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This library for Android will take any set of events and batch them up before sending it to the server. It also supports persisting the events on disk so that no event gets lost because of an app crash. Typically used for developing any in-house analytics sdk where you have to make a single api call to push events to the server but you want to optimize the calls so that the api call happens only once per x events, or say once per x minutes. It also supports exponential backoff in case of network failures

Java 100.00%
java persistence-strategies batch-manager persistence strategies batching batch-processing job-scheduler serialization analytics

batchman's Introduction

BatchMan

Branch Build Status
master Build Status
develop Build Status

BatchMan (short for batch manager) is an android library implementation responsible for batching of events based on the configurations done by the client, and giving the batch back to the client.

The library has been written in a more flexible way, so that the client can plugin his own implementations for batching.

  • BatchManager : It is the entry point to the library, where in the client will use the instance of the batch manager to push in data to the library for batching.

  • BatchingStrategy : It is an interface, where all the batching logic comes in. The library has 4 batching strategies on its own, or the client can implement the interface, and provide his/her own logic for batching.

  • PersistenceStrategy : It is an interface, where all the persistence logic comes in. The library has 3 persistence strategies on its own, or the client can provide his/her own persistence layer to persist the events, just to make sure that there is no loss of events (in case of app crash)

  • OnBatchReadyListener : It is a interface, which gives a callback, whenever the batch is ready. The client can consume the batch, and can make a network call to the server. There are various types of OnBatchReadyListener which will be discussed later.

  • Data : It is an abstract class, wherein the client will need to extend this class for his events.

Diagram

Get BatchMan

Add it in your root build.gradle at the end of repositories :

	allprojects {
		repositories {
			...
			maven { url "https://jitpack.io" }
		}
	}

Add the dependencies :

  • Library :
	dependencies {
	        compile 'com.github.flipkart-incubator.batchman:batching:1.3.9'
	}
  • GSON Serialization :
	dependencies {
	        compile 'com.github.flipkart-incubator.batchman:batching-gson:1.3.9'
	}

How to use

Step 1 :

Initialize persistence strategy, batching strategy will take persistence strategy as one of it's parameters.

// Using inMemoryPersistenceStrategy
PersistenceStrategy persistenceStrategy = new InMemoryPersistenceStrategy();

Step 2 :

Initialize batching strategy with a max batch size and persistence strategy.

int MAX_BATCH_SIZE = 5;

// Using SizeBatchingStrategy. Whenever the number of events is 5, a batch is formed
SizeBatchingStrategy sizeBatchingStrategy = new SizeBatchingStrategy(MAX_BATCH_SIZE, persistenceStrategy);

Step 3 :

Initialize serialization strategy and background handler thread. To include GsonSerializationStrategy, you must have its dependency in your gradle file. To get dependency, look into the Getting Started section.

// Initialize serialization strategy
SerializationStrategy gsonSerializationStrategy = new GsonSerializationStrategy();

// Handler for doing heavy operations like read/write from disk
HandlerThread handlerThread = new HandlerThread("bg");
handlerThread.start();
Handler backgroundHandler = new Handler(handlerThread.getLooper());

Step 4 :

Build batch manager with all the strategies and handler thread we initialized in previous steps. Batch manger will also take a listener for giving callbacks when a batch is ready.

// Initialize batch manager
BatchManager batchManager = new BatchManager.Builder<>()
       .setBatchingStrategy(sizeBatchingStrategy)
       .setSerializationStrategy(gsonSerializationStrategy)
       .setHandler(backgroundHandler)
       //to enable logging while debug
       .enableLogging()
       .setOnBatchReadyListener(new OnBatchReadyListener() {
           @Override
           public void onReady(BatchingStrategy causingStrategy, Batch batch) {
               //Callback with batch when it's ready
           }
       }).build(this);

Step 5 :

Use addToBatch() for adding events to batch manager.

