Thrift反序列化导致OOM

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最近线上的日志处理服务偶尔会出现Out Of Memory的问题,从Exception的call stack中顺藤摸瓜,最终定位到是thrift反序列化的问题。

发现问题

先交代一下问题现场:

  • thirft版本: 0.5.0,很久远的版本,但是公司统一使用的版本;
  • 反序列化使用的协议:TCompactProtocol协议;
  • 出错的call stack:

    Exception in thread "pool-10-thread-1" java.lang.RuntimeException: java.lang.OutOfMemoryError: Requested array size exceeds VM limit    at com.lmax.disruptor.FatalExceptionHandler.handleEventException(FatalExceptionHandler.java:45)    at com.lmax.disruptor.BatchEventProcessor.run(BatchEventProcessor.java:152)    at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)    at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)    at java.lang.Thread.run(Thread.java:745)Caused by: java.lang.OutOfMemoryError: Requested array size exceeds VM limit    at org.apache.thrift.protocol.TCompactProtocol.readBinary(TCompactProtocol.java:651)    at org.apache.thrift.protocol.TCompactProtocol.readString