqk4cOHa/fu3XrnnXfUuXPnQld9Xco999yjt956S+PGjdOGDRtUq1Ytff7553I4HEV6fOPGjdW6dWvFxcXpzjvv9Ni3fPlyd0HgxIkTSktL09///ndJ+beb7tWrl/bv369du3ZpypQpHo8tzrxYtGiRhg0bdsm/hrdv314Wi0UvvfSSkpKSZLPZ1K9fv4v2uRowYID8/f01bNgw3XvvvUpNTdUHH3ygsLAwj4JxjRo19Oc//1mTJ0/WtddeqyFDhmjTpk364YcfvOZWUefjsGHD1LdvX/31r3/VgQMH1K5dOy1cuFCzZ8/WI4884tV3pizdfffduu+++zR69Gj1799fW7Zs0YIFCy74fZSdna2YmBiNHTvWPWd79Oih4cOHX/A5goOD1atXL7388svKyclRnTp1tHDhQvdKrsvRvn173XTTTXrnnXeUlJSk7t27Kz4+vsgrUpo0aaLQ0FC9++67CgoKktPpVNeuXdWoUSO99NJLuuOOO9S7d2/ddNNN7luvN2zYUI8++ugl8yru3Dxfab3PFebxxx/XF198of79++uhhx5y33q9fv36On369GWtTLnS16Ao78cX07p1aw0cONDj1uuSNGnSJHfMP/7xDy1ZskRdu3bVPffco4iICJ0+fVobN25UXFycu+B0sXkSGRmpr776Sn/84x/VuXNnBQYGatiwYUX+rAAAFEPZ3vwLQGkouL1vYbdpzsvLM5o0aWI0adLEyM3NNQzDMPbt22eMGzfOCA8PN6xWq1GnTh3j2muvNWbMmOHx2FOnThkPPvigUadOHcPf39+oW7euMX78ePdtV10ul/Hiiy8aDRo0MGw2m9GhQwfj+++/97oNuWFc2a3XCxw4cMCYMGGCUb9+fcPPz899u9i4uLhC4zds2GB07drV8Pf3N+rXr2+89tprF3zeJUuWGAMHDjRCQkKMgIAAo0mTJsbtt9/ucSva8ePHG06ns9DnKuycDcMw3n//fSMyMtKw2+1GUFCQ0aZNG+Pxxx83jhw5YhiGYWzcuNG46aabjPr16xs2m80ICwszrr32Wo/nvZCC20ovWLDAaNu2rWGz2YwWLVoY06dP94pNSUkxJk6caDRt2tTw9/c3qlevbnTv3t145ZVX3LeELrj1+j//+c9LPrdhGEZ8fLwxYsQIo3bt2oa/v79Ru3Zt46abbvK69XF2drbx0ksvGa1atTJsNptRpUoVIzIy0pg0aZKRlJTkEfvxxx8bHTp0cMf17t3bWLRokUfMW2+9ZbRo0cKwWq1GzZo1jfvvv984c+aMR8yFbsVd2Nfp4MGDxvDhww2Hw2FUr17d+L//+z9j/vz5Rb4N8muvvWYEBgZ63Sa74NbIhf0r+F546623jJCQECMnJ8fjsUWdF7t27bro98D5PvjgA6Nx48aGxWLxOL+L3aJ8zpw5Rtu2bY2AgACjYcOGxksvvWR8/PHHXt9HeXl5xqRJk4xatWoZdrvd6NOnj7F9+3av21YbRtHmY0Hco48+atSuXduwWq1Gs2bNjH/+858et3c3jLK/9XpeXp7xl7/8xahevbrhcDiMgQMHGj///PMFb72+bNkyY8KECUaVKlWMwMBA45ZbbjFOnTp1yec5fPiwMWrUKCM0NNQICQkxrr/+euPIkSNe76cFc+38224X9n6XkZFhPPzww0a1atUMp9NpDBs2zPj111+LdOt1wzCM2bNnGxEREe734HNvr/3VV1+5v3+rVq1q3HLLLcbhw4cveUzDKP7c7N27t9G7d2+PsaLOq8JcbK4UNoc3bdpk9OzZ07DZbEbdunWNyZMnG//6178MScaxY8cuedzC8r/Qa1CY82+9XtT348JIMh544AHjiy++MJo1a+b+PC/s+Y8fP2488MADRr169Qyr1WqEh4cbMTExxvvvv+8Rd6F5kpqaatx8881GaGioIcnj/bionxUF+QIALs5kGFd51z4AlVZ8fLyGDBmiHj166IcffnDfBr6yaNiwoVq3bq3vv//e16lUaklJSWrcuLFefvll3XXXXcV67JAhQxQYGKivv/76sp77kUce0fLly7Vhwwb6XJRDU6dO1R133KH169ezKqESeOSRR/Tee+8pNTX1ihsiAwBwpejZA+CqFRMTo08//VRLlizRHXfccdXfcQZXp5CQED3++OP65z//Wey7U/Xp0+eSl7hcyKlTp/Thhx/q73//O4UeoIxlZGR4bJ86dUqff/65evToQaEHAFAusLIHAK5SrOwByjdW9lRc7du3V58+fdSyZUsdP35cH330kY4cOaL4+Hj16tXL1+kBAECDZgAAAKA4hgwZohkzZuj999+XyWRSx44d9dFHH1HoAQCUG6zsAQAAAAAAqEDo2QMAAAAAAFCBUOwBAAAAAACoQOjZI8nlcunIkSMKCgrijiYAAAAAgFJnGIZSUlJUu3Ztmc2sw0DJ8mmxZ8qUKZoyZYoOHDggSWrVqpWefvppDR482B2zevVq/fWvf9XatWtlsVjUvn17LViwQHa7XZJ0+vRpPfTQQ/ruu+9kNps1evRovfnmmwoMDCxyHkeOHFG9evVK9NwAAAAAALiUX3/9VXXr1vV1GqhgfFrsqVu3rv7xj3+oWbNmMgxDn376qUaMGKFNmzapVatWWr16tQYNGqSJEyfq3//+t/z8/LRlyxaPquctt9yio0ePatGiRcrJydEdd9yhCRMmaNq0aUXOIygoSJK0f/9+Va1atcTPEygPcnJy9O2332rkyJGyWq2+TgcoFcxzVAbMc1QGzHNUBqdPn1ajRo3cv48CJcmnxZ5hw4Z5bL/wwguaMmWK1qxZo1atWunRRx/Vww8/rCeeeMId07x5c/f/79q1S/Pnz9f69evVqVMnSdK///1vDRkyRK+88opq165dpDwKLt0KCgpScHDwlZ4WUC7l5OTI4XAoODiYH5pQYTHPURkwz1EZMM9RGeTk5EgSrURQKspNz568vDxNnz5daWlpioqKUmJiotauXatbbrlF3bt31759+9SiRQu98MIL6tGjh6T8S7xCQ0PdhR5Jio2Nldls1tq1azVq1KhCnysrK0tZWVnu7eTkZEn532wF33BARVMwt5njqMiY56gMmOeoDJjnqAyY3yhNPi/2bNu2TVFRUcrMzFRgYKBmzZqliIgIrVmzRpL07LPP6pVXXlH79u312WefKSYmRtu3b1ezZs107NgxhYWFeRzPz89PVatW1bFjxy74nJMnT9akSZO8xufOnSuHw1GyJwiUM7Nnz/Z1CkCpY56jMmCeozJgnqMiS09P93UKqMB8Xuxp3ry5Nm/erKSkJM2YMUPjx4/XsmXL5HK5JEn33nuv7rjjDklShw4dFB8fr48//liTJ0++7OecOHGi/vjHP7q3k5OTVa9ePQ0dOlTVqlW7shMCyqmcnBzNnj1bI0aMYDk0KizmOSoD5jkqA+Y5KoNTp075OgVUYD4v9vj7+6tp06aSpMjISK1fv15vvvmmu09PRESER3zLli116NAhSVJ4eLgSExM99ufm5ur06dMKDw+/4HPabDbZbDavcavVyocJKjzmOSoD5jkqA+Y5KgPmOSoy5jZKk/nSIWXL5XIpKytLDRs2VO3atbV7926P/Xv27FGDBg0kSVFRUTp79qw2bNjg3r948WK5XC517dq1TPMGAAAAAAAoD3y6smfixIkaPHiw6tevr5SUFE2bNk1Lly7VggULZDKZ9Nhjj+mZZ55Ru3bt1L59e3366af66aefNGPGDEn5q3wGDRqke+65R++++65ycnL04IMP6sYbbyzynbgAAAAAAAAqEp8WexITEzVu3DgdPXpUISEhatu2rRYsWKD+/ftLkh555BFlZmbq0Ucf1enTp9WuXTstWrRITZo0cR/jyy+/1IMPPqiYmBiZzWaNHj1a//rXv3x1SgAAAAAAAD7l02LPRx99dMmYJ554wt2/pzBVq1bVtGnTSjItAAAAAACAq1a569kDAAAAAACAy0exBwAAAAAAoAKh2AMAAAAAAFCBUOwBAAAAAACoQCj2AAAAAAAAVCAUewAAAAAAACoQij0AAAAAAAAVCMUeAAAAAACACoRiDwAAAAAAQAVCsQcAAAAAAKACodgDAAAAAABQgVDsAQAAAAAAqEAo9gAAAAAAAFQgFHsAAAAAAAAqEIo9AAAAAAAAFYifrxMAAFQ+eSkpSvzznz3Gwl55RZagIB9lBAAAAFQcrOwBAAAAAACoQFjZAwAoM3kpKZIk1+//Pde5Y6zwAQAAAC4fxR4AQJk5/9Ktc52cNMn9/7Xee68s0gEAAAAqJC7jAgAAAAAAqEAo9gAAyp3UBQvkSk/3dRoAAADAVYnLuAAA5U7KN98ode5c2aOj5ezXT341avg6JQAAAOCqQbEHAFBmwl55RVJ+M+Zze/QUxsjKUvrixUpfskQB7dvL2b+/rI0by2QylUWqAAAAwFWLYg8AoMxc7C5bfg0bKvfAAe8dhqHMTZuUuWmTrI0ayRkbq4AOHWSyWEovUQAAAOAqRrEHAFAuVH3wQeWdPKm0RYuUuXGjZBheMTn79+vsBx/IUq2aHP36yREdLbPd7oNsAQAAgPKLYg8AoMxZgoIKvb26JShI/hMmKPfkSaUvWaL0lStlZGZ6xeWdOqWU6dOV+t13cvToIUe/fvKrVq0sUgcAAADKPYo9AIByx696dQVff70Cr71W6StXKn3xYuWdPu0VZ2RmKi0uTmmLFyugQwfZ+vb1QbYAAABA+UKxBwBQbpntdgX27y9nv37K3LRJaYsWKaewvj4ulzI3bFDmhg3qEBysrKZN5RcZKZPZXOY5AwAAAL5GsQcAUO6ZLBbZO3VSQGSkcn75Jb+vz+bNhfb1CUlOVsqHHyr922/ljImRvXt3mQMCyj5pAAAAwEco9gAArhomk0n+TZrIv0kT5Z44obTFi5WRkCAjK8srNu/kSSV/9ZVS5syRo2dPOfv1k6VKFR9kDQAAAJQtij0AgKuSX40aCrnhBgX93tcnbfFiuc6e9YozMjKUtnCh0uLiFNCpkwL795e1fv2yTxgAAAAoIxR7AABXNbPTqcCBA+WMjVXq2rU6OnOmglJTvQNdLmWuW6fMdevkf801csbGytamDX19AAAAUOFQ7AEAVAgmi0UBnTtrw4EDGtG+vTKXLlXW1q2F9vXJ3rNH2Xv2yBIWJmdsrBxRUTL5+/sgawAAAKDkUewBAFQsJpOszZrJERGh3OPHlRYfr/RVq6ScHK/QvMREJU+bppTZs+Xo1UvOvn1lCQnxQdIAAABAyaHYAwCosPxq1lTIzTcraPhwpS9frrQlS+RKTvaKM9LSlPbDD0pbuFD2Ll3kjImRtV49H2QMAAAAXDmKPQCACs8cGKjAIUPk7N9fGT/+qLS4OOUePuwdmJenjNWrlbF6tfxbtMjv69OqFX19AAAAcFWh2AMAqDRMVqscUVGyd+um7J9+UlpcnLK2by80Nvunn5T900/yq1VLzpgY2bt2pa8PAAAArgoUewAAlY7JZJKtZUvZWrZUztGjSo+PV/qaNYX29ck9elRJX3yhlG+/laN3bzn69JElONgHWQMAAABFQ7EHAFCpWWvVUsittypwxAilL1um9KVL5UpJ8YpzpaYqde5cpS5YIHvXrnLGxspau7YPMgYAAAAujmIPAACSLEFBCrr2WgUOHKiMdevy+/ocOeIdmJurjIQEZSQkyNaqlZyxsfJv2VImk6nskwYAAAAKQbEHAIBzmKxWOaKjZe/eXdk7dyo1Lk7ZO3cWGpu1Y4eyduyQX+3acsbGyt6li0xWaxlnDAAAAHii2AMAQCFMJpNsrVrJ1qqVcn77TWnx8cpYu1bKzfWKzT1yREmffZbf16dPHzl795Y5MNAHWQMAAAAUewAAuCRrnToKHTdOQb/39UlbulRGWppXnCs5Walz5ij1hx/kiIqSMyZGfuHhPsgYAAAAlRnFHgAAisgSEqKg4cMVOGiQ0tesUVpcnPKOH/cOzMlR+vLlSl++XLY2beTs31/+11xDXx8AAACUCYo9AAAUk8nfX85eveTo0UNZO3YobdEiZe/eXWhs1rZtytq2TX716uX39enUSSY/Pn4BAABQevhpEwCAy2QymxXQpo0C2rRRzq+/Ki0uThnr1kkul1ds7q+/KumTT5Qya5acffvK0bOnzE6nD7IGAABARWf2dQIAAFQE1nr1FHrHHQp78UU5Bw2SyeEoNM519qxSZs1S4hNPKOk//1FuYmIZZwoAAICKjpU9AACUIEuVKgoeNUqBQ4YoY9UqpS1erLxCCjpGdrbSly5V+rJlsrVrp8DYWFmbNqWvDwAAAK4YxR4AAEqB2WbLv1yrd29lbd2a39fn55+9Aw1DWZs3K2vzZlkbNJAzNlYBkZEyWSxlnzQAAAAqBIo9AACUIpPZrID27RXQvr2yDxxQWlycMjdsKLSvT87Bgzr70Ucyf/ONnP36ydGjh8wXuBwMAAAAuBCKPQAAlBH/hg3lf/fdyrvuOqUtWaL0FStkZGR4xbnOnFHKzJlK/f572aOj5YyJkV/16j7IGAAAAFcjij0AAJQxS9WqCh49WoFDhyojIUFp8fHKO3XKK87IylL64sVKX7JEAR06yBkbK/8mTXyQMQAAAK4mFHsAAPARc0CAnDExcvTpo8wtW5S2aJFyfvnFO9AwlLlxozI3bpS1USM5+/dXQPv29PUBAABAoSj2AADgYyaLRfaOHWXv2FHZ+/YpLT5emRs3SobhFZuzf7/Ovv++LNWqydmvn+zR0TLb7T7IGgAAAOUVxR4AAMoR/yZN5N+kiXJPnsy/hGvlShlZWV5xeadOKXn6dKV8950cPXvK2a+fLFWr+iBjAAAAlDcUewAAKIf8qldX8NixChw2TOkrVyotPl6uM2e84ozMTKUtWqS0+HgFREbm9/Vp2LDsEwYAAEC5QbEHAIByzGy3K7B/fzn79VPmxo1Ki4tTzoED3oEulzLXr1fm+vWyNm2qwP79ZWvbViazucxzBgAAgG9R7AEA4Cpgslhk79xZAZ06KWffPqUuWqSsLVsK7+vz88868/PPstSoIWdMjOxRUTIHBPggawAAAPgCxR4AAK4iJpNJ/k2bqmrTpspNTFRafLwyVq2SkZ3tFZt34oSS//tfpcyZI0evXnL26SNLlSo+yBoAAABliWIPAABXKb+wMIXcdJOChg9X+ooVSluyRK6zZ73ijPR0pc2fr7SFC2Xv3FnO2FhZ69cv+4QBAABQJij2AABwlTM7nQocNEjO2Fhl/Pij0uLilPvrr96BLpcy1q5Vxtq18r/mGjn795etdWv6+gAAAFQwFHsAAKggTH5+cnTrJnvXrsres0dpcXHK2rq10NjsPXuUvWePLDVryhkTI0dUlEz+/mWcMQAAAEoDxR4AACoYk8kkW/PmsjVvrtxjx5QWH6/01aulnByv2Lzjx5U8bZpSZs+Ws3dvOfr0kSUkxAdZAwAAoKRQ7AEAoALzCw9XyC23KGjECKUtX670JUvkSk72ijPS0pQ6b55Sz+3rU7euDzIGAADAlaLYAwBAJWAODFTQkCEK7N9fGevX5/f1+e0378DcXGWsXq2M1avl37KlnLGxsrVqJZPJVPZJAwAA4LJQ7AEAoBIxWa1ydO8ue1SUsn/6Kb+vz/bthcZm79ql7F275FerlpyxsbJ37SqT1VrGGQMAAKC4KPYAAFAJmUwm2Vq2lK1lS+UcOaK0+HhlrFkj5eZ6xeYePaqkzz9XyrffytG7txy9e8sSHOyDrAEAAFAUFHsAAKjkrLVrK/S22xQ0YoTSly1T+rJlcqWkeMW5UlKU+v33Sp0/X/Zu3eSMiZG1dm0fZAwAAICLodgDAAAkSZbgYAUNG6bAgQOVsW5dfl+fo0e9A3NzlbFypTJWrpStdWs5Y2Pl36IFfX0AAADKCbMvn3zKlClq27atgoODFRwcrKioKP3www9ecYZhaPDgwTKZTPr222899h06dEhDhw6Vw+FQWFiYHnvsMeUWsgQdAAAUjcnfX44ePVT96adV5aGH5N+y5QVjs7Zv1+k33tDJ559X+qpVMgq5vTsAAADKlk9X9tStW1f/+Mc/1KxZMxmGoU8//VQjRozQpk2b1KpVK3fcG2+8UehfC/Py8jR06FCFh4dr1apVOnr0qMaNGyer1aoXX3yxLE8FAIAKx2Q2K6B1awW0bq2cw4eVFhenjHXrpLw8r9jc335T0qefKmXWLDn69pWzVy+ZAwN9kDUAAAB8urJn2LBhGjJkiJo1a6ZrrrlGL7zwggIDA7VmzRp3zObNm/Xqq6/q448/9nr8woULtXPnTn3xxRdq3769Bg8erOeff15vv/22srOzy/JUAACo0Kx16yr09tsVNnmyAgcPlsnpLDTOlZys1NmzdfyJJ5Q0bZpyjx8v40wBAABQbnr25OXlafr06UpLS1NUVJQkKT09XTfffLPefvtthYeHez1m9erVatOmjWrWrOkeGzhwoO6//37t2LFDHTp0KPS5srKylJWV5d5OTk6WJOXk5CiH5eeooArmNnMcFRnzvAw4HAoYOlS2/v2VuXatMpcsUV5iondcTo672bN/69YK6NdP1mbN6OtTApjnqAyY56gMmN8oTT4v9mzbtk1RUVHKzMxUYGCgZs2apYiICEnSo48+qu7du2vEiBGFPvbYsWMehR5J7u1jx45d8DknT56sSZMmeY3PnTtXDofjck8FuCrMnj3b1ykApY55XoZatlS1sDDVPXxYVc6eLTQke/t2ZW/frpTAQP1ar55O1Kghw+zTxcUVAvMclQHzHBVZenq6r1NABebzYk/z5s21efNmJSUlacaMGRo/fryWLVumn3/+WYsXL9amTZtK/DknTpyoP/7xj+7t5ORk1atXT0OHDlW1atVK/PmA8iAnJ0ezZ8/WiBEjZLVafZ0OUCqY576V++uvyli8WFkbNkgul9f+oNRURezaJfPRowro3VsB0dEy80eWYmOeozJgnqMyOHXqlK9TQAXm82KPv7+/mjZtKkmKjIzU+vXr9eabb8put2vfvn0KDQ31iB89erR69uyppUuXKjw8XOvWrfPYf/z33gCFXfZVwGazyWazeY1brVY+TFDhMc9RGTDPfcPauLHsjRsrb/RopS1ZovQVK2QU8ldL19mzSp89Wxnz58vevbucMTHyq1HDBxlf3ZjnqAyY56jImNsoTT4v9pzP5XIpKytLkyZN0t133+2xr02bNnr99dc1bNgwSVJUVJReeOEFJSYmKiwsTJK0aNEiBQcHuy8FAwAAZctSpYqCr7tOgUOGKGP1aqXFxSnv5EmvOCMrS+lLlih96VLZ2rVTYP/+sjZpQl8fAACAK+TTYs/EiRM1ePBg1a9fXykpKZo2bZqWLl2qBQsWKDw8vNDVOfXr11ejRo0kSQMGDFBERIRuu+02vfzyyzp27JieeuopPfDAA4Wu3AEAAGXHHBAgZ9++cvTurawtW5QaF6ecn3/2DjQMZW3erKzNm2Vt2FDO2FgFdOwok8VS9kkDAABUAD4t9iQmJmrcuHE6evSoQkJC1LZtWy1YsED9+/cv0uMtFou+//573X///YqKipLT6dT48eP13HPPlXLmAACgqExmswI6dFBAhw7K3r9fafHxyrxAX5+cAwd09sMPZalaVY5+/eTo0UNmu90HWQMAAFy9fFrs+eijj4oVbxiG11iDBg00b968kkoJAACUIv9GjeR/993KHTUq/xKuFStkZGZ6xeWdPq2UGTOU+v33ckRHy9Gvn/yqV/dBxgAAAFefctezBwAAVHx+1aopeMwYBQ4dqoyEBKUtXqy8Qu5KYmRmKi0+XmmLFyugY0c5+/eX/++XcwMAAKBwFHsAAIDPmO12OWNj5ejbV5mbNytt0SLl7N/vHWgYytywQZkbNsjapEl+X5/27WUym8s+aQAAgHKOYg8AAPA5k8Uie2Sk7JGRyt63T2lxccrctEkq5BLunH37dHbfPlmqV5ezXz/Zo6NlDgjwQdYAAADlE8UeAABQrvg3aSL/Jk2Ue+KE0hYvVkZCgoysLK+4vJMnlfz110r57js5evaUs29fWapW9UHGAAAA5QvFHgAAUC751aihkBtuUNCwYUpfuVJpixfLdeaMV5yRkaG0hQuVFhengMhIOWNj5d+wYdknDAAAUE5Q7AEAAOWa2eFQ4IABcsbEKHPDhvy+PocOeQe6XMpcv16Z69fLv1kzOWNjZWvblr4+AACg0qHYAwAArgomi0X2Ll0U0LmzsvfuVVpcnLK2bi20r0/23r3K3rtXlrCw/L4+3bvLbLP5IGsAAICyR7EHAABcVUwmk2zXXCPbNdco9/jx/L4+q1bJyM72is1LTFTyf/+rlDlz5OjVK7+vT2ho2ScNAABQhij2AACAq5ZfzZoKuekmBQ0frvTly5W2ZIlcSUlecUZ6utLmz1faokWyd+4sZ2ysrPXq+SBjAACA0kexBwAAXPXMTqcCBw+Ws39/Zfz4o9IWLVLu4cPegXl5ylizRhlr1si/eXM5+/eXrVUr+voAAIAKhWIPAACoMEx+fnJ06yZ7167K3r07v6/Ptm2Fxmbv3q3s3btlCQ9XYEyM7N26yeTvX8YZAwAAlDyKPQAAoMIxmUyytWghW4sWyj12TGnx8UpfvVrKyfGKzTt2TElffqmU2bPl6N1bjt69ZQkJ8UHWAAAAJYNiDwAAqND8wsMVcsstCvy9r0/6kiVypaR4xblSU5U6d65SFyyQvUuX/L4+der4IGMAAIArQ7EHAABUCpagIAUNHarAAQOUsW6d0uLilHvkiHdgbq4yVq1SxqpV8o+IUGBsrPwjImQymco+aQAAgMtAsQcAAFQqJqtVjuho2bt3V/auXUpbtEhZO3cWGpu9c6dO79wpv9q15YyNlb1LF5ms1jLOGAAAoHgo9gAAgErJZDLJFhEhW0SEcn77TWnx8cpYu1bKzfWKzT1yREmffaaUWbPk6NMnv69PUJAPsgYAALg0ij0AAKDSs9apo9Bx4xQ0cqTSly5V+rJlcqWmesW5UlKU+t13Sp0/X45u3eSIiZG1Vi0fZAwAAHBhFHsAAAB+ZwkOVtDw4QocNEgZa9YoNT5eeceOeQfm5Ch9xQqlr1ghW+vWcsbGyr9FC/r6AACAcoFiDwAAwHlM/v5y9Oole48eytqxQ2lxccr+6adCY7O2b1fW9u3yq1s3v69P584y+fEjFgAA8B1+EgEAALgAk9msgDZtFNCmjXJ+/VVpcXHKWL9eysvzis09fFhJU6cqZdYsOfv2laNXL5mdTh9kDQAAKjuKPQAAAEVgrVdPoXfcoaBRo5T2e18fIz3dK86VlKSUb79V6rx5skdFyRkTI7+aNX2QMQAAqKwo9gAAABSDJTRUwSNHKnDwYGWsXq20+HjlJSZ6xRnZ2Upftkzpy5fL1rZtfl+fZs3o6wMAAEodxR4AAIDLYLbZ5OzTR45evZS1bVt+X589e7wDDUNZW7Yoa8sWWevXl7N/fwVERspksZR90gAAoFKg2AMAAHAFTGazAtq1U0C7dso+cEBp8fHK/PFHyeXyis05dEhnP/pI5m++ye/r07OnzA6HD7IGAAAVGcUeAACAEuLfsKH877pLeaNGKW3JEqWvWCEjI8MrznXmjFK++Uapc+fKHh0tZ79+8qtRwwcZAwCAiohiDwAAQAmzVK2q4NGjFTh0qDJWrcrv63PypFeckZWl9MWLlb5kiQLat5ezf39ZGzemrw8AALgiFHsAAABKiTkgQM5+/eTo00eZmzcrLS5OOfv2eQcahjI3bVLmpk2yNmokZ2ysAjp0oK8PAAC4LBR7AAAASpnJbJa9Y0fZO3ZU9i+/KC0uTpkbN0qG4RWbs3+/zn7wgSzVqsnRr58c0dEy2+0+yBoAAFytKPYAAACUIf/GjeU/YYJyT55U+pIlSl+5UkZmpldc3qlTSpk+XanffSdHjx5y9Osnv2rVfJAxAAC42lDsAQAA8AG/6tUVfP31Crz2WqWvXKn0xYuVd/q0V5yRmam0uDilLV6sgI4dZevTp+yTBQAAVxWKPQAAAD5kttsV2L+/nP36KXPjxvy+PgcOeAe6XMr88Udl/vijOgQHK6tpU/lFRspkNpd5zgAAoHyj2AMAAFAOmCwW2Tt3VkCnTsrZty+/r8/mzYX29QlJTlbKhx8q/dtv5YyJkb17d5kDAso+aQAAUC5R7AEAAChHTCaT/Js2lX/Tpso9cUJpixcrIyFBRlaWV2zeyZNK/uorpfze18fZr58sVar4IGsAAFCeUOwBAAAop/xq1FDIDTco6Pe+PmmLF8t19qxXnJGerrSFC5UWF6eATp0U2L+/rPXrl33CAACgXKDYAwAAUM6ZnU4FDhwoZ2ysUteu1dGZMxWUmuod6HIpc906Za5bJ/9rrpEzNla2Nm3o6wMAQCVDsQcAAOAqYbJYFNC5szYcOKAR7dsrc+lSZW3dWmhfn+w9e5S9Z48sYWFyxsbKERUlk7+/D7IGAABljWIPAADA1cZkkrVZMzkiIpR7/LjS4uOVvmqVlJPjFZqXmKjkadOUMnu2HL16ydm3rywhIT5IGgAAlBWKPQAAAFcxv5o1FXLzzQoaPlzpy5crbckSuZKTveKMtDSl/fCD0hYulL1LFzljYmStV88HGQMAgNJGsQcAAKACMAcGKnDIEDn791fGjz8qLS5OuYcPewfm5Slj9WplrF4t/5Yt8/v6RETQ1wcAgAqEYg8AAEAFYrJa5YiKkr1bN2X/9JPS4uKUtX17obHZu3Ype9cu+dWqJWdMjOxdu9LXBwCACoBiDwAAQAVkMplka9lStpYtlXPkiNLi45WxZo2Um+sVm3v0qJK++EIp334rR+/ecvTpI0twsA+yBgAAJYFiDwAAQAVnrV1bobfdpqARI5S+fLnSly6VKyXFK86VmqrUuXOVumCB7F27yhkbK2vt2j7IGAAAXAmKPQAAAJWEJThYQddeq8CBA5Wxdm1+X5+jR70Dc3OVkZCgjIQE2Vq1kjM2Vv4tW8pkMpV90gAAoNgo9gAAAFQyJqtVjh49ZI+OVvbOnUpdtEjZu3YVGpu1Y4eyduyQX+3acsbGyt6li0xWaxlnDAAAioNiDwAAQCVlMplka9VKtlatlPPbb0qLi1PGunWF9/U5ckRJn32W39enTx85e/eWOTDQB1kDAIBLodgDAAAAWevUUej48QoaOVLpS5cqbdkyGWlpXnGu5GSlzpmj1B9+kCMqSs6YGPmFh/sgYwAAcCEUewAAAOBmCQlR0IgRChw8WOlr1igtLk55x497B+bk5Dd7Xr5ctjZt5OzfX/7XXENfHwAAygGKPQAAAPBi8veXs1cvOXr0UNaOHUpbtEjZu3cXGpu1bZuytm2TX716+X19OnWSyY8fMwEA8BU+hQEAAHBBJrNZAW3aKKBNG+UcOqS0+Pj8vj4ul1ds7q+/KumTT5Qya5acffvK0bOnzE6nD7IGAKByM/s6AQAAAFwdrPXrK/SOOxT24otyDhokk8NRaJzr7FmlzJqlxCeeUNJ//qPcxMQyzhQAgMqNlT0AAAAoFkuVKgoeNUqBgwcrY/VqpcXHK+/ECa84Iztb6UuXKn3ZMtnatVNgbKysTZvS1wcAgFJGsQcAAACXxRwQkH+5Vu/eytq6Nb+vz88/ewcahrI2b1bW5s2yNmggZ//+CujYUSaLpeyTBgCgEqDYAwAAgCtiMpsV0L69Atq3V/aBA0qLi1Pmhg2F9vXJOXhQZz/8UOYqVeTs10+OHj1kvsDlYAAA4PJQ7AEAAECJ8W/YUP533628665T2uLFSl+xQkZmplec68wZpcycqdTvv5c9OlrOmBj5Va/ug4wBAKh4KPYAAACgxFmqVlXwmDEKvPZaZSQk5Pf1OXXKK87IylL64sVKX7JEAR06yBkbK/8mTXyQMQAAFQfFHgAAAJQac0CAnDExcvTpo8zNm5UWF6ecX37xDjQMZW7cqMyNG2Vt1Ci/r0/79vT1AQDgMlDsAQAAQKkzWSyyR0bKHhmp7H37lBYfr8yNGyXD8IrN2b9fZ99/X5Zq1eTs10/26GiZ7XYfZA0AwNWJYg8AAADKlH+TJvJv0kS5J0/mX8K1cqWMrCyvuLxTp5Q8fbpSvvtOjp495ezXT5aqVX2QMQAAVxeKPQAAAPAJv+rVFTx2rAKHDVP6ihVKW7xYrjNnvOKMzEylLVqktPh4BURG5vf1adiw7BMGAOAqQbEHAAAAPmW22xU4YICcMTHK3LhRaYsWKefgQe9Al0uZ69crc/16WZs2VWD//rK1bSuT2Vz2SQMAUI5R7AEAAEC5YLJYZO/cWQGdOiln3z6lLlqkrC1bCu/r8/PPOvPzz7LUqCFnTIzsUVEyBwT4IGsAAMofij0AAAAoV0wmk/ybNlXVpk2Vm5iotPh4ZaxaJSM72ys278QJJf/3v0qZM0eOXr3k7NNHlipVfJA1AADlB8UeAAAAlFt+YWEKuekmBQ0fnt/XZ8kSuc6e9Yoz0tOVNn++0hYulL1zZzljY2WtX7/sEwYAoByg2AMAAIByz+x0KnDQIDljY5Xx449Ki4tT7q+/ege6XMpYu1YZa9fK/5pr5OzfX7bWrenrAwCoVCj2AAAA4Kph8vOTo1s32bt2VfaePUpbtEhZ27YVGpu9Z4+y9+yRpWZNOWNi5IiKksnfv4wzBgCg7FHsAQAAwFXHZDLJ1ry5bM2bK/fYMaXFxyt99WopJ8crNu/4cSVPm6aU2bPl7N1bjj59ZAkJ8UHWAACUDYo9AAAAuKr5hYcr5JZbFDRihNKWLVP60qVyJSd7xRlpaUqdN0+pBX19+veXtU4dH2QMAEDpotgDAACACsEcGKigoUMVOGCAMtavz+/r89tv3oG5ucpYvVoZq1fLv2VLOWNjZWvVSiaTqeyTBgCgFFDsAQAAQIVislrl6N5d9qgoZe/apbS4OGXt2FFobPauXcretUt+tWrJGRsre9euMlmtZZwxAAAly6e3JZgyZYratm2r4OBgBQcHKyoqSj/88IMk6fTp03rooYfUvHlz2e121a9fXw8//LCSkpI8jnHo0CENHTpUDodDYWFheuyxx5Sbm+uL0wEAAEA5YjKZZIuIUNWHH1b1Z56RPTpa8iv8b525R48q6fPPlThxolK++055hVwGBgDA1cKnK3vq1q2rf/zjH2rWrJkMw9Cnn36qESNGaNOmTTIMQ0eOHNErr7yiiIgIHTx4UPfdd5+OHDmiGTNmSJLy8vI0dOhQhYeHa9WqVTp69KjGjRsnq9WqF1980ZenBgAAgHLEWru2QseNU9DIkUov6OuTmuoV50pJUer33yt1/nzZu3WTMyZG1tq1fZAxAACXz6fFnmHDhnlsv/DCC5oyZYrWrFmju+66SzNnznTva9KkiV544QXdeuutys3NlZ+fnxYuXKidO3cqLi5ONWvWVPv27fX888/rL3/5i5599ln5c2tNAAAAnMMSHKygYcMUOHCgMtaty+/rc/Sod2BurjJWrlTGypWytW4tZ2ys/Fu0oK8PAOCqUG569uTl5Wn69OlKS0tTVFRUoTFJSUkKDg6W3+/Lb1evXq02bdqoZs2a7piBAwfq/vvv144dO9ShQ4dCj5OVlaWsrCz3dvLvy3RzcnKUU8jtOoGKoGBuM8dRkTHPURkwz0uIySRr164K6dxZObt2KWPxYuXs3l1oaNb27cravl2WOnVk79tXtshI+vqUMuY5KgPmN0qTz4s927ZtU1RUlDIzMxUYGKhZs2YpIiLCK+7kyZN6/vnnNWHCBPfYsWPHPAo9ktzbx44du+BzTp48WZMmTfIanzt3rhwOx+WeCnBVmD17tq9TAEod8xyVAfO8hNWqJWdQkOr9+qvCEhNlNgyvkLzfflPqF1/o1Ndf67c6dXSkdm3lUvQpVcxzVGTp6em+TgEVmMkwCvkkK0PZ2dk6dOiQkpKSNGPGDH344YdatmyZR8EnOTlZ/fv3V9WqVTVnzhxZf/9QnTBhgg4ePKgFCxa4Y9PT0+V0OjVv3jwNHjy40OcsbGVPvXr1dPToUVWrVq2UzhTwrZycHM2ePVsjRoxwfw8BFQ3zHJUB87z0uZKSlLF8uTJXrJBxsV/GrFYFdOsme58+spz3B0hcGeY5KoNTp06pVq1a7itYgJLk85U9/v7+atq0qSQpMjJS69ev15tvvqn33ntPkpSSkqJBgwYpKChIs2bN8nizDw8P17p16zyOd/z4cfe+C7HZbLLZbF7jVquVDxNUeMxzVAbMc1QGzPNSVL26bNddJ+Paa5W+erXS4uOV9/vPmB5ycpS5YoUyV6yQrW3b/L4+11xDX58SxDxHRcbcRmnyebHnfC6Xy73qJjk5WQMHDpTNZtOcOXMUEBDgERsVFaUXXnhBiYmJCgsLkyQtWrRIwcHBhV4KBgAAABSVyd9fzt695ejZU1nbtiktLk7Ze/YUGpu1dauytm6VX/36CoyNVUCnTjJZLGWcMQAA+Xxa7Jk4caIGDx6s+vXrKyUlRdOmTdPSpUu1YMECJScna8CAAUpPT9cXX3yh5ORkdyPlGjVqyGKxaMCAAYqIiNBtt92ml19+WceOHdNTTz2lBx54oNCVOwAAAEBxmcxmBbRrp4B27ZRz8KBS4+KU+eOPksvlFZt76JDOfvyxzN98I2ffvnL07Cmz0+mDrAEAlZlPiz2JiYkaN26cjh49qpCQELVt21YLFixQ//79tXTpUq1du1aS3Jd5Fdi/f78aNmwoi8Wi77//Xvfff7+ioqLkdDo1fvx4Pffcc744HQAAAFRw1gYNVOWuu5R33XVKW7JE6Rfo6+M6e1Yps2Ypdd482bt3lzMmRn41avggYwBAZeTTYs9HH310wX19+vRRUXpHN2jQQPPmzSvJtAAAAICLslSpouDrrlPgkCHKWLUqv6/PyZNecUZWltKXLFH60qWytWunwP79ZW3ShL4+AIBSVe569gAAAABXC3NAgJz9+snRp4+ytmxRalyccn7+2TvQMJS1ebOyNm+WtWFDOWNjFdCxI319AAClgmIPAAAAcIVMZrMCOnRQQIcOyt6/X2lxccrcuLHQvj45Bw7o7IcfylK1qhz9+snRo4fMdrsPsgYAVFQUewAAAIAS5N+okfzvuUe5p07lX8K1YoWMzEyvuLzTp5UyY4ZSv/9ejuhoOfr1k1/16j7IGABQ0VDsAQAAAEqBX7VqCh4zRoFDhyo9IUHpixcr79QprzgjM1Np8fFKW7xYAR07ytm/v/wbNfJBxgCAioJiDwAAAFCKzHa7AmNj5ezbV5mbNytt0SLl7N/vHWgYytywQZkbNsjapEl+X5/27WUym8s+aQDAVY1iDwAAAFAGTBaL7JGRskdGKnvfvvy+Pps2SYXcgTZn3z6d3bdPlurV5ezXT/boaJkDAnyQNQDgakSxBwAAAChj/k2ayL9JE+WeOKG0xYuVkZAgIyvLKy7v5Eklf/21Ur77To6ePeXs21eWqlV9kDEA4GpCsQcAAADwEb8aNRRyww0KGjZM6StWKG3JErnOnPGKMzIylLZwodLi4hQQGSlnbKz8GzYs+4QBAFcFij0AAACAj5kdDgUOHChnbKwyN2zI7+tz6JB3oMulzPXrlbl+vfybNZMzNla2tm3p6wMA8ECxBwAAACgnTBaL7F26KKBzZ2Xv3au0uDhlbd1aaF+f7L17lb13ryxhYXLGxMgeFSWzzeaDrAEA5Q3FHgAAAKCcMZlMsl1zjWzXXKPc48eVFh+v9FWrpJwcr9i8xEQl/+c/Spk9W45evfL7+oSGln3SAIByg2IPAAAAUI751aypkJtvVtCIEUpfvjy/r09SkleckZ6utPnzlbZokeydO8sZGytrvXo+yBgA4GsUewAAAICrgNnpVODgwXL276+M9euVFhen3MOHvQPz8pSxZo0y1qyRf/PmcvbvL1urVvT1AYBKhGIPAAAAcBUx+fnJERUle7duyt69O7+vz7ZthcZm796t7N27ZQkPV2BMjOzdusnk71/GGQMAyhrFHgAAAOAqZDKZZGvRQrYWLZRz9KjS4+OVvmZN4X19jh1T0pdf5vf16d1bjt69ZQkJ8UHWAICyQLEHAAAAuMpZa9VSyK23KvD3vj7pS5bIlZLiFedKTVXq3LlKXbBA9i5d8vv61Knjg4wBAKWJYg8AAABQQViCghQ0dKgCBwxQxrp1+X19jhzxDszNVcaqVcpYtUr+EREKjI2Vf0SETCZT2ScNAChxFHsAAACACsZktcoRHS179+7K3rVLqYsWKXvnzkJjs3fu1OmdO+VXu7acsbGytWypxIkTPWLCXnlFlqCgskgdAFACKPYAAAAAFZTJZJItIkK2iAjl/Pab0uLjlbF2rZSb6xWbe+SIkj77TCan0weZAgBKEsUeAAAAoBKw1qmj0HHjFDRypNKXLlX6smVypaZ6xRlpaV5j5/b/YYUPAJR/FHsAAACASsQSHKyg4cMVOGiQMtasUWpcnPKOH7/oY05OmuT+/1rvvVfaKQIArhDFHgAAAKASMvn7y9Grl+w9eihrxw6deestX6cEACghZl8nAAAAAMB3TGazAtq08XUaAIASRLEHAAAAAACgAuEyLgAAAAAKe+UVSfnNmM/t0VPAHhWloNGjyzotAMBlYGUPAAAAAFmCgmQJCpL5Anfbyty8WWabrYyzAgBcDoo9AAAAAC7JyMhQ5ubNvk4DAFAEFHsAAAAAuFmCglTrvfdU67335N+ihce+9JUrfZQVAKA4KPYAAAAAKJQjOtpjO3v3buWeOOGjbAAARUWxBwAAAEChAjp0kMnh8BjLWLXKR9kAAIqKYg8AAACAQpmsVtm7dPEYS1+9WobL5aOMAABFQbEHAAAAwAU5evTw2HadOaOsnTt9lA0AoCgo9gAAAAC4IGu9evKrX99jLCMhwUfZAACKgmIPAAAAgIs6v1Fz5pYtyktJ8VE2AIBLodgDAAAA4KLsXbpIVuv/BvLylLFmje8SAgBcFMUeAAAAABdldjgU0KGDx1hGQoIMw/BRRgCAi6HYAwAAAOCSzm/UnHv0qHL27/dRNgCAi6HYAwAAAOCS/Js1k6V6dY+xdBo1A0C5RLEHAAAAwCWZzGbZz2/UvH69XJmZPsoIAHAhFHsAAAAAFIkjKkoymdzbRlaWMjds8GFGAIDCUOwBAAAAUCSWKlVka9XKY4xLuQCg/KHYAwAAAKDIzr+UK2ffPuUeO+ajbAAAhaHYAwAAAKDIAtq2lTkoyGOM1T0AUL5Q7AEAAABQZCY/P9m7dfMYy1izRkZeno8yAgCcj2IPAAAAgGKxd+/use1KTlbWtm0+ygYAcD6KPQAAAACKxVq7tqyNGnmMcSkXAJQfFHsAAAAAFJujRw+P7azt25WXlOSjbAAA56LYAwAAAKDYAjp1kslm+9+Ay6WM1at9lxAAwI1iDwAAAIBiMwcEKCAy0mMsPSFBhmH4KCMAQAGKPQAAAAAuiyM62mM7LzFR2Xv3+igbAEABij0AAAAALou1SRNZatb0GMugUTMA+BzFHgAAAACXxWQyea3uydiwQa6MDB9lBACQKPYAAAAAuAL2qCjJfM6vFTk5yli/3ncJAQAo9gAAAAC4fJbgYNnatvUY41IuAPAtij0AAAAArsj5l3LlHDignN9+81E2AACKPQAAAACuiK1VK5lDQjzG0leu9FE2AACKPQAAAACuiMliye/dc46MtWtl5OT4KCMAqNwo9gAAAAC4YudfymWkpSlz61YfZQMAlRvFHgAAAABXzC8sTP7XXOMxlsGlXADgExR7AAAAAJQI+3mre7J27VLe6dM+ygYAKi+KPQAAAABKhL1jR5kCAv43YBhKX7XKdwkBQCVFsQcAAABAiTD5+8vepYvHWMaqVTJcLh9lBACVE8UeAAAAACXm/Eu58k6dUvbu3T7KBgAqJ4o9AAAAAEqMtUED+dWp4zGWnpDgo2wAoHKi2AMAAACgxJhMJq/bsGdu2iRXWpqPMgKAyodiDwAAAIASZe/aVfLz+99Abq4y1q71XUIAUMlQ7AEAAABQosyBgQpo185jLD0hQYZh+CgjAKhcKPYAAAAAKHGOHj08tnMPH1buoUM+ygYAKheKPQAAAABKnH+LFrJUreoxRqNmACgbPi32TJkyRW3btlVwcLCCg4MVFRWlH374wb0/MzNTDzzwgKpVq6bAwECNHj1ax48f9zjGoUOHNHToUDkcDoWFhemxxx5Tbm5uWZ8KAAAAgHOYzGbZu3f3GMtYt05GdraPMgKAysOnxZ66devqH//4hzZs2KAff/xR/fr104gRI7Rjxw5J0qOPPqrvvvtO06dP17Jly3TkyBFdd9117sfn5eVp6NChys7O1qpVq/Tpp59q6tSpevrpp311SgAAAAB+Z+/eXTKZ3NtGRoYyNm70YUYAUDn4tNgzbNgwDRkyRM2aNdM111yjF154QYGBgVqzZo2SkpL00Ucf6bXXXlO/fv0UGRmpTz75RKtWrdKaNWskSQsXLtTOnTv1xRdfqH379ho8eLCef/55vf3228rmLwYAAACAT/lVqyb/Fi08xjK4lAsASp3fpUPKRl5enqZPn660tDRFRUVpw4YNysnJUWxsrDumRYsWql+/vlavXq1u3bpp9erVatOmjWrWrOmOGThwoO6//37t2LFDHTp0KPS5srKylJWV5d5OTk6WJOXk5CgnJ6eUzhDwrYK5zRxHRcY8R2XAPMfVxtatm7J37XJvZ+/Zo8wjR2SpUeOCj2GeozJgfqM0+bzYs23bNkVFRSkzM1OBgYGaNWuWIiIitHnzZvn7+ys0NNQjvmbNmjp27Jgk6dixYx6FnoL9BfsuZPLkyZo0aZLX+Ny5c+VwOK7wjIDybfbs2b5OASh1zHNUBsxzXC1MLpe6+/nJek5fzc2ffKL9jRtf8rHMc1Rk6enpvk4BFZjPiz3NmzfX5s2blZSUpBkzZmj8+PFatmxZqT7nxIkT9cc//tG9nZycrHr16mno0KGqVq1aqT434Cs5OTmaPXu2RowYIavV6ut0gFLBPEdlwDzH1SjVbFbm0qXu7UbJyep43XUymQvvKsE8R2Vw6tQpX6eACsznxR5/f381bdpUkhQZGan169frzTff1A033KDs7GydPXvWY3XP8ePHFR4eLkkKDw/XunXrPI5XcLeugpjC2Gw22Ww2r3Gr1cqHCSo85jkqA+Y5KgPmOa4mgT17ehR7XGfPyrVnjwLatLno45jnqMiY2yhNPm3QXBiXy6WsrCxFRkbKarUqPj7evW/37t06dOiQoqKiJElRUVHatm2bEhMT3TGLFi1ScHCwIiIiyjx3AAAAAN6sdevK2qCBxxiNmgGg9Ph0Zc/EiRM1ePBg1a9fXykpKZo2bZqWLl2qBQsWKCQkRHfddZf++Mc/qmrVqgoODtZDDz2kqKgodevWTZI0YMAARURE6LbbbtPLL7+sY8eO6amnntIDDzxQ6ModAAAAAL5hj45WzsGD7u3MLVuUl5wsS3CwD7MCgIrJpyt7EhMTNW7cODVv3lwxMTFav369FixYoP79+0uSXn/9dV177bUaPXq0evXqpfDwcH3zzTfux1ssFn3//feyWCyKiorSrbfeqnHjxum5557z1SkBAAAAKIS9c2fp3MtWXC5lrF3ru4QAoALz6cqejz766KL7AwIC9Pbbb+vtt9++YEyDBg00b968kk4NAAAAQAkyOxyyd+zoUeDJSEiQMzZWJpPJh5kBQMVT7nr2AAAAAKiY7NHRHtu5R48q55dffJQNAFRcFHsAAAAAlAn/a66RpUYNj7F0GjUDQImj2AMAAACgTJhMJjm6d/cYy/zxR7kyM32UEQBUTBR7AAAAAJQZe1SUdE6PHiMrS5kbNvgwIwCoeCj2AAAAACgzlipVZGvd2mOMS7kAoGRR7AEAAABQphznNWrO2bdPOUeP+igbAKh4KPYAAAAAKFO2tm1lDgryGMtgdQ8AlBiKPQAAAADKlMlikb1bN4+xjDVrZOTl+SgjAKhYKPYAAAAAKHOOHj08tl0pKcrautVH2QBAxUKxBwAAAECZ8wsPl7VJE48xGjUDQMmg2AMAAADAJ85v1Jy1fbvyzp71TTIAUIFQ7AEAAADgEwGRkTLZbP8bMAxlrF7tu4QAoIK4rGLPoUOHtGLFCi1YsEAbN25UVlZWSecFAAAAoIIzBwQooFMnj7H0VatkGIaPMgKAisGvqIEHDhzQlClT9N///leHDx/2eAP29/dXz549NWHCBI0ePVpmMwuGAAAAAFyaIzra47breYmJyv35Zx9mBABXvyJVZR5++GG1a9dO+/fv19///nft3LlTSUlJys7O1rFjxzRv3jz16NFDTz/9tNq2bav169eXdt4AAAAAKgBr48byq1XLYyyTS7kA4IoUaWWP0+nUL7/8omrVqnntCwsLU79+/dSvXz8988wzmj9/vn799Vd17ty5xJMFAAAAULGYTCbZu3dXysyZ7rGsTZtk6drVh1kBwNWtSMWeyZMnF/mAgwYNuuxkAAAAAFQ+9m7dlDJrluRy5Q/k5Kjm8eO+TQoArmLFbq6TkZGh9PR09/bBgwf1xhtvaMGCBSWaGAAAAIDKwRIcLFvbth5j4ceO+SgbALj6FbvYM2LECH322WeSpLNnz6pr16569dVXNXLkSE2ZMqXEEwQAAABQ8Tl69PDYDk5JUe5vv/koGwC4uhW72LNx40b17NlTkjRjxgzVrFlTBw8e1GeffaZ//etfJZ4gAAAAgIrPFhEhc2ioxxiNmgHg8hS72JOenq6goCBJ0sKFC3XdddfJbDarW7duOnjwYIknCAAAAKDiM1ksskdFeYxlrVsnIyfHRxkBwNWr2MWepk2b6ttvv9Wvv/6qBQsWaMCAAZKkxMREBQcHl3iCAAAAACoHR3S0x7aRnq7MzZt9kwwAXMWKXex5+umn9ec//1kNGzZU165dFfV79X3hwoXq0KFDiScIAAAAoHLwq1FD/tdc4zGWnpDgo2wA4OpVpFuvn2vMmDHq0aOHjh49qnbt2rnHY2JiNGrUqBJNDgAAAEDlYo+OVvaePe7t7J9+Uu6pU/KrVs2HWQHA1aXIK3vq16+vBx98UAsXLlT16tXVoUMHmc3/e3iXLl3UokWLUkkSAAAAQOVg79hRJrv9fwOGoYxVq3yXEABchYpc7Pn8889ls9n0wAMPqHr16rrhhhv05Zdf6uzZs6WYHgAAAIDKxOTvL1unTh5jGatWyXC5fJQRAFx9ilzs6d27t1599VXt3btXCQkJat++vf79738rPDxc/fr10xtvvKFffvmlNHMFAAAAUAkEnHdXrrzTp5X9008+ygYArj7FbtAsSa1atdLEiRO1Zs0aHThwQDfddJPi4+PVunVrtW7dWnPnzi3pPAEAAABUEpZ69ZTqdHqM0agZAIrusoo95woPD9c999yj7777TidPntTzzz8vm81WErkBAAAAqIRMJpOO1qrlMZa5ebNcqak+yggAri5XXOwpkJubq5MnT2rUqFGKjY0tqcMCAAAAqISO16wp+Z1z8+DcXGWsW+e7hADgKlJixZ4dO3aoUaNGJXU4AAAAAJVYrtUq/3btPMbSExJkGIaPMgKAq0eJFXsAAAAAoCSd36g59/Bh5Rw86KNsAODq4XfpkHwdO3a86P6MjIwrTgYAAAAAClivuUaWatWUd+qUeywjIUH+DRv6LikAuAoUudizc+dO3XjjjRe8VOvo0aPas2dPiSUGAAAAoHIzmc2yR0Up9fvv3WMZ69Yp+PrrZfL392FmAFC+FbnY07p1a3Xt2lX3339/ofs3b96sDz74oMQSAwAAAABHdLRS586Vfu/VY2RmKmPjRjm6dfNxZgBQfhW5Z090dLR27959wf1BQUHq1atXiSQFAAAAAJJkqVpV/i1beoxlJCT4KBsAuDoUeWXPm2++edH9TZo00ZIlS644IQAAAAA4lyM6Wtk7d7q3s/fsUW5iovzCwnyYFQCUX9yNCwAAAEC5FtCunUxOp8dYOqt7AOCCilTsOXToULEO+ttvv11WMgAAAABwPpPVKnvXrh5jGatXy8jL81FGAFC+FanY07lzZ917771av379BWOSkpL0wQcfqHXr1po5c2aJJQgAAAAAjh49PLZdSUnK2rHDR9kAQPlWpJ49O3fu1AsvvKD+/fsrICBAkZGRql27tgICAnTmzBnt3LlTO3bsUMeOHfXyyy9ryJAhpZ03AAAAgErEWqeOrA0bKufAAfdYekKCAtq29V1SAFBOFWllT7Vq1fTaa6/p6NGjeuutt9SsWTOdPHlSe/fulSTdcsst2rBhg1avXk2hBwAAAECpsEdHe2xnbd2qvORkH2UDAOVXke/GJUl2u11jxozRmDFjSisfAAAAACiUvXNnJX/9tZSTkz/gciljzRoFDhjg28QAoJzhblwAAAAArgpmu132yEiPsfSEBBmG4aOMAKB8otgDAAAA4Kpx/qVceceOKeeXX3yUDQCUTxR7AAAAAFw1/Js1kyUszGMsPSHBR9kAQPlEsQcAAADAVcNkMslx3uqezB9/lCsz00cZAUD5Q7EHAAAAwFXFHhUlmf/3q4yRlaXMH3/0YUYAUL4U6W5cc+bMKfIBhw8fftnJAAAAAMClWEJCZGvdWllbt7rH0hMS5OjRw4dZAUD5UaRiz8iRIz22TSaTR8d7k8nk/v+8vLySyQwAAAAALsARHe1R7Mn55RflHD0qa61aPswKAMqHIl3G5XK53P8WLlyo9u3b64cfftDZs2d19uxZzZs3Tx07dtT8+fNLO18AAAAAkK1NG5mDgz3GMmjUDACSiriy51yPPPKI3n33XfU4Z4nkwIED5XA4NGHCBO3atatEEwQAAACA85ksFtm7dVPawoXusYw1axQ0cqRMfsX+NQcAKpRiN2jet2+fQkNDvcZDQkJ04MCBEkgJAAAAAC7t/LtyuVJSlHnOpV0AUFkVu9jTuXNn/fGPf9Tx48fdY8ePH9djjz2mLl26lGhyAAAAAHAhfuHhsjZp4jHGpVwAcBnFno8//lhHjx5V/fr11bRpUzVt2lT169fXb7/9po8++qg0cgQAAACAQp2/uidrxw7lnTnjo2wAoHwo9sWsTZs21datW7Vo0SL99NNPkqSWLVsqNjbW465cAAAAAFDaAiIjlfzVVzKysvIHDEPpq1craMgQ3yYGAD50WZ3LTCaTBgwYoAEDBpR0PgAAAABQZOaAAAV07qyMlSvdYxkJCQocNEgmc7EvZACACuGyij3x8fGKj49XYmKiXC6Xx76PP/64RBIDAAAAgKJwREd7FHvyTp5U9t69sjVv7sOsAMB3il3qnjRpkgYMGKD4+HidPHlSZ86c8fgHAAAAAGXJ2qiR/GrV8hijUTOAyqzYK3veffddTZ06Vbfddltp5AMAAAAAxWIymWSPjlbKjBnusYyNGxV8440yOxw+zAwAfKPYK3uys7PVvXv30sgFAAAAAC6LvVs3yWL530BOjjLWr/ddQgDgQ8Uu9tx9992aNm1aaeQCAAAAAJfFEhSkgHbtPMbO7eMDAJVJsS/jyszM1Pvvv6+4uDi1bdtWVqvVY/9rr71WYskBAAAAQFHZo6OVuXGjezvn0CHl/PqrrPXq+TArACh7xS72bN26Ve3bt5ckbd++3WOfyWQqkaQAAAAAoLhsEREyV6ki1zk3jklPSFDIjTf6MCsAKHvFLvYsWbKkNPIAAAAAgCtiMpvliIpS6rx57rGMtWsVPHq0TOddkQAAFVmxe/ac6/Dhwzp8+HBJ5QIAAAAAV8R+3s1kjPR0ZW7e7JtkAMBHil3scblceu655xQSEqIGDRqoQYMGCg0N1fPPPy+Xy1UaOQIAAABAkfjVqCH/5s09xtITEnyUDQD4RrEv4/rrX/+qjz76SP/4xz8UHR0tSVq5cqWeffZZZWZm6oUXXijxJAEAAACgqBzR0crevdu9nb1rl3JPnpRf9eo+zAoAyk6xiz2ffvqpPvzwQw0fPtw91rZtW9WpU0d/+MMfKPYAAAAA8KmADh1ksttlZGS4xzJWrVLQOb/DAEBFVuzLuE6fPq0WLVp4jbdo0UKnT58u1rEmT56szp07KygoSGFhYRo5cqR2n1OBl6Rjx47ptttuU3h4uJxOpzp27KiZM2d65XTLLbcoODhYoaGhuuuuu5SamlrcUwMAAABQAZj8/WXv0sVjLH3VKhm0nQBQSRS72NOuXTu99dZbXuNvvfWW2rVrV6xjLVu2TA888IDWrFmjRYsWKScnRwMGDFBaWpo7Zty4cdq9e7fmzJmjbdu26brrrtPYsWO1adMmd8wtt9yiHTt2aNGiRfr++++1fPlyTZgwobinBgAAAKCCcPTo4bHtOnNG2bt2+SgbAChbxb6M6+WXX9bQoUMVFxenqKgoSdLq1av166+/at45tzgsivnz53tsT506VWFhYdqwYYN69eolSVq1apWmTJmiLr9X5p966im9/vrr2rBhgzp06KBdu3Zp/vz5Wr9+vTp16iRJ+ve//60hQ4bolVdeUe3atYt7igAAAACuctb69eVXr55yf/3VPZaekCBbq1Y+zAoAykaxiz29e/fW7t279c477+inn36SJF133XX6wx/+cMWFlaSkJElS1apV3WPdu3fXV199paFDhyo0NFRff/21MjMz1adPH0n5habQ0FB3oUeSYmNjZTabtXbtWo0aNcrrebKyspSVleXeTk5OliTl5OQoJyfnis4BKK8K5jZzHBUZ8xyVAfMclUFJzXNbt24exZ7MzZuVdeaMzIGBV3RcoCTwPo7SVOxijyTVqVOnxBsxu1wuPfLII4qOjlbr1q3d419//bVuuOEGVatWTX5+fnI4HJo1a5aaNm0qKb+nT1hYmMex/Pz8VLVqVR07dqzQ55o8ebImTZrkNT537lw5HI4SPCug/Jk9e7avUwBKHfMclQHzHJXBlc5zv5wcdTeZZDaM/IG8PK398EP9VrduCWQHXJn09HRfp4AKrNjFnk8++USBgYG6/vrrPcanT5+u9PR0jR8//rISeeCBB7R9+3atXLnSY/xvf/ubzp49q7i4OFWvXl3ffvutxo4dqxUrVqhNmzaX9VwTJ07UH//4R/d2cnKy6tWrp6FDh6patWqXdUygvMvJydHs2bM1YsQIWa1WX6cDlArmOSoD5jkqg5Kc5ymZmcrasMG93SI9Xd1Gj5bJZLrSNIErcurUKV+ngAqs2MWeyZMn67333vMaDwsL04QJEy6r2PPggw+6GyvXPafKvm/fPr311lvavn27Wv1+bW27du20YsUKvf3223r33XcVHh6uxMREj+Pl5ubq9OnTCg8PL/T5bDabbDab17jVauWHJlR4zHNUBsxzVAbMc1QGJTHPnT17ehR78o4ckY4ckbVhwyvMDrgyvIejNBX7blyHDh1So0aNvMYbNGigQ4cOFetYhmHowQcf1KxZs7R48WKv4xYsazObPdO0WCxy/X7bxKioKJ09e1YbznkDX7x4sVwul7p27VqsfAAAAABULP7Nm8tSvbrHWEZCgo+yAYCyUexiT1hYmLZu3eo1vmXLlmJfAvXAAw/oiy++0LRp0xQUFKRjx47p2LFjysjIkCS1aNFCTZs21b333qt169Zp3759evXVV7Vo0SKNHDlSktSyZUsNGjRI99xzj9atW6eEhAQ9+OCDuvHGG7kTFwAAAFDJmcxm2bt39xjLWLdORna2jzICgNJX7GLPTTfdpIcfflhLlixRXl6e8vLytHjxYv3f//2fbrzxxmIda8qUKUpKSlKfPn1Uq1Yt97+vvvpKUv6ytnnz5qlGjRoaNmyY2rZtq88++0yffvqphgwZ4j7Ol19+qRYtWigmJkZDhgxRjx499P777xf31AAAAABUQI6oKOmcHj1GZqYyzrkyAAAqmmL37Hn++ed14MABxcTEyM8v/+Eul0vjxo3Tiy++WKxjGQVd8S+iWbNmmjlz5kVjqlatqmnTphXruQEAAABUDpaqVWWLiFDWjh3usYyEhPwiEABUQMUu9vj7++urr77S888/ry1btshut6tNmzZq0KBBaeQHAAAAAFfMHh3tUezJ3rtXucePy69mTR9mBQClo9jFngINGzaUYRhq0qSJe4UPAAAAAJRHAe3ayRwYKFdqqnssfdUqBY8a5cOsAKB0FLtnT3p6uu666y45HA61atXKfQeuhx56SP/4xz9KPEEAAAAAuFImPz/Zz7tbb8bq1TLy8nyUEQCUnmIvyZk4caK2bNmipUuXatCgQe7x2NhYPfvss3riiSdKNEEAAAAAKAn26Gilxce7t11JScravl0B7dr5MCugcHl5ecrJyfF1GihHLBaL/Pz8ZDqn4fyFFLvY8+233+qrr75St27dPJ6gVatW2rdvX3EPBwAAAABlwlqnjqwNGyrnwAH3WHpCAsUelDupqak6fPhwkW5qhMrF4XCoVq1a8vf3v2hcsYs9J06cUFhYmNd4WlpakapLAAAAAOArjuhoJZ1T7Mnatk15SUmyhIT4LingHHl5eTp8+LAcDodq1KjB79mQlH838+zsbJ04cUL79+9Xs2bNZDZfuDNPsYs9nTp10ty5c/XQQw9Jknviffjhh4ri1oUAAAAAyrGAzp2VPH26jOzs/AGXSxlr1ihw4EDfJgb8LicnR4ZhqEaNGrLb7b5OB+WI3W6X1WrVwYMHlZ2drYCAgAvGFrvY8+KLL2rw4MHauXOncnNz9eabb2rnzp1atWqVli1bdkWJAwAAAEBpMtvtCoiMVMbq1e6x9IQEOQcMYAUFyhXmIwpzsdU8HnHFPXCPHj20efNm5ebmqk2bNlq4cKHCwsK0evVqRUZGFjtRAAAAAChLjuhoj+2848eVQ/9RABVIsVf2SFKTJk30wQcflHQuAAAAAFDqrE2bylKzpvKOH3ePpSckyL9pUx9mBVy5vJQUJf75zx5jYa+8IktQUJnmceDAATVq1EhnzpxRaGhoiR77xRdf1LZt2/Sf//xHUv4KqE2bNql