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Posted to issues@flink.apache.org by GitBox <gi...@apache.org> on 2022/07/14 11:04:16 UTC
[GitHub] [flink-ml] zhipeng93 opened a new pull request, #130: [FLINK-28502] Add Transformer for RegexTokenizer
zhipeng93 opened a new pull request, #130:
URL: https://github.com/apache/flink-ml/pull/130
This PR adds RegexTokenizer to Flink ML.
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[GitHub] [flink-ml] yunfengzhou-hub commented on a diff in pull request #130: [FLINK-28502] Add Transformer for RegexTokenizer
Posted by GitBox <gi...@apache.org>.
yunfengzhou-hub commented on code in PR #130:
URL: https://github.com/apache/flink-ml/pull/130#discussion_r924009394
##########
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/regextokenizer/RegexTokenizerParams.java:
##########
@@ -0,0 +1,77 @@
+/*
+ * 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.flink.ml.feature.regextokenizer;
+
+import org.apache.flink.ml.common.param.HasInputCol;
+import org.apache.flink.ml.common.param.HasOutputCol;
+import org.apache.flink.ml.param.BooleanParam;
+import org.apache.flink.ml.param.IntParam;
+import org.apache.flink.ml.param.ParamValidators;
+import org.apache.flink.ml.param.StringParam;
+
+/**
+ * Params for {@link RegexTokenizer}.
+ *
+ * @param <T> The class type of this instance.
+ */
+public interface RegexTokenizerParams<T> extends HasInputCol<T>, HasOutputCol<T> {
+ IntParam MIN_TOKEN_LENGTH =
+ new IntParam("minTokenLength", "Minimum token length", 1, ParamValidators.gtEq(0));
+ BooleanParam GAPS = new BooleanParam("gaps", "Set regex to match gaps or tokens", true);
+
+ StringParam PATTERN = new StringParam("pattern", "Regex pattern used for tokenizing", "\\s+");
+
+ BooleanParam TO_LOWERCASE =
+ new BooleanParam(
+ "toLowercase",
+ "Whether to convert all characters to lowercase before tokenizing",
+ true);
+
+ default T setMinTokenLength(int value) {
+ return set(MIN_TOKEN_LENGTH, value);
+ }
+
+ default Integer getMinTokenLength() {
Review Comment:
we can make this method return `int` instead of `Integer`, as `HasMaxIter` has done, and remove the `intValue()` in tests.
##########
flink-ml-examples/src/main/java/org/apache/flink/ml/examples/feature/RegexTokenizerExample.java:
##########
@@ -0,0 +1,61 @@
+/*
+ * 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.flink.ml.examples.feature;
+
+import org.apache.flink.ml.feature.regextokenizer.RegexTokenizer;
+import org.apache.flink.streaming.api.datastream.DataStream;
+import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
+import org.apache.flink.table.api.Table;
+import org.apache.flink.table.api.bridge.java.StreamTableEnvironment;
+import org.apache.flink.types.Row;
+import org.apache.flink.util.CloseableIterator;
+
+import java.util.Arrays;
+
+/** Simple program that creates a RegexTokenizer instance and uses it for feature engineering. */
+public class RegexTokenizerExample {
+ public static void main(String[] args) {
+ StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
+ StreamTableEnvironment tEnv = StreamTableEnvironment.create(env);
+
+ // Generates input data.
+ DataStream<Row> inputStream =
+ env.fromElements(Row.of("Test for tokenization."), Row.of("Te,st. punct"));
+ Table inputTable = tEnv.fromDataStream(inputStream).as("input");
+
+ // Creates a RegexTokenizer object and initializes its parameters.
+ RegexTokenizer regexTokenizer =
+ new RegexTokenizer().setInputCol("input").setOutputCol("output");
Review Comment:
It might be better to add a `setPattern()` here to show the distinguished function of RegexTokenizer from Tokenizer.
##########
flink-ml-lib/src/main/java/org/apache/flink/ml/feature/regextokenizer/RegexTokenizerParams.java:
##########
@@ -0,0 +1,77 @@
+/*
+ * 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.flink.ml.feature.regextokenizer;
+
+import org.apache.flink.ml.common.param.HasInputCol;
+import org.apache.flink.ml.common.param.HasOutputCol;
+import org.apache.flink.ml.param.BooleanParam;
+import org.apache.flink.ml.param.IntParam;
+import org.apache.flink.ml.param.ParamValidators;
+import org.apache.flink.ml.param.StringParam;
+
+/**
+ * Params for {@link RegexTokenizer}.
+ *
+ * @param <T> The class type of this instance.
+ */
+public interface RegexTokenizerParams<T> extends HasInputCol<T>, HasOutputCol<T> {
+ IntParam MIN_TOKEN_LENGTH =
+ new IntParam("minTokenLength", "Minimum token length", 1, ParamValidators.gtEq(0));
+ BooleanParam GAPS = new BooleanParam("gaps", "Set regex to match gaps or tokens", true);
Review Comment:
nit: adding a blank line above this line might be better.
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[GitHub] [flink-ml] lindong28 commented on pull request #130: [FLINK-28502] Add Transformer for RegexTokenizer
Posted by GitBox <gi...@apache.org>.
lindong28 commented on PR #130:
URL: https://github.com/apache/flink-ml/pull/130#issuecomment-1190026797
Thanks for the PR! LGTM.
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[GitHub] [flink-ml] yunfengzhou-hub commented on pull request #130: [FLINK-28502] Add Transformer for RegexTokenizer
Posted by GitBox <gi...@apache.org>.
yunfengzhou-hub commented on PR #130:
URL: https://github.com/apache/flink-ml/pull/130#issuecomment-1189696621
Thanks for the update. It LGTM now.
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[GitHub] [flink-ml] zhipeng93 commented on pull request #130: [FLINK-28502] Add Transformer for RegexTokenizer
Posted by GitBox <gi...@apache.org>.
zhipeng93 commented on PR #130:
URL: https://github.com/apache/flink-ml/pull/130#issuecomment-1188889974
Thanks for the review @yunfengzhou-hub . I have addressed your comments in the latest commit.
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[GitHub] [flink-ml] lindong28 merged pull request #130: [FLINK-28502] Add Transformer for RegexTokenizer
Posted by GitBox <gi...@apache.org>.
lindong28 merged PR #130:
URL: https://github.com/apache/flink-ml/pull/130
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