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Posted to github@beam.apache.org by GitBox <gi...@apache.org> on 2020/05/05 21:31:37 UTC

[GitHub] [beam] robertwb commented on a change in pull request #11610: [BEAM-9825] | Implement Intersect,Union,Except transforms

robertwb commented on a change in pull request #11610:
URL: https://github.com/apache/beam/pull/11610#discussion_r420415887



##########
File path: sdks/java/core/src/main/java/org/apache/beam/sdk/transforms/SetFns.java
##########
@@ -0,0 +1,261 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF 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 org.apache.beam.sdk.transforms;
+
+import static org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.Preconditions.checkNotNull;
+
+import org.apache.beam.sdk.transforms.join.CoGbkResult;
+import org.apache.beam.sdk.transforms.join.CoGroupByKey;
+import org.apache.beam.sdk.transforms.join.KeyedPCollectionTuple;
+import org.apache.beam.sdk.values.KV;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+public class SetFns {
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the intersection with provided
+   * {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} will all distinct elements that present in
+   * both pipeline is constructed and provided {@link PCollection<T>}.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.intersect(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> intersect(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> intersectFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) ? 1L : 0L;
+    return new SetImpl<>(rightCollection, intersectFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the intersection all with
+   * provided {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} which will follow EXCEPT_ALL Semantics as
+   * follows: Given there are m elements on pipeline which is constructed {@link PCollection<T>}
+   * (left) and n elements on in provided {@link PCollection<T>} (right): - it will output MIN(m -
+   * n, 0) elements of left for all elements which are present in both left and right.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.intersectAll(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> intersectAll(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> intersectFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) ? Math.min(numberOfElementsinLeft, numberOfElementsinRight) : 0L;
+    return new SetImpl<>(rightCollection, intersectFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the difference (except) with
+   * provided {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} will all distinct elements that present in
+   * pipeline is constructed {@link PCollection<T>} but not present in provided {@link
+   * PCollection<T>}.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.except(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> except(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> exceptFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> numberOfElementsinLeft > 0 && numberOfElementsinRight == 0 ? 1L : 0L;
+    return new SetImpl<>(rightCollection, exceptFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the difference all (exceptAll)
+   * with provided {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} which will follow EXCEPT_ALL Semantics as
+   * follows: Given there are m elements on pipeline which is constructed {@link PCollection<T>}
+   * (left) and n elements on in provided {@link PCollection<T>} (right): - it will output m
+   * elements of left for all elements which are present in left but not in right. - it will output
+   * MAX(m - n, 0) elements of left for all elements which are present in both left and right.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.exceptAll(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> exceptAll(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> exceptFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> {
+          if (numberOfElementsinLeft > 0 && numberOfElementsinRight == 0) {
+            return numberOfElementsinLeft;
+          } else if (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) {
+            return Math.max(numberOfElementsinLeft - numberOfElementsinRight, 0L);
+          }
+          return 0L;
+        };
+    return new SetImpl<>(rightCollection, exceptFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the union with provided {@code
+   * PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} will all distinct elements that present in
+   * pipeline is constructed {@link PCollection<T>} and {@link PCollection<T>}.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.union(right));
+   * }</pre>

Review comment:
       For all of these, it'd be useful to document what the expected output is. 