// Push data to batch manager
batchManager.addToBatch(Collections.singleton(new EventData()));

Typical usage

This library can also be used for just batching events. At Flipkart, this library is used for pushing analytics events to an in-house backend. For this usecase, you can make create an instance of NetworkPersistedBatchReadyListener and pass it to setOnBatchReadyListener. Dont forget to pass an instance of NetworkBatchListener by implementing performNetworkRequest method. Details of this class is in the comments section below.

public static abstract class NetworkBatchListener<E extends Data, T extends Batch<E>> {

        /**
         * Implement this method and make your network request here. Once request is complete, call the {@link ValueCallback#onReceiveValue(Object)} method.
         * This method will be called once the batch has been persisted. The batch will be removed or retried once you invoke the networkBatchListener.
         * While invoking the networkBatchListener, pass a {@link NetworkRequestResponse} object with the following data.
         * If the network response was successfully received, set complete to true, and set httpErrorCode to the status code from server. If status code is 5XX, this batch will be retried. If status code is 200 or 4XX the batch will be discarded and next batch will be processed.
         * If the network response was not received (timeout or not connected or any other network error), set complete to false. This will cause a retry until max retries are reached.
         * <p>
         * Note: If there is a network redirect, do not call the networkBatchListener, and wait for the final redirected response and pass that one.
         *
         * @param batch    batch of data
         * @param callback callback
         */
        public abstract void performNetworkRequest(final T batch, final ValueCallback<NetworkRequestResponse> callback);

        /**
         * @return true if network is connected
         */
        public boolean isNetworkConnected(Context context) {
            ConnectivityManager connectivityManager = (ConnectivityManager) context.getSystemService(Context.CONNECTIVITY_SERVICE);
            NetworkInfo networkInfo = connectivityManager.getActiveNetworkInfo();
            return null != networkInfo && networkInfo.isConnected();
        }
    }

Getting Started

Dependencies

License

The Apache License

Copyright (c) 2017 Flipkart Internet Pvt. Ltd.

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

   https://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.

batchman's People

Contributors

ananyachandra14 avatar anirudhramanan avatar anshulikaprasad avatar arunreddy10 avatar guptasourabh04 avatar kushalsharma avatar thekirankumar avatar yasirmhd avatar

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batchman's Issues

Batch Event turns to null

Hi,
We are facing an issue with the a custom implementation of a Strategy wherein an EventData turns to null.
Attached below is the crashlog. Can you please go through it and suggest some measure.
As this repeatedly causes an exception whenever the data is flushed.

Caused by java.lang.NullPointerException: Attempt to invoke virtual method 'boolean com.flipkart.batching.core.data.Tag.equals(java.lang.Object)' on a null object reference
at com.flipkart.batching.core.data.TagData.equals(TagData.java:52)
at java.util.ArrayList.indexOf(ArrayList.java:305)
at java.util.ArrayList.contains(ArrayList.java:288)
at com.flipkart.batching.persistence.TapePersistenceStrategy.removeData(TapePersistenceStrategy.java:101)
at com.example.analytics.HybridBatchingStrategy.flush(HybridBatchingStrategy.java:63)
at com.example.analytics..HybridBatchingStrategy$1.run(HybridBatchingStrategy.java:30)
at android.os.Handler.handleCallback(Handler.java:751)
at android.os.Handler.dispatchMessage(Handler.java:95)
at android.os.Looper.TinnoLoop(Looper.java:138)
at android.os.Looper.loop(Looper.java:208)
at android.os.HandlerThread.run(HandlerThread.java:61)

The HybridBatchingStrategy is similar to SizeTimeBatchingStrategy with the timer called every N seconds.
The exception is thrown everytime it tries to checks using .equals() method to remove data from strategy.

What we have observed is that the first event data gets turned into a reference with null event and null tag, which looks like below.
batchman

Any help is appreciated.
Finally, thanks for this brilliant library. It saved a lot of our efforts.

Caused by: java.lang.IllegalStateException: Not a JSON Object

Repro Unit Test

GsonSerializationStrategy<Data, Batch<Data>> serializationStrategy;
serializationStrategy = new GsonSerializationStrategy<>();
registerBuiltInTypes(serializationStrategy);
serializationStrategy.build();

JSONObject jsonObject = new JSONObject();
jsonObject.put("name", "Anirudh");
Batch<Data> originalBatch = new BatchImpl(Collections.singleton(jsonObject.toString()));

byte[] bytes = serializationStrategy.serializeBatch(originalBatch);
Batch<Data> deserializedBatch = serializationStrategy.deserializeBatch(bytes);

Assert.assertEquals(deserializedBatch.getDataCollection().size(), originalBatch.getDataCollection().size());

While deserializing the JsonElement is of type JsonPrimitive instead of JsonObject