9+/Yl+jyFefbZZ7V582Z9++23l4wt6mtQWq9VsVf2bNy4Udu2bXNvz549WyNHjtSTTz6p7ILrXgEAAACgnDKZTHJ07+4xlrlhg1yZmT7KCEBhpk6d6lXEefLJJ92FHl9KTEzULbfcorp16yo4OFgdOnTQnDlzfJ2WW7GLPffee6/27NkjSfrll190ww03yOFwaPr06Xr88cdLPEEAAAAAKGn2qCjpnN4XRlaWMn/80YcZAd4Ml0t5KSmX/Jdz9Khyjh5V7rFjXsfIPXbMvb8ox8pLSZHhcvngbK8uqamp6tChg9asWaOzZ8/queee00033aSdO3f6OjVJl3EZ1549e9yVtenTp6t3796aNm2aEhISdOONN+qNN94o4RQBAAAAoGRZQkJka9NGWVu2uMfSV66Uo0cPH2YFeHKlpXldllVcp195pdiPKeqlX6mpqXriiSc0Z84cZWZmatCgQfr3v//tFbdw4UI9+eST2rt3rxwOh0aNGqVXX33Vfbex1157TW+88YbOnDmjatWq6amnnlJkZKTuu+8+5eTkKDAwUJK0c+dOffzxxxe8lGrPnj0aPHiwHn30UT344IPq06ePoqKitHHjRq1atUrNmjXTp59+qjZt2kiSGjZsqD/84Q/65ptvtGPHDnXs2FFffPGF6tWrd8lzb9y4sf58ztdm2LBhat68udasWaOIiAiv+EWLFulPf/qT9u/fL4fDoeuuu05Tpkxx7//uu+80adIknTx5UiNHjtQHH3wgq9V6yTwupNgrewzDkOv3Kl9cXJyGDBkiSapXr55Onjx52YkAAAAAQFk6v1Fzzv79yjlyxEfZAFefO++8U6dPn9bWrVu1f/9+5eTk6MEHH/SKs9vt+uCDD3T69GklJCRoyZIleu211yTlF2ieeuopLVy4UCkpKVq7dq26dOmiDh066N1331WbNm2Umpqq1NRU1a9f/4K5rFu3Tv369dPkyZM9cvj888/18ssv68yZM+rUqZMeeughj8d98cUX+s9//qMTJ07I6XTqb3/722W9FomJidq1a5fatm1b6P7x48frscceU0pKin755RfddtttHvt/+OEHbdq0STt37lR8fLy+/PLLy8qjQLGLPZ06ddLf//53ff7551q2bJmGDh0qSdq/f79q1qx5RckAAAAAQFmxtW4tc3Cwx1hGQoKPsgGuLidOnNDMmTP19ttvKzQ0VE6nU88995y++uor5eXlecT27NlTHTp0kMViUePGjXXvvfdq6dKlkiSLxSLDMLRjxw5lZGSoZs2aFyyYXMj8+fM1cuRIffbZZxo7dqzHvltvvVXt2rWTn5+fxo8frw0bNnjs/8Mf/qBGjRopICBAt9xyi9f+osjOztaNN96osWPHqlOnToXGWK1W/fzzz+6iUvfz+oY9/fTTCgoKUu3atTVo0KDLyuNcxS72vPHGG9q4caMefPBB/fWvf1XT3zvWz5gxwytZAAAAACivTBZLfu+ec2SsWSMjN9dHGQFXjwMHDsjlcqlRo0YKDQ1VaGioOnfuLLPZrGPn9Q5av369YmNjVbNmTQUHB+vJJ590XxnUpEkTffrpp3rrrbdUs2ZNDRgwQJs3by5WLm+88Yb69u2rfv36ee0LDw93/7/T6VRqaupF96ekpEjKv+tXYGCgAgMDNXjw4As+d3Z2tsaMGSOHw3HRu5bPmjVL27dvV/PmzdWhQwd9/fXXRcrjchW7Z0/btm097sZV4J///KcsFssVJQMAAAAAZckRHa20BQvc267UVGVu3Sp7x44+zArIZ3Y6FVaEnjuu3wsYrtRUrx49Vf/8Z5l/73lT8N+iPO+l1KtXT2azWUeOHJHD4fDYd+DAAY/tm266SXfccYdmz54tp9OpN954Q1OnTnXvHzt2rMaOHauMjAw9/fTTuu2227Rt2zaZzUVbnzJt2jT9+c9/1kMPPVRoz6DL8eSTT+rJJ5+8aEx2drauv/56ZWdna/bs2fL3979gbMeOHTVz5ky5XC59++23Gjt2rHr37l0iuRam2Ct7LiQgIOCKmgcBAAAAQFnzq1lT/r9frVCAS7lQXpjMZlmCgi75z1qrlqy1asnvnNUhBfzCw937i3IsS1CQTEUosoSHh2vkyJF68MEH3at0jh07plmzZnnFJicnuy/12rVrl0dj4t27d2vRokXKyMiQv7+/AgMD5eeXvy6lZs2aOnr0qDIyMi6aS9WqVRUfH6/Vq1fr/vvvl2EYl8z/SuXk5Gjs2LFKS0vTt99+K5vNdsHY7Oxsff755zpz5ozMZrNCQ0MlyX2epaHEij0AAAAAcDWyn3cHrqwdO5R35oyPsgGuHlOnTnVfvhUcHKyePXsW2mvmvffe0yuvvKLAwEDdd999uvHGG937srOz9be//U01a9ZUtWrVtHjxYveqn379+qlbt26qU6eOQkNDdejQoQvmUqVKFcXFxWnjxo2aMGFCqRd8Vq1apdmzZyshIUHVq1d3X/L14osvFho/bdo0NW3aVEFBQXrooYc0bdo0VatWrdTyMxllUfIq55KTkxUSEqKTJ0+W6osN+FJOTo5mzJihMWPGsAoPFRbzHJUB8xyVQVnPc1dWlhIff1xGZqZ7LHD4cAX9fjMaoDScOnVK1atXV1JSkoLPaRSemZmp/fv3u5sGA+cq6vxgZQ8AAACASs1ss8neubPHWMaqVTJcLh9lBABXpljFnpycHDVp0kS7du0qrXwAAAAAoMzZo6M9tvNOnlT2nj0+ygYArkyxij1Wq1WZ5yxtBAAAAICKwNqwofxq1/YYS6dRM4CrVLEv43rggQf00ksvKTc3tzTyAQAAAIAyZzKZvFb3ZG7cKFdamo8yAoDLV+z7fK1fv17x8fFauHCh2rRpI6fT6bH/m2++KbHkAAAAAKCsOLp1U8o330h5efkDubnKWL9ezj59fJoXKifupYTCFHVeFLvYExoaqtGjRxc7IQAAAAAoz8yBgQpo106ZGze6x9ITEij2oExZLBZJ+bckt9vtPs4G5U16erokXfJOhcUu9nzyySeXlxEAAAAAlHP26GiPYk/uoUPK+fVXWevV82FWqEz8/PzkcDh04sQJWa1Wmc3cRBv5K3rS09OVmJio0NBQd1HwQopd7JGk3NxcLV26VPv27dPNN9+soKAgHTlyRMHBwQoMDLysxAEAAADA12wRETJXqSLXmTPusfSVKxVy000+zAqViclkUq1atbR//34dPHjQ1+mgnAkNDVV4ePgl44pd7Dl48KAGDRqkQ4cOKSsrS/3791dQUJBeeuklZWVl6d13372shAEAAADA10xmsxzduyt17lz3WMa6dQoeM0amS1w2AZQUf39/NWvWTNnZ2b5OBeWI1Wq95IqeAsUu9vzf//2fOnXqpC1btqhatWru8VGjRumee+4p7uEAAAAAoFyxn1fsMdLTlblpk+xduvgwK1Q2ZrNZAQEBvk4DV6liX/y3YsUKPfXUU/L39/cYb9iwoX777bcSSwwAAAAAfMGvenX5t2jhMZaekOCjbACg+Ipd7HG5XMoruBXhOQ4fPqygoKASSQoAAAAAfMkRHe2xnf3TT8o9edJH2QBA8RS72DNgwAC98cYb7m2TyaTU1FQ988wzGjJkSEnmBgAAAAA+EdChg0wOh8dYxqpVPsoGAIqn2MWeV199VQkJCYqIiFBmZqZuvvlm9yVcL730UmnkCAAAAABlymS1evXoSV+1SobL5aOMAKDoit2guW7dutqyZYv++9//auvWrUpNTdVdd92lW265RXa7vTRyBAAAAIAy5+jRQ+lLl7q3XWfOKGvnTgW0bu27pACgCIpd7JEkPz8/3XrrrSWdCwAAAACUG9Z69eRXv75yDx1yj2UkJFDsAVDuXVaxZ/fu3fr3v/+tXbt2SZJatmypBx98UC3O61gPAAAAAFczR3S0ks8p9mRu2aK8lBRZuDkNgHKs2D17Zs6cqdatW2vDhg1q166d2rVrp40bN6pNmzaaOXNmaeQIAAAAAD5h79JFslr/N5CXp4y1a32XEAAUQbFX9jz++OOaOHGinnvuOY/xZ555Ro8//rhGjx5dYskBAAAAgC+ZHQ4FdOigzHXr3GMZCQlyxsTIZDL5MDMAuLBir+w5evSoxo0b5zV+66236ujRoyWSFAAAAACUF47oaI/t3CNHlHPggG+SAYAiKHaxp0+fPlqxYoXX+MqVK9WzZ88SSQoAAAAAygv/a66RpXp1j7GMhAQfZQMAl1bsy7iGDx+uv/zlL9qwYYO6desmSVqzZo2mT5+uSZMmac6cOR6xAAAAAHA1M5nNsnfvrtRzftfJWL9eQddfL7PN5sPMAKBwxS72/OEPf5AkvfPOO3rnnXcK3SdJJpNJeXl5V5geAAAAAPieo3t3pX73nWQYkiQjM1OZGzfKERXl48wAwFuxL+NyuVxF+kehBwAAAEBFYalSRbZWrTzGMlau9FE2AHBxxS72AAAAAEBlZD+vUXP2zz8r9/hxH2UDABdGsQcA8P/t3Xl8VPW9//H3bJmZQMIewhIUAQVkX8QAidYieElVern31opoW3v1tkmt8NMCSsWlilq8WitV21rB9lJ9uCBe8KJRKmFfAsgOymJUDBRZEjKZZJI5vz+UgZNEzIQkZ+bM6/l45PHwfOZk8p4+vkLz9pzvAQAA9eAbMEDOlBTTLMBGzQBiEGUPAAAAANSDw+2Wf8QI06x8zRoZbGEBIMZQ9gAAAABAPdW8lStcUqLin/9cX9x+u6pLSy1KBQBmlD0AAAAAUE+ezp3l6d7d6hgAcE5Rlz2bNm3Stm3bIseLFi3ShAkTdM8996iysrJRwwEAAABALKkuLZVv2LA6XwuXlqr66y8AsFLUZc/tt9+uvXv3SpL279+vG264QcnJyXr11Vf1q1/9qtEDAgAAAECsOHLXXSp99dU6Xzv6wAM6ctddOnLXXc2cCgDMoi579u7dq0GDBkmSXn31VWVnZ2vBggWaN2+eXn/99cbOBwAAAAAAgChEXfYYhqFwOCxJeu+99zR+/HhJUkZGho4ePdq46QAAAAAAABCVqMueYcOG6Te/+Y3++te/avny5crJyZEkHThwQB07dmz0gAAAAAAAAKg/d7Tf8NRTT2nSpEl68803de+996pnz56SpNdee00jR45s9IAAAAAAECvS5syR9NVmzEcfeMD8otOp9r/+tZwpKRYkA4Azoi57BgwYYHoa12m//e1v5XK5GiUUAAAAAMQi17mKnHBYFVu3quU11zRfIACoQ9S3cUnSiRMn9Oc//1kzZszQsWPHJEk7d+7UkSNHGjUcAAAAAMSTwIoVMr7e4xQArBJ12bN161b16tVLjz32mObMmaMTJ05Ikt544w3NmDGjsfMBAAAAQMxxpaSo0/PPq92vfmWaVx89qsrduy1KBQBfibrsmTp1qn784x/ro48+ks/ni8zHjx+vgoKCRg0HAAAAALHMc9FFcnfubJoFVqywKA0AfCXqsmfDhg26/fbba827dOmi4uLiRgkFAAAAAPHA4XAoOTvbNAtu2aLqkyctSgQADSh7vF6vSkpKas337t2rDh06NEooAAAAAIgX/hEjJI/nzCAcVvnq1dYFApDwoi57rrvuOj344IMKhUKSvmqyi4qKNG3aNE2cOLHRAwIAAABALHMmJ8s/fLhpFli5ko2aAVgm6rLniSee0KlTp5SWlqby8nJdccUV6tmzp1JSUvTwww83RUYAAAAAiGk1b+WqPnpUlbt2WZQGQKJzR/sNrVq1Un5+vlauXKmtW7fq1KlTGjJkiMaMGdMU+QAAAAAg5nkuvFDurl1V9dlnkVlZQYG8l15qYSoAiSrqsue00aNHa/To0Y2ZBQAAAADi0umNmksWLIjMKrZuVfWJE3K1bm1dMAAJqV5lz9NPP63bbrtNPp9PTz/99DnPveOOOxolGAAAAADEE/9ll6n09ddlVFR8NQiHFVi1Sik5OdYGA5Bw6lX2PPnkk5o0aZJ8Pp+efPLJbzzP4XBQ9gAAAABISE6/X77hw1W+cmVkVr5ypVr+y7/I4Yx6u1QAaLB6lT0HDhyo858BAAAAAGckZ2WZyp7qY8dUsWOHfP37W5gKQKKJql4OhULq0aOHdrGrPAAAAADUknThhXJ362aaBVassCgNgEQVVdnj8XgUDAYb7YfPnj1bw4cPV0pKitLS0jRhwgTt2bOn1nlr1qzRVVddpRYtWig1NVXZ2dkqLy+PvH7s2DFNmjRJqampat26tW699VadOnWq0XICAAAAQH21yMoyHVds3arq48ctSgMgEUV942hubq4ee+wxVVVVnfcPX758uXJzc7V27Vrl5+crFApp7NixKisri5yzZs0aXXPNNRo7dqzWr1+vDRs2KC8vT86z7nmdNGmSduzYofz8fC1evFgFBQW67bbbzjsfAAAAAETLd9llcni9ZwaGocBZt3YBQFOL+tHrGzZs0Pvvv693331X/fv3V4sWLUyvv/HGG/V+r6VLl5qO582bp7S0NBUWFio7O1uSNGXKFN1xxx2aPn165LxLLrkk8s+7du3S0qVLtWHDBg0bNkyS9Pvf/17jx4/XnDlz1Llz52g/IgAAAAA0mNPnk3/ECAUKCiKzwKpVajl+vBwul4XJACSKqMue1q1ba+LEiU2RRSdPnpQktW3bVpJ05MgRrVu3TpMmTdLIkSO1b98+9e7dWw8//LBGjx4t6asrf1q3bh0peiRpzJgxcjqdWrdunb7//e/X+jkVFRWqOP04REklJSWSvtqTKBQKNclnA6x2em2zxmFnrHMkAtY5EoEd1nlSZqap7AkfP66yDz+Ul42a8bV4Xt+IfVGXPS+++GJT5FA4HNadd96pUaNGqV+/fpKk/fv3S5Luv/9+zZkzR4MGDdJLL72k7373u9q+fbt69eql4uJipaWlmd7L7Xarbdu2Ki4urvNnzZ49Ww888ECt+ZIlS5ScnNzInwyILYsWLbI6AtDkWOdIBKxzJIJ4X+dDUlKUWloaOT746qvaVscepUhMgUDA6giwsajLHkmqqqrSBx98oH379unGG29USkqKDh06pNTUVLVs2bJBQXJzc7V9+3atPOte1nA4LEm6/fbb9eMf/1iSNHjwYL3//vv6y1/+otmzZzfoZ82YMUNTp06NHJeUlCgjI0M5OTlq165dg94TiHWhUEiLFi3S9ddfL4/HY3UcoEmwzpEIWOdIBHZZ58HOnXVqwYLIcbvjx/X9q66S6+s7GZDYvvzyS6sjwMaiLns++eQTXXPNNSoqKlJFRYWuvvpqpaSk6LHHHlNFRYWee+65qEPk5eVFNlbu2rVrZN6pUydJUt++fU3n9+nTR0VFRZKk9PR0HTlyxPR6VVWVjh07pvT09Dp/ntfrlffsDdO+5vF44vovE6A+WOdIBKxzJALWORJBvK9z1+WXq+yNN2ScfqKxYSi0bp18111nbTDEhHhe24h9UT+N65e//KWGDRum48ePy+/3R+bf//739f7770f1XoZhKC8vTwsXLtSyZcvUvXt30+sXXnihOnfuXOtx7Hv37tUFF1wgScrMzNSJEydUWFgYeX3ZsmUKh8MaMWJEtB8PAAAAABqF0+uVv8bvJIFVq2RUV1uUCECiiPrKnhUrVmj16tVKSkoyzS+88EJ9/vnnUb1Xbm6uFixYoEWLFiklJSWyx06rVq3k9/vlcDh09913a9asWRo4cKAGDRqk+fPna/fu3XrttdckfXWVzzXXXKP//M//1HPPPadQKKS8vDzdcMMNPIkLAAAAgKWSs7IUWL48chw+cUIV27bJN2iQdaEA2F7UZU84HFZ1HU30Z599ppSUlKje69lnn5UkXXnllab5iy++qB/96EeSpDvvvFPBYFBTpkzRsWPHNHDgQOXn56tHjx6R8//nf/5HeXl5+u53vyun06mJEyfq6aefju6DAQAAAEAj82RkyNO9u0IHDkRmgYICyh4ATSrqsmfs2LF66qmn9Mc//lGS5HA4dOrUKc2aNUvjx4+P6r0Mw6jXedOnT9f06dO/8fW2bdtqwVkbnwEAAABArEjOytLJs8qeip07VXX0qNzt21uYCoCdRb1nzxNPPKFVq1apb9++CgaDuvHGGyO3cD322GNNkREAAAAA4pZ/+HA5ztrvVIahwFlPIQaAxhb1lT1du3bVhx9+qJdffllbt27VqVOndOutt2rSpEmmDZsBAAAAAJIjKUn+ESMU+OCDyKx81SqlXHutHC6XdcEA2FbUZY8kud1u3XTTTY2dBQAAAABsKTk721T2hEtKFPzwQ/mHDLEuFADbirrseemll875+s0339zgMAAAAABgR54uXeTp0UOhffsis0BBAWUPgCYRddnzy1/+0nQcCoUUCASUlJSk5ORkyh4AAAAAqENyVpZOnlX2VO7apap//lPuDh0sTAXAjqLeoPn48eOmr1OnTmnPnj0aPXq0/v73vzdFRgAAAACIe/6hQ+VITjbNAitWWJQGgJ1FXfbUpVevXnr00UdrXfUDAAAAAPiKIylJ/ssvN83KV6+WUVVlUSIAdtUoZY/01abNhw4daqy3AwAAAADbSc7ONh2HS0sV/PBDi9IAsKuo9+x56623TMeGYeiLL77QM888o1GjRjVaMAAAAACwG0+nTkrq2VOVH38cmQUKCuQfOtTCVADsJuqyZ8KECaZjh8OhDh066KqrrtITTzzRWLkAAAAAwJaSs7NNZU/l7t2qOnJE7rQ0C1MBsJOoy55wONwUOQAAAAAgIfiGDJHjlVdklJVFZoEVK5Q6caKFqQDYSYP37Dl69KhKSkoaMwsAAAAA2J7D41FyZqZpVr56tYxQyKJEAOwmqrLnxIkTys3NVfv27dWxY0e1adNG6enpmjFjhgKBQFNlBAAAAABbSc7KMh2HT51ScMsWa8IAsJ1638Z17NgxZWZm6vPPP9ekSZPUp08fSdLOnTv1+9//Xvn5+Vq5cqW2bt2qtWvX6o477miy0AAAAAAQz9zp6Uq6+GJV7t0bmQUKCuQfPtzCVADsot5lz4MPPqikpCTt27dPHTt2rPXa2LFjNXnyZL377rt6+umnGz0oAAAAANhJcna2qeyp3LtXVcXFcqenW5gKgB3U+zauN998U3PmzKlV9EhSenq6Hn/8cb3++uuaOnWqbrnllkYNCQAAAAB24xs0SM6WLU2zwIoVFqUBYCf1Lnu++OILXXrppd/4er9+/eR0OjVr1qxGCQYAAAAAdubweOQfOdI0C6xZw0bNAM5bvcue9u3b6+DBg9/4+oEDB5SWltYYmQAAAAAgIdTcqNkoK1Nw0yaL0gCwi3qXPePGjdO9996rysrKWq9VVFTo17/+ta655ppGDQcAAAAAduZOS1NS796mWaCgwKI0AOwiqg2ahw0bpl69eik3N1e9e/eWYRjatWuX/vCHP6iiokIvvfRSU2YFAAAAANtJzs5W5e7dkePKjz9W6NAheTp3tjAVgHhW77Kna9euWrNmjX7+859rxowZMgxDkuRwOHT11VfrmWeeUbdu3ZosKAAAAADYkW/gQDlTUhQuLY3MAitWqNUPfmBhKgDxrN5ljyR1795d//d//6fjx4/ro48+kiT17NlTbdu2bZJwAAAAAGB3Drdb/lGjVLZ0aWRWvnatUr//fTmSkixMBiBe1XvPnrO1adNGl112mS677DKKHgAAAAA4T8mjR5uOjUBA5YWFFqUBEO8aVPYAAAAAABqPu0MHJfXpY5oFVqywKA2AeEfZAwAAAAAxIDk723Qc2rdPoc8/tygNgHhG2QMAAAAAMcA3cKCcqammGY9hB9AQlD0AAAAAEAMcLpf8o0aZZuXr1smorLQoEYB4RdkDAAAAADEiefRoyeGIHBvl5SrfsMHCRADiEWUPAAAAAMQId/v28vbta5qxUTOAaFH2AAAAAEAMqbVR84EDCn36qUVpAMQjyh4AAAAAiCHe/v3lbN3aNOPqHgDRoOwBAAAAgBjicLmUXMdGzeFg0KJEAOINZQ8AAAAAxJhaGzUHgwpu3GhhIgDxhLIHAAAAAGKMq21befv1M80CBQUWpQEQbyh7AAAAACAGJWdlmY5Dn3yiUFGRRWkAxBPKHgAAAACIQd5+/eRs08Y0Y6NmAPVB2QMAAAAAMYiNmgE0FGUPAAAAAMSoWhs1V1QouH69hYkAxAPKHgAAAACIUa42beQdMMA0K+NWLgDfgrIHAAAAAGJYzY2aq4qKVHnwoDVhAMQFyh4AAAAAiGHeSy+Vq21b04yNmgGcC2UPAAAAAMQwh9Mp/+jRpllwwwaFy8stSgQg1lH2AAAAAECMSx41SnKe+fXNqKhQORs1A/gGlD0AAAAAEONcrVvX2qg5UFAgwzAsSgQgllH2AAAAAEAcaJGdbTqu+uwzhdioGUAdKHsAAAAAIA4k9ekjV/v2plmgoMCiNABiGWUPAAAAAMQBh9Op5BobNZdv2KBwIGBRIgCxirIHAAAAAOKEf+RI00bNCoVUvm6ddYEAxCTKHgAAAACIE65WreQbNMg0Y6NmADVR9gAAAABAHEnOyjIdVx06pND+/RalARCLKHsAAAAAII4k9e7NRs0AzomyBwAAAADiiMPprHV1T3lhocJlZRYlAhBrKHsAAAAAIM74R46UXK4zg1BI5WvXWhcIQEyh7AEAAACAOONKTa29UfOKFWzUDEASZQ8AAAAAxKXk7GzTcdUXXyj08ccWpQEQSyh7AAAAACAOJV1yiVxpaaZZGRs1AxBlDwAAAADEJYfDUWuj5uCmTQqfOmVRIgCxgrIHAAAAAOJU8siRktt9ZlBVpcCaNdYFAhATKHsAAAAAIE45W7aUb/Bg04yNmgFQ9gAAAABAHKu5UXP14cOq3LvXojQAYgFlDwAAAADEsaReveRKTzfNAitWWJQGQCyg7AEAAACAOPZNGzVXl5ZalAiA1Sh7AAAAACDOJWdmmjdqrq5WORs1AwmLsgcAAAAA4pyzRQv5hw41zdioGUhclD0AAAAAYAO1Nmo+ckSVe/ZYlAaAlSh7AAAAAMAGPD16yN2pk2kWKCiwKA0AK1H2AAAAAIANOByOWlf3BLdsUXVJiUWJAFiFsgcAAAAAbMI/YoTk8ZwZVFerfPVq6wIBsARlDwAAAADYhLNFC/mHDTPNAitWyAiHLUoEwAqWlj2zZ8/W8OHDlZKSorS0NE2YMEF7vmEDMcMw9C//8i9yOBx68803Ta8VFRUpJydHycnJSktL0913362qqqpm+AQAAAAAEFuSs7JMx9VHj6py926L0gCwgqVlz/Lly5Wbm6u1a9cqPz9foVBIY8eOVVlZWa1zn3rqKTkcjlrz6upq5eTkqLKyUqtXr9b8+fM1b9483Xfffc3xEQAAAAAgpnguukjuLl1Ms8CKFRalAWAFt5U/fOnSpabjefPmKS0tTYWFhco+a2OxLVu26IknntDGjRvVqcbu8u+++6527typ9957Tx07dtSgQYP00EMPadq0abr//vuVlJTULJ8FAAAAAGKBw+FQclaWSl5+OTILbtmi6pMn5WrVysJkAJqLpWVPTSdPnpQktW3bNjILBAK68cYbNXfuXKWnp9f6njVr1qh///7q2LFjZDZu3Dj97Gc/044dOzR48OBa31NRUaGKiorIccnXu9OHQiGFQqFG+zxALDm9tlnjsDPWORIB6xyJgHV+/txDhkivvy6d/t8wHNapFSuUPG6ctcEQwfpGU4qZsiccDuvOO+/UqFGj1K9fv8h8ypQpGjlypK6//vo6v6+4uNhU9EiKHBcXF9f5PbNnz9YDDzxQa75kyRIlJyc39CMAcWHRokVWRwCaHOsciYB1jkTAOj8/l7Rrp05n/U70ZX6+3i4pkerYHgPNLxAIWB0BNhYzZU9ubq62b9+ulStXRmZvvfWWli1bps2bNzfqz5oxY4amTp0aOS4pKVFGRoZycnLUrl27Rv1ZQKwIhUJatGiRrr/+ennOfhwnYCOscyQC1jkSAeu8cYQOHtTJOXMix/5gUNddeqmS+va1MBVO+/LLL62OABuLibInLy9PixcvVkFBgbp27RqZL1u2TPv27VPr1q1N50+cOFFZWVn64IMPlJ6ervXr15teP3z4sCTVeduXJHm9Xnm93lpzj8fDXyawPdY5EgHrHImAdY5EwDo/P+6ePVXWtauqPvssMqtYvVotBg60MBVOY22jKVn6NC7DMJSXl6eFCxdq2bJl6t69u+n16dOna+vWrdqyZUvkS5KefPJJvfjii5KkzMxMbdu2TUeOHIl8X35+vlJTU9WXxhoAAABAgnI4HEo+68E3klSxdauqT5ywJhCAZmPplT25ublasGCBFi1apJSUlMgeO61atZLf71d6enqdV+d069YtUgyNHTtWffv21eTJk/X444+ruLhYM2fOVG5ubp1X7wAAAABAovBfdplKX39dxukH1ITDCqxapZScHGuDAWhSll7Z8+yzz+rkyZO68sor1alTp8jXK6+8Uu/3cLlcWrx4sVwulzIzM3XTTTfp5ptv1oMPPtiEyQEAAAAg9jn9fvmGDzfNAitWyAiHLUoEoDlYemWPYRiN8j0XXHCB3n777caIBAAAAAC2kpyVpfKzHoQTPn5cFTt2yNe/v4WpADQlS6/sAQAAAAA0raQLL5S7WzfTLFBQYFEaAM2BsgcAAAAAbK5FVpbpuGLbNlUfO2ZRGgBNjbIHAAAAAGzOd9llcpz9ABvDUGDVKusCAWhSlD0AAAAAYHNOn0/+ESNMs8DKlTKqqy1KBKApUfYAAAAAQAJIrnErV/jECVVs325RGgBNibIHAAAAABKAp1s3eS680DRjo2bAnih7AAAAACBB1Ly6p2LHDlV9+aVFaQA0FcoeAAAAAEgQvuHD5fD5zgwMQ+UrV1oXCECToOwBAAAAgATh9Hprb9S8ahUbNQM2Q9kDAAAAAAkkOTvbdBw+eVIVW7dalAZAU6DsAQAAAIAE4unaVZ7u3U2zwIoVFqUB0BQoewAAAAAgwdS8uqdi505VHT1qURoAjY2yBwAAAAASjH/YMDn8/jMDw1CAjZoB26DsAQAAAIAE40hKkv/yy02zcjZqBmyDsgcAAAAAElCtjZpLShT88EOL0gBoTJQ9AAAAAJCAPJ07y9Ojh2kWKCiwKA2AxkTZAwAAAAAJqubVPZW7dqnqn/+0KA2AxkLZAwAAAAAJyj9kiBzJyaYZj2EH4h9lDwAAAAAkqDo3al69WkZVlUWJADQGyh4AAAAASGC1NmouLVVwyxZrwgBoFJQ9AAAAAJDAPJ06KalnT9OMjZqB+EbZAwAAAAAJrtZGzXv2qOrwYYvSADhflD0AAAAAkOB8Q4bI0aKFacZGzUD8ouwBAAAAgATn8HiUnJlpmpWvWSMjFLIoEYDzQdkDAAAAAFByVpbpOHzqlIKbN1uUBsD5oOwBAAAAAMidnq6kiy82zbiVC4hPlD0AAAAAAEl1bNS8d6+qiostSgOgoSh7AAAAAACSJN+gQXK2bGma8Rh2IP5Q9gAAAAAAJH21UbN/5EjTLLB2LRs1A3GGsgcAAAAAEFFzo2ajrEzlhYUWpQHQEJQ9AAAAAIAId1qaknr3Ns3YqBmIL5Q9AAAAAACTmhs1hz7+WKFDhyxKAyBalD0AAAAAABPfwIFypqSYZlzdA8QPyh4AAAAAgInD7ZZ/1CjTrHztWhmVlRYlAhANyh4AAAAAQC3Jo0ebjo1AgI2agThB2QMAAAAAqMXdoYOS+vY1zQIFBRalARANyh4AAAAAQJ1qPoY9tH+/Qp9/blEaAPVF2QMAAAAAqJNv4EA5U1NNM67uAWIfZQ8AAAAAoE4Ol0vJdWzUHK6osCgRgPqg7AEAAAAAfCN/VpbkcESOjWBQwY0bLUwE4NtQ9gAAAAAAvpG7XTt5L73UNAusWGFRGgD1QdkDAAAAADinWhs1Hzig0KefWpQGwLeh7AEAAAAAnJO3f385W7c2zbi6B4hdlD0AAAAAgHOqc6PmdesUDgYtSgTgXCh7AAAAAADfKnn0aDZqBuIEZQ8AAAAA4Fu52raVt18/0yxQUGBRGgDnQtkDAAAAAKiXWhs1f/KJQkVFFqUB8E0oewAAAAAA9eLt10/ONm1MM67uAWIPZQ8AAAAAoF7q3Kh5/Xo2agZiDGUPAAAAAKDeam3UXFGh8vXrLUwEoCbKHgAAAABAvbnatJF3wADTLFBQIMMwLEoEoCbKHgAAAABAVGpu1Fz16acKffKJRWkA1ETZAwAAAACIivfSS+Vq29Y0Y6NmIHZQ9gAAAAAAouJwOuUfPdo0C27YoHB5uUWJAJyNsgcAAAAAELXkUaMk55lfKY3KSpWvW2dhIgCnUfYAAAAAAKLmat269kbNK1awUTMQAyh7AAAAAAAN0iI723Rc9dlnCh04YFEaAKdR9gAAAAAAGiSpTx+52rc3zdioGbAeZQ8AAAAAoEEcTqeSa2zUXL5xo8KBgEWJAEiUPQAAAACA8+AfOdK0UbNCIZWvXWtdIACUPQAAAACAhnO1aiXfoEGmGRs1A9ai7AEAAAAAnJfkmhs1Hzqk4v/6L31x++2qLi21KBWQuCh7AAAAAADnJemSS+Tq0MHqGAC+RtkDAAAAADgv4bIy+S67rO7XSktV/fUXgObhtjoAAAAAACC+Hbnrrm987egDD0T+udPzzzdHHCDhcWUPAAAAAACAjVD2AAAAAAAA2AhlDwAAAAAAgI2wZw8AAAAA4LykzZkj6avNmM/eo0eSXB06qN20aVbEAhKWpVf2zJ49W8OHD1dKSorS0tI0YcIE7dmzJ/L6sWPH9Itf/EKXXHKJ/H6/unXrpjvuuEMnT540vU9RUZFycnKUnJystLQ03X333aqqqmrujwMAAAAACcmVkiJXSoqcKSm1Xqv+5z8VLimRq47XADQNS8ue5cuXKzc3V2vXrlV+fr5CoZDGjh2rsrIySdKhQ4d06NAhzZkzR9u3b9e8efO0dOlS3XrrrZH3qK6uVk5OjiorK7V69WrNnz9f8+bN03333WfVxwIAAAAAnCW4caPVEYCEYultXEuXLjUdz5s3T2lpaSosLFR2drb69eun119/PfJ6jx499PDDD+umm25SVVWV3G633n33Xe3cuVPvvfeeOnbsqEGDBumhhx7StGnTdP/99yspKam5PxYAAAAAJCRXSoo6Pf+8Sl59VWXvvReZl2/cqJbXXSeHw2FhOiBxxNSePadvz2rbtu05z0lNTZXb/VX0NWvWqH///urYsWPknHHjxulnP/uZduzYocGDB9d6j4qKClVUVESOS0pKJEmhUEihUKhRPgsQa06vbdY47Ix1jkTAOkciYJ3HP/fgwdJZZU/1kSMK7t8vd7duFqaKLaxvNKWYKXvC4bDuvPNOjRo1Sv369avznKNHj+qhhx7SbbfdFpkVFxebih5JkePi4uI632f27Nl6oMamYZK0ZMkSJScnN/QjAHFh0aJFVkcAmhzrHImAdY5EwDqPY4ahET6f/MFgZLT173/X/h49LAwVWwKBgNURYGMxU/bk5uZq+/btWrlyZZ2vl5SUKCcnR3379tX9999/Xj9rxowZmjp1qum9MzIylJOTo3bt2p3XewOxKhQKadGiRbr++uvl8XisjgM0CdY5EgHrHImAdW4PZV6vyt99N3J84alTGvyv/yqH09KtY2PGl19+aXUE2FhMlD15eXlavHixCgoK1LVr11qvl5aW6pprrlFKSooWLlxo+gM/PT1d69evN51/+PDhyGt18Xq98nq9teYej4e/TGB7rHMkAtY5EgHrHImAdR7fWowYYSp7wsePS599Jg9X90gSaxtNytJK1TAM5eXlaeHChVq2bJm6d+9e65ySkhKNHTtWSUlJeuutt+Tz+UyvZ2Zmatu2bTpy5Ehklp+fr9TUVPXt27fJPwMAAAAAoDZ3ly5yd+pkmpVv2GBRGiCxWFr25Obm6m9/+5sWLFiglJQUFRcXq7i4WOXl5ZLOFD1lZWV64YUXVFJSEjmnurpakjR27Fj17dtXkydP1ocffqh33nlHM2fOVG5ubp1X7wAAAAAAmp7D4ZBv2DDTLFhYKCMctigRkDgsLXueffZZnTx5UldeeaU6deoU+XrllVckSZs2bdK6deu0bds29ezZ03TOp59+KklyuVxavHixXC6XMjMzddNNN+nmm2/Wgw8+aOVHAwAAAICE569R9oRLSlS5d69FaYDEYemePYZ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b/docs/pages/performance/fashion-mnist/results.md @@ -1,10 +1,10 @@ |Model|Parameters|Recall|Queries per Second| |---|---|---|---| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.379|345.725| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.446|288.552| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.635|274.925| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|240.156| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|303.658| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|255.795| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.922|205.028| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|183.030| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.379|353.162| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|295.007| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.634|286.531| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|245.690| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|312.826| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.846|265.204| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.921|221.817| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|195.653|