##########
File path: sdks/java/core/src/main/java/org/apache/beam/sdk/transforms/SetFns.java
##########
@@ -0,0 +1,261 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF 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 org.apache.beam.sdk.transforms;
+
+import static org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.Preconditions.checkNotNull;
+
+import org.apache.beam.sdk.transforms.join.CoGbkResult;
+import org.apache.beam.sdk.transforms.join.CoGroupByKey;
+import org.apache.beam.sdk.transforms.join.KeyedPCollectionTuple;
+import org.apache.beam.sdk.values.KV;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+public class SetFns {
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the intersection with provided
+   * {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} will all distinct elements that present in
+   * both pipeline is constructed and provided {@link PCollection<T>}.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.intersect(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> intersect(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> intersectFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) ? 1L : 0L;
+    return new SetImpl<>(rightCollection, intersectFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the intersection all with
+   * provided {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} which will follow EXCEPT_ALL Semantics as
+   * follows: Given there are m elements on pipeline which is constructed {@link PCollection<T>}
+   * (left) and n elements on in provided {@link PCollection<T>} (right): - it will output MIN(m -
+   * n, 0) elements of left for all elements which are present in both left and right.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.intersectAll(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> intersectAll(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> intersectFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) ? Math.min(numberOfElementsinLeft, numberOfElementsinRight) : 0L;
+    return new SetImpl<>(rightCollection, intersectFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the difference (except) with
+   * provided {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} will all distinct elements that present in
+   * pipeline is constructed {@link PCollection<T>} but not present in provided {@link
+   * PCollection<T>}.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.except(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> except(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> exceptFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> numberOfElementsinLeft > 0 && numberOfElementsinRight == 0 ? 1L : 0L;
+    return new SetImpl<>(rightCollection, exceptFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the difference all (exceptAll)
+   * with provided {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} which will follow EXCEPT_ALL Semantics as
+   * follows: Given there are m elements on pipeline which is constructed {@link PCollection<T>}
+   * (left) and n elements on in provided {@link PCollection<T>} (right): - it will output m
+   * elements of left for all elements which are present in left but not in right. - it will output
+   * MAX(m - n, 0) elements of left for all elements which are present in both left and right.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.exceptAll(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> exceptAll(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> exceptFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> {
+          if (numberOfElementsinLeft > 0 && numberOfElementsinRight == 0) {
+            return numberOfElementsinLeft;
+          } else if (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) {
+            return Math.max(numberOfElementsinLeft - numberOfElementsinRight, 0L);
+          }
+          return 0L;
+        };
+    return new SetImpl<>(rightCollection, exceptFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the union with provided {@code
+   * PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} will all distinct elements that present in
+   * pipeline is constructed {@link PCollection<T>} and {@link PCollection<T>}.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.union(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> union(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> unionFn = (numberOfElementsinLeft, numberOfElementsinRight) -> 1L;
+    return new SetImpl<>(rightCollection, unionFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the unionAll with provided

Review comment:
       Isn't this just `Flatten.pcollections`? (Also, isn't that more efficient?)

##########
File path: sdks/java/core/src/main/java/org/apache/beam/sdk/transforms/SetFns.java
##########
@@ -0,0 +1,261 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF 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 org.apache.beam.sdk.transforms;
+
+import static org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.Preconditions.checkNotNull;
+
+import org.apache.beam.sdk.transforms.join.CoGbkResult;
+import org.apache.beam.sdk.transforms.join.CoGroupByKey;
+import org.apache.beam.sdk.transforms.join.KeyedPCollectionTuple;
+import org.apache.beam.sdk.values.KV;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+public class SetFns {
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the intersection with provided
+   * {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} will all distinct elements that present in
+   * both pipeline is constructed and provided {@link PCollection<T>}.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.intersect(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> intersect(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> intersectFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) ? 1L : 0L;
+    return new SetImpl<>(rightCollection, intersectFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the intersection all with
+   * provided {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} which will follow EXCEPT_ALL Semantics as
+   * follows: Given there are m elements on pipeline which is constructed {@link PCollection<T>}
+   * (left) and n elements on in provided {@link PCollection<T>} (right): - it will output MIN(m -
+   * n, 0) elements of left for all elements which are present in both left and right.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.intersectAll(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> intersectAll(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> intersectFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) ? Math.min(numberOfElementsinLeft, numberOfElementsinRight) : 0L;
+    return new SetImpl<>(rightCollection, intersectFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the difference (except) with
+   * provided {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} will all distinct elements that present in
+   * pipeline is constructed {@link PCollection<T>} but not present in provided {@link
+   * PCollection<T>}.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.except(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> except(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> exceptFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> numberOfElementsinLeft > 0 && numberOfElementsinRight == 0 ? 1L : 0L;
+    return new SetImpl<>(rightCollection, exceptFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the difference all (exceptAll)
+   * with provided {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} which will follow EXCEPT_ALL Semantics as
+   * follows: Given there are m elements on pipeline which is constructed {@link PCollection<T>}
+   * (left) and n elements on in provided {@link PCollection<T>} (right): - it will output m
+   * elements of left for all elements which are present in left but not in right. - it will output
+   * MAX(m - n, 0) elements of left for all elements which are present in both left and right.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.exceptAll(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> exceptAll(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> exceptFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> {
+          if (numberOfElementsinLeft > 0 && numberOfElementsinRight == 0) {
+            return numberOfElementsinLeft;
+          } else if (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) {
+            return Math.max(numberOfElementsinLeft - numberOfElementsinRight, 0L);

Review comment:
       Isn't this expression always sufficient? 

