-
Notifications
You must be signed in to change notification settings - Fork 2.8k
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Feat: Add code sample for video streaming action recognition. (#667)
- Loading branch information
1 parent
c197b28
commit d778c08
Showing
2 changed files
with
194 additions
and
0 deletions.
There are no files selected for viewing
114 changes: 114 additions & 0 deletions
114
video/src/main/java/beta/video/StreamingAutoMlActionRecognition.java
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,114 @@ | ||
/* | ||
* 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. | ||
*/ | ||
|
||
package beta.video; | ||
|
||
// [START video_streaming_automl_action_recognition_beta] | ||
|
||
import com.google.api.gax.rpc.BidiStream; | ||
import com.google.cloud.videointelligence.v1p3beta1.LabelAnnotation; | ||
import com.google.cloud.videointelligence.v1p3beta1.LabelFrame; | ||
import com.google.cloud.videointelligence.v1p3beta1.StreamingAnnotateVideoRequest; | ||
import com.google.cloud.videointelligence.v1p3beta1.StreamingAnnotateVideoResponse; | ||
import com.google.cloud.videointelligence.v1p3beta1.StreamingAutomlActionRecognitionConfig; | ||
import com.google.cloud.videointelligence.v1p3beta1.StreamingFeature; | ||
import com.google.cloud.videointelligence.v1p3beta1.StreamingVideoAnnotationResults; | ||
import com.google.cloud.videointelligence.v1p3beta1.StreamingVideoConfig; | ||
import com.google.cloud.videointelligence.v1p3beta1.StreamingVideoIntelligenceServiceClient; | ||
import com.google.protobuf.ByteString; | ||
import io.grpc.StatusRuntimeException; | ||
import java.io.IOException; | ||
import java.nio.file.Files; | ||
import java.nio.file.Path; | ||
import java.nio.file.Paths; | ||
import java.util.Arrays; | ||
import java.util.concurrent.TimeoutException; | ||
|
||
class StreamingAutoMlActionRecognition { | ||
|
||
// Perform streaming video action recognition | ||
static void streamingAutoMlActionRecognition(String filePath, String projectId, String modelId) | ||
throws IOException, TimeoutException, StatusRuntimeException { | ||
|
||
try (StreamingVideoIntelligenceServiceClient client = | ||
StreamingVideoIntelligenceServiceClient.create()) { | ||
|
||
Path path = Paths.get(filePath); | ||
byte[] data = Files.readAllBytes(path); | ||
// Set the chunk size to 5MB (recommended less than 10MB). | ||
int chunkSize = 5 * 1024 * 1024; | ||
int numChunks = (int) Math.ceil((double) data.length / chunkSize); | ||
|
||
String modelPath = | ||
String.format("projects/%s/locations/us-central1/models/%s", projectId, modelId); | ||
|
||
System.out.println(modelPath); | ||
|
||
StreamingAutomlActionRecognitionConfig streamingAutomlActionRecognitionConfig = | ||
StreamingAutomlActionRecognitionConfig.newBuilder().setModelName(modelPath).build(); | ||
|
||
StreamingVideoConfig streamingVideoConfig = | ||
StreamingVideoConfig.newBuilder() | ||
.setFeature(StreamingFeature.STREAMING_AUTOML_ACTION_RECOGNITION) | ||
.setAutomlActionRecognitionConfig(streamingAutomlActionRecognitionConfig) | ||
.build(); | ||
|
||
BidiStream<StreamingAnnotateVideoRequest, StreamingAnnotateVideoResponse> call = | ||
client.streamingAnnotateVideoCallable().call(); | ||
|
||
// The first request must **only** contain the video configuration: | ||
call.send( | ||
StreamingAnnotateVideoRequest.newBuilder().setVideoConfig(streamingVideoConfig).build()); | ||
|
||
// Subsequent requests must **only** contain the video data. | ||
// Send the requests in chunks | ||
for (int i = 0; i < numChunks; i++) { | ||
call.send( | ||
StreamingAnnotateVideoRequest.newBuilder() | ||
.setInputContent( | ||
ByteString.copyFrom( | ||
Arrays.copyOfRange(data, i * chunkSize, i * chunkSize + chunkSize))) | ||
.build()); | ||
} | ||
|
||
// Tell the service you are done sending data | ||
call.closeSend(); | ||
|
||
for (StreamingAnnotateVideoResponse response : call) { | ||
if (response.hasError()) { | ||
System.out.println(response.getError().getMessage()); | ||
break; | ||
} | ||
|
||
StreamingVideoAnnotationResults annotationResults = response.getAnnotationResults(); | ||
|
||
for (LabelAnnotation annotation : annotationResults.getLabelAnnotationsList()) { | ||
String entity = annotation.getEntity().getDescription(); | ||
|
||
// There is only one frame per annotation | ||
LabelFrame labelFrame = annotation.getFrames(0); | ||
double offset = | ||
labelFrame.getTimeOffset().getSeconds() + labelFrame.getTimeOffset().getNanos() / 1e9; | ||
float confidence = labelFrame.getConfidence(); | ||
|
||
System.out.format("At %fs segment: %s (%f)\n", offset, entity, confidence); | ||
} | ||
} | ||
System.out.println("Video streamed successfully."); | ||
} | ||
} | ||
} | ||
// [END video_streaming_automl_action_recognition_beta] |
80 changes: 80 additions & 0 deletions
80
video/src/test/java/beta/video/StreamingAutoMlActionRecognitionIT.java
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,80 @@ | ||
/* | ||
* 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. | ||
*/ | ||
|
||
package beta.video; | ||
|
||
import static com.google.common.truth.Truth.assertThat; | ||
|
||
import io.grpc.Status; | ||
import io.grpc.StatusRuntimeException; | ||
import java.io.ByteArrayOutputStream; | ||
import java.io.PrintStream; | ||
import org.junit.After; | ||
import org.junit.Before; | ||
import org.junit.Test; | ||
import org.junit.runner.RunWith; | ||
import org.junit.runners.JUnit4; | ||
|
||
/** Integration (system) tests for {@link StreamingAutoMlActionRecognition}. */ | ||
@RunWith(JUnit4.class) | ||
@SuppressWarnings("checkstyle:abbreviationaswordinname") | ||
public class StreamingAutoMlActionRecognitionIT { | ||
|
||
private static String PROJECT_ID = System.getenv().get("GOOGLE_CLOUD_PROJECT"); | ||
private static String MODEL_ID = "2787930479481847808"; | ||
|
||
private ByteArrayOutputStream bout; | ||
private PrintStream out; | ||
private PrintStream originalPrintStream; | ||
|
||
@Before | ||
public void setUp() { | ||
bout = new ByteArrayOutputStream(); | ||
out = new PrintStream(bout); | ||
originalPrintStream = System.out; | ||
System.setOut(out); | ||
} | ||
|
||
@After | ||
public void tearDown() { | ||
// restores print statements in the original method | ||
System.out.flush(); | ||
System.setOut(originalPrintStream); | ||
} | ||
|
||
@Test | ||
public void testStreamingAutoMlActionRecognition() { | ||
// Bad Gateway sporadically occurs | ||
int tryCount = 0; | ||
int maxTries = 3; | ||
while (tryCount < maxTries) { | ||
try { | ||
StreamingAutoMlActionRecognition.streamingAutoMlActionRecognition( | ||
"resources/cat.mp4", PROJECT_ID, MODEL_ID); | ||
assertThat(bout.toString()).contains("Video streamed successfully."); | ||
|
||
break; | ||
} catch (StatusRuntimeException ex) { | ||
if (ex.getStatus().getCode() == Status.Code.UNAVAILABLE) { | ||
assertThat(ex.getMessage()).contains("Bad Gateway"); | ||
tryCount++; | ||
} | ||
} catch (Exception e) { | ||
e.printStackTrace(); | ||
} | ||
} | ||
} | ||
} |