OutOfMemory Exception due to QueueFile

java.lang.OutOfMemoryError: Failed to allocate a 1936010286 byte allocation with 4194304 free bytes and 56MB until OOM
at 
com.squareup.tape.QueueFile.peek(QueueFile.java:414)
at 
com.flipkart.batching.toolbox.TapeQueueFile.peek(TapeQueueFile.java:32)
at com.flipkart.batching.persistence.TapePersistenceStrategy.getAllDataFromTapeQueue(TapePersistenceStrategy.java:111)
at com.flipkart.batching.persistence.TapePersistenceStrategy.syncData(TapePersistenceStrategy.java:98)
at com.flipkart.batching.persistence.TapePersistenceStrategy.onInitialized(TapePersistenceStrategy.java:92)
at com.flipkart.batching.persistence.TagBasedPersistenceStrategy.onInitialized(TagBasedPersistenceStrategy.java:55)
at com.flipkart.batching.strategy.BaseBatchingStrategy.onInitialized(BaseBatchingStrategy.java:57)
at com.flipkart.batching.strategy.SizeBatchingStrategy.onInitialized(SizeBatchingStrategy.java:60)
at com.flipkart.batching.strategy.ComboBatchingStrategy.onInitialized(ComboBatchingStrategy.java:51)
at com.flipkart.batching.strategy.TagBatchingStrategy.onInitialized(TagBatchingStrategy.java:63)
at com.flipkart.batching.TagBatchManager.initialize(TagBatchManager.java:77)
at com.flipkart.batching.TagBatchManager.access$300(TagBatchManager.java:27)
at com.flipkart.batching.TagBatchManager$1.run(TagBatchManager.java:61)
at android.os.Handler.handleCallback(Handler.java:739)
at android.os.Handler.dispatchMessage(Handler.java:95)
at android.os.Looper.loop(Looper.java:148)
at android.os.HandlerThread.run(HandlerThread.java:61)

IllegalStateException when finish() called

[PersistedBatchReadyListener.java line 134]
Fatal Exception: java.lang.IllegalStateException: Finish was called with a different batch, expected com.flipkart.batching.strategy.TagBatchingStrategy$TagBatch@2d0d81bb was com.flipkart.batching.strategy.TagBatchingStrategy$TagBatch@1de966d8
at com.flipkart.batching.listener.PersistedBatchReadyListener$2.run(PersistedBatchReadyListener.java:134)
at android.os.Handler.handleCallback(Handler.java:815)
at android.os.Handler.dispatchMessage(Handler.java:104)
at android.os.Looper.loop(Looper.java:194)
at android.os.HandlerThread.run(HandlerThread.java:61)

removing data twice while trimming

In TrimPersistedBatchReadyListener.java , we are calling remove() twice in trimQueue() method because of which trimming is removing data twice when invoked.

NullPointerException: Attempt to invoke virtual method tagData.getTag() on a null object reference

Fatal Exception: java.lang.NullPointerException: Attempt to invoke virtual method 'com.flipkart.batching.data.Tag com.flipkart.batching.data.TagData.getTag()' on a null object reference 
       at com.flipkart.batching.persistence.TagBasedPersistenceStrategy.filterByTag(TagBasedPersistenceStrategy.java:68) 
       at com.flipkart.batching.persistence.TagBasedPersistenceStrategy.getData(TagBasedPersistenceStrategy.java:43) 
       at com.flipkart.batching.strategy.SizeBatchingStrategy.flush(SizeBatchingStrategy.java:49) 
       at com.flipkart.batching.strategy.ComboBatchingStrategy.flush(ComboBatchingStrategy.java:65) 
       at com.flipkart.batching.strategy.TagBatchingStrategy.flush(TagBatchingStrategy.java:81) 
       at com.flipkart.batching.BatchManager$2.run(BatchManager.java:96) 
       at android.os.Handler.handleCallback(Handler.java:739) 
       at android.os.Handler.dispatchMessage(Handler.java:95) 
       at android.os.Looper.loop(Looper.java:135) 
       at android.os.HandlerThread.run(HandlerThread.java:61)

Gson labels must be unique

registerSubtype is causing IllegalArgumentException("types and labels must be unique");

Reproducible by Sharath Pandeswar

java.lang.VerifyError

Fatal Exception: java.lang.VerifyError: com/flipkart/android/analytics/f
       at com.flipkart.android.analytics.BatchManagerHelper.init(BatchManagerHelper.java:1205)
       at com.flipkart.android.init.FlipkartApplication.onCreate(FlipkartApplication.java:175)
       at android.app.Instrumentation.callApplicationOnCreate(Instrumentation.java:1014)
       at android.app.ActivityThread.handleBindApplication(ActivityThread.java:4205)
       at android.app.ActivityThread.access$1300(ActivityThread.java:133)
       at android.app.ActivityThread$H.handleMessage(ActivityThread.java:1263)
       at android.os.Handler.dispatchMessage(Handler.java:99)
       at android.os.Looper.loop(Looper.java:137)
       at android.app.ActivityThread.main(ActivityThread.java:4812)
       at java.lang.reflect.Method.invokeNative(Method.java)
       at java.lang.reflect.Method.invoke(Method.java:511)
       at com.android.internal.os.ZygoteInit$MethodAndArgsCaller.run(ZygoteInit.java:792)
       at com.android.internal.os.ZygoteInit.main(ZygoteInit.java:559)
       at dalvik.system.NativeStart.main(NativeStart.java)

