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samples: automl: separate batch predict test, verify model is deploye…
…d before prediction (#1931) * automl: create separate batch prediction test, verify models are deployed before trying to predict * remove bom from automl until bom is released with v1 of client library * Fix typo * Remove score threshold * Rename files from IT to Test * Fix GCS path typo * lint: import order * use fake dataset for export
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automl/snippets/src/test/java/com/example/automl/LanguageEntityExtractionPredictTest.java
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| /* | ||
| * Copyright 2019 Google LLC | ||
| * | ||
| * Licensed 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. | ||
| */ | ||
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| package com.example.automl; | ||
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| import static com.google.common.truth.Truth.assertThat; | ||
| import static junit.framework.TestCase.assertNotNull; | ||
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| import com.google.cloud.automl.v1.AutoMlClient; | ||
| import com.google.cloud.automl.v1.DeployModelRequest; | ||
| import com.google.cloud.automl.v1.Model; | ||
| import com.google.cloud.automl.v1.ModelName; | ||
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| import java.io.ByteArrayOutputStream; | ||
| import java.io.IOException; | ||
| import java.io.PrintStream; | ||
| import java.util.concurrent.ExecutionException; | ||
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| import org.junit.After; | ||
| import org.junit.Before; | ||
| import org.junit.BeforeClass; | ||
| import org.junit.Test; | ||
| import org.junit.runner.RunWith; | ||
| import org.junit.runners.JUnit4; | ||
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| @RunWith(JUnit4.class) | ||
| @SuppressWarnings("checkstyle:abbreviationaswordinname") | ||
| public class LanguageEntityExtractionPredictTest { | ||
| private static final String PROJECT_ID = System.getenv("AUTOML_PROJECT_ID"); | ||
| private static final String MODEL_ID = System.getenv("ENTITY_EXTRACTION_MODEL_ID"); | ||
| private ByteArrayOutputStream bout; | ||
| private PrintStream out; | ||
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| private static void requireEnvVar(String varName) { | ||
| assertNotNull( | ||
| System.getenv(varName), | ||
| "Environment variable '%s' is required to perform these tests.".format(varName)); | ||
| } | ||
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| @BeforeClass | ||
| public static void checkRequirements() { | ||
| requireEnvVar("GOOGLE_APPLICATION_CREDENTIALS"); | ||
| requireEnvVar("GOOGLE_CLOUD_PROJECT"); | ||
| requireEnvVar("AUTOML_PROJECT_ID"); | ||
| requireEnvVar("ENTITY_EXTRACTION_MODEL_ID"); | ||
| } | ||
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| @Before | ||
| public void setUp() throws IOException, ExecutionException, InterruptedException { | ||
| // Verify that the model is deployed for prediction | ||
| try (AutoMlClient client = AutoMlClient.create()) { | ||
| ModelName modelFullId = ModelName.of(PROJECT_ID, "us-central1", MODEL_ID); | ||
| Model model = client.getModel(modelFullId); | ||
| if (model.getDeploymentState() == Model.DeploymentState.UNDEPLOYED) { | ||
| // Deploy the model if not deployed | ||
| DeployModelRequest request = | ||
| DeployModelRequest.newBuilder().setName(modelFullId.toString()).build(); | ||
| client.deployModelAsync(request).get(); | ||
| } | ||
| } | ||
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| bout = new ByteArrayOutputStream(); | ||
| out = new PrintStream(bout); | ||
| System.setOut(out); | ||
| } | ||
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| @After | ||
| public void tearDown() { | ||
| System.setOut(null); | ||
| } | ||
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| @Test | ||
| public void testPredict() throws IOException { | ||
| String text = "Constitutional mutations in the WT1 gene in patients with Denys-Drash syndrome."; | ||
| LanguageEntityExtractionPredict.predict(PROJECT_ID, MODEL_ID, text); | ||
| String got = bout.toString(); | ||
| assertThat(got).contains("Text Extract Entity Type:"); | ||
| } | ||
| } |
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