##########
File path: sdks/java/core/src/main/java/org/apache/beam/sdk/transforms/SetFns.java
##########
@@ -0,0 +1,261 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF 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 org.apache.beam.sdk.transforms;
+
+import static org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.Preconditions.checkNotNull;
+
+import org.apache.beam.sdk.transforms.join.CoGbkResult;
+import org.apache.beam.sdk.transforms.join.CoGroupByKey;
+import org.apache.beam.sdk.transforms.join.KeyedPCollectionTuple;
+import org.apache.beam.sdk.values.KV;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+public class SetFns {

Review comment:
       Though not as chain-able, a `PTransform<PCollectionList<T>, PCollection<T>>` feels more natural for many of these operations. 

##########
File path: sdks/java/core/src/main/java/org/apache/beam/sdk/transforms/SetFns.java
##########
@@ -0,0 +1,261 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF 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 org.apache.beam.sdk.transforms;
+
+import static org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.Preconditions.checkNotNull;
+
+import org.apache.beam.sdk.transforms.join.CoGbkResult;
+import org.apache.beam.sdk.transforms.join.CoGroupByKey;
+import org.apache.beam.sdk.transforms.join.KeyedPCollectionTuple;
+import org.apache.beam.sdk.values.KV;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+public class SetFns {
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the intersection with provided
+   * {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} will all distinct elements that present in
+   * both pipeline is constructed and provided {@link PCollection<T>}.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.intersect(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> intersect(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> intersectFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) ? 1L : 0L;
+    return new SetImpl<>(rightCollection, intersectFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the intersection all with
+   * provided {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} which will follow EXCEPT_ALL Semantics as
+   * follows: Given there are m elements on pipeline which is constructed {@link PCollection<T>}
+   * (left) and n elements on in provided {@link PCollection<T>} (right): - it will output MIN(m -
+   * n, 0) elements of left for all elements which are present in both left and right.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.intersectAll(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> intersectAll(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> intersectFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) ? Math.min(numberOfElementsinLeft, numberOfElementsinRight) : 0L;

Review comment:
       Is not `Math.min(numberOfElementsinLeft, numberOfElementsinRight)` sufficient? 

##########
File path: sdks/java/core/src/main/java/org/apache/beam/sdk/transforms/SetFns.java
##########
@@ -0,0 +1,261 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF 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 org.apache.beam.sdk.transforms;
+
+import static org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.Preconditions.checkNotNull;
+
+import org.apache.beam.sdk.transforms.join.CoGbkResult;
+import org.apache.beam.sdk.transforms.join.CoGroupByKey;
+import org.apache.beam.sdk.transforms.join.KeyedPCollectionTuple;
+import org.apache.beam.sdk.values.KV;
+import org.apache.beam.sdk.values.PCollection;
+import org.apache.beam.sdk.values.TupleTag;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.Iterables;
+
+public class SetFns {
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the intersection with provided
+   * {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} will all distinct elements that present in
+   * both pipeline is constructed and provided {@link PCollection<T>}.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.intersect(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> intersect(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> intersectFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) ? 1L : 0L;
+    return new SetImpl<>(rightCollection, intersectFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the intersection all with
+   * provided {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} which will follow EXCEPT_ALL Semantics as
+   * follows: Given there are m elements on pipeline which is constructed {@link PCollection<T>}
+   * (left) and n elements on in provided {@link PCollection<T>} (right): - it will output MIN(m -
+   * n, 0) elements of left for all elements which are present in both left and right.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.intersectAll(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> intersectAll(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> intersectFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) ? Math.min(numberOfElementsinLeft, numberOfElementsinRight) : 0L;
+    return new SetImpl<>(rightCollection, intersectFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the difference (except) with
+   * provided {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} will all distinct elements that present in
+   * pipeline is constructed {@link PCollection<T>} but not present in provided {@link
+   * PCollection<T>}.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.except(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> except(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> exceptFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> numberOfElementsinLeft > 0 && numberOfElementsinRight == 0 ? 1L : 0L;
+    return new SetImpl<>(rightCollection, exceptFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the difference all (exceptAll)
+   * with provided {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} which will follow EXCEPT_ALL Semantics as
+   * follows: Given there are m elements on pipeline which is constructed {@link PCollection<T>}
+   * (left) and n elements on in provided {@link PCollection<T>} (right): - it will output m
+   * elements of left for all elements which are present in left but not in right. - it will output
+   * MAX(m - n, 0) elements of left for all elements which are present in both left and right.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.exceptAll(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> exceptAll(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> exceptFn =
+        (numberOfElementsinLeft, numberOfElementsinRight) -> {
+          if (numberOfElementsinLeft > 0 && numberOfElementsinRight == 0) {
+            return numberOfElementsinLeft;
+          } else if (numberOfElementsinLeft > 0 && numberOfElementsinRight > 0) {
+            return Math.max(numberOfElementsinLeft - numberOfElementsinRight, 0L);
+          }
+          return 0L;
+        };
+    return new SetImpl<>(rightCollection, exceptFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the union with provided {@code
+   * PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} will all distinct elements that present in
+   * pipeline is constructed {@link PCollection<T>} and {@link PCollection<T>}.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.union(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> union(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> unionFn = (numberOfElementsinLeft, numberOfElementsinRight) -> 1L;
+    return new SetImpl<>(rightCollection, unionFn);
+  }
+
+  /**
+   * Returns a new {@code SetFns.SetImpl<T>} transform that compute the unionAll with provided
+   * {@code PCollection<T>}.
+   *
+   * <p>The argument should not be modified after this is called.
+   *
+   * <p>The elements of the output {@link PCollection<T>} which will follow UNION_ALL semantics as
+   * follows: Given there are m elements on pipeline which is constructed {@link PCollection<T>}
+   * (left) and n elements on in provided {@link PCollection<T>} (right): - it will output m
+   * elements of left and m elements of right.
+   *
+   * <pre>{@code
+   * Pipeline p = ...;
+   *
+   * PCollection<String> left = p.apply(Create.of("1", "2", "3", "4", "5"));
+   * PCollection<String> right = p.apply(Create.of("1", "3", "4", "6"));
+   *
+   * PCollection<String> results =
+   *     left.apply(SetFns.unionAll(right));
+   * }</pre>
+   */
+  public static <T> SetImpl<T> unionAll(PCollection<T> rightCollection) {
+    checkNotNull(rightCollection, "rightCollection argument is null");
+    SerializableBiFunction<Long, Long, Long> unionFn = Long::sum;
+    return new SetImpl<>(rightCollection, unionFn);
+  }
+
+  private static <T> PCollection<T> performSetOperation(
+      PCollection<T> leftCollection,
+      PCollection<T> rightCollection,
+      SerializableBiFunction<Long, Long, Long> fn) {
+
+    TupleTag<Void> leftCollectionTag = new TupleTag<>();
+    TupleTag<Void> rightCollectionTag = new TupleTag<>();
+
+    MapElements<T, KV<T, Void>> elementToVoid =
+        MapElements.via(
+            new SimpleFunction<T, KV<T, Void>>() {
+              @Override
+              public KV<T, Void> apply(T element) {
+                return KV.of(element, null);
+              }
+            });
+
+    PCollection<KV<T, Void>> left = leftCollection.apply("PrepareLeftKV", elementToVoid);
+    PCollection<KV<T, Void>> right = rightCollection.apply("PrepareRightKV", elementToVoid);
+
+    PCollection<KV<T, CoGbkResult>> coGbkResults =
+        KeyedPCollectionTuple.of(leftCollectionTag, left)
+            .and(rightCollectionTag, right)
+            .apply(CoGroupByKey.create());
+
+    return coGbkResults.apply(
+        ParDo.of(
+            new DoFn<KV<T, CoGbkResult>, T>() {
+
+              @ProcessElement
+              public void processElement(ProcessContext c) {
+                KV<T, CoGbkResult> elementGroups = c.element();
+
+                CoGbkResult value = elementGroups.getValue();

Review comment:
       I wonder if it's worth dropping at TODO here to lift combiners through the CoGBK. 




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