Invalid json format in collector call

    {
        "ct": "productCard",
        "p": "{value=21}",
        "iid": "30a0bbe2-44a3-4146-b612-7b9ddfeb0983.SEARCH",
        "en": "DCI",
        "t": "{value=1459751849340}"
    }, {
        "ct": "productCard",
        "p": "{value=22}",
        "iid": "17dc7c76-98f7-4a6c-a4db-60c160f4da81.SEARCH",
        "en": "DCI",
        "t": "{value=1459751849343}"
    }, {
        "ct": "productCard",
        "p": "{value=23}",
        "iid": "aaabf9cc-7ee9-4e9e-9ec4-1333409499c2.SEARCH",
        "en": "DCI",
        "t": "{value=1459751849600}"
    }, {
        "ct": "productCard",
        "p": "{value=24}",
        "iid": "ff5f12b4-406e-4406-aaa9-4fa161d76926.SEARCH",
        "en": "DCI",
        "t": "{value=1459751849606}"
    }, {
        "ct": "productCard",
        "p": "{value=25}",
        "iid": "be6eb820-4bd6-4e10-9ec8-0b8a74d97d80.SEARCH",
        "en": "DCI",
        "t": "{value=1459751849802}"
    }, {
        "ct": "productCard",
        "p": "{value=26}",
        "iid": "c2c2a86b-2feb-4536-b632-e2abce5d3096.SEARCH",
        "en": "DCI",
        "t": "{value=1459751849809}"
    }

file path API from library

Since library is the consumer of file path so either we can have it implicitly consumed and not expose to be set by client or we can provide a api to get a valid path from the library itself.

IncompatibleClassChangeError

Fatal Exception: java.lang.IncompatibleClassChangeError: Couldn't find com.google.gson.annotations.SerializedName.value
       at libcore.reflect.AnnotationAccess.toAnnotationInstance(AnnotationAccess.java:659)
       at libcore.reflect.AnnotationAccess.toAnnotationInstance(AnnotationAccess.java:641)
       at libcore.reflect.AnnotationAccess.getDeclaredAnnotation(AnnotationAccess.java:170)
       at java.lang.reflect.Field.getAnnotation(Field.java:242)
       at com.google.gson.internal.bind.ReflectiveTypeAdapterFactory.getFieldName(ReflectiveTypeAdapterFactory.java:1076)
       at com.google.gson.internal.bind.ReflectiveTypeAdapterFactory.getBoundFields(ReflectiveTypeAdapterFactory.java:156)
       at com.google.gson.internal.bind.ReflectiveTypeAdapterFactory.create(ReflectiveTypeAdapterFactory.java:97)
       at com.google.gson.Gson.getDelegateAdapter(Gson.java:442)
       at com.flipkart.batching.toolbox.RuntimeTypeAdapterFactory.create(RuntimeTypeAdapterFactory.java:194)
       at com.google.gson.Gson.getAdapter(Gson.java:360)
       at com.google.gson.Gson.fromJson(Gson.java:813)
       at com.google.gson.Gson.fromJson(Gson.java:779)
       at com.google.gson.Gson.fromJson(Gson.java:728)
       at com.google.gson.Gson.fromJson(Gson.java:700)
       at com.flipkart.batching.persistence.GsonSerializationStrategy.deserializeData(GsonSerializationStrategy.java:180)
       at com.flipkart.batching.persistence.TapePersistenceStrategy.getAllDataFromTapeQueue(TapePersistenceStrategy.java:121)
       at com.flipkart.batching.persistence.TapePersistenceStrategy.syncData(TapePersistenceStrategy.java:1106)
       at com.flipkart.batching.persistence.TagBasedPersistenceStrategy.onInitialized(TagBasedPersistenceStrategy.java:55)
       at com.flipkart.batching.strategy.BaseBatchingStrategy.onInitialized(BaseBatchingStrategy.java:57)
       at com.flipkart.batching.strategy.SizeBatchingStrategy.onInitialized(SizeBatchingStrategy.java:60)
       at com.flipkart.batching.strategy.ComboBatchingStrategy.onInitialized(ComboBatchingStrategy.java:51)
       at com.flipkart.batching.strategy.TagBatchingStrategy.onInitialized(TagBatchingStrategy.java:63)
       at com.flipkart.batching.BatchManager.initialize$175fd481(BatchManager.java:1151)
       at com.flipkart.batching.BatchManager$1.run(BatchManager.java:63)
       at android.os.Handler.handleCallback(Handler.java:739)
       at android.os.Handler.dispatchMessage(Handler.java:95)
       at android.os.Looper.loop(Looper.java:145)
       at android.os.HandlerThread.run(HandlerThread.java:61)
 Show all 35 Threads

NullPointerException

CrashLytics: 4.6 Production app for Batching Lib

Fatal Exception: java.lang.NullPointerException
at com.flipkart.batching.persistence.TapePersistenceStrategy.getAllDataFromTapeQueue(TapePersistenceStrategy.java:105)
at com.flipkart.batching.persistence.TapePersistenceStrategy.syncData(TapePersistenceStrategy.java:1095)
at com.flipkart.batching.persistence.TagBasedPersistenceStrategy.onInitialized(TagBasedPersistenceStrategy.java:55)
at com.flipkart.batching.strategy.BaseBatchingStrategy.onInitialized(BaseBatchingStrategy.java:57)
at com.flipkart.batching.strategy.SizeBatchingStrategy.onInitialized(SizeBatchingStrategy.java:60)
at com.flipkart.batching.strategy.ComboBatchingStrategy.onInitialized(ComboBatchingStrategy.java:51)
at com.flipkart.batching.strategy.TagBatchingStrategy.onInitialized(TagBatchingStrategy.java:63)
at com.flipkart.batching.BatchManager.initialize$175fd481(BatchManager.java:1151)
at com.flipkart.batching.BatchManager$1.run(BatchManager.java:63)
at android.os.Handler.handleCallback(Handler.java:808)
at android.os.Handler.dispatchMessage(Handler.java:103)
at android.os.Looper.loop(Looper.java:193)
at android.os.HandlerThread.run(HandlerThread.java:61)

NullPointerException on RuntimeTypeAdapterFactory

Fatal Exception: java.lang.NullPointerException: Attempt to invoke virtual method 'java.lang.Class java.lang.Object.getClass()' on a null object reference
       at com.flipkart.batching.toolbox.RuntimeTypeAdapterFactory$1.write(RuntimeTypeAdapterFactory.java:221)
       at com.google.gson.Gson.toJson(Gson.java:605)
       at com.google.gson.Gson.toJson(Gson.java:584)
       at com.google.gson.Gson.toJson(Gson.java:539)
       at com.flipkart.batching.persistence.GsonSerializationStrategy.serializeData(GsonSerializationStrategy.java:148)
       at com.flipkart.batching.persistence.TapePersistenceStrategy.getAllDataFromTapeQueue(TapePersistenceStrategy.java:111)
       at com.flipkart.batching.persistence.TapePersistenceStrategy.syncData(TapePersistenceStrategy.java:1095)
       at com.flipkart.batching.persistence.TagBasedPersistenceStrategy.onInitialized(TagBasedPersistenceStrategy.java:55)
       at com.flipkart.batching.strategy.BaseBatchingStrategy.onInitialized(BaseBatchingStrategy.java:57)
       at com.flipkart.batching.strategy.SizeBatchingStrategy.onInitialized(SizeBatchingStrategy.java:60)
       at com.flipkart.batching.strategy.ComboBatchingStrategy.onInitialized(ComboBatchingStrategy.java:51)
       at com.flipkart.batching.strategy.TagBatchingStrategy.onInitialized(TagBatchingStrategy.java:63)
       at com.flipkart.batching.BatchManager.initialize$175fd481(BatchManager.java:1151)
       at com.flipkart.batching.BatchManager$1.run(BatchManager.java:63)
       at android.os.Handler.handleCallback(Handler.java:810)
       at android.os.Handler.dispatchMessage(Handler.java:99)
       at android.os.Looper.loop(Looper.java:189)
       at android.os.HandlerThread.run(HandlerThread.java:61)

Exposing `forced` from BatchController

Currently, in BatchController.addToBatch, BatchingStrategy.flush(false) is being called, and the forced argument in the flush method is not configurable.

Requirement:
Expose the flush argument from BatchController in order for it to be configurable by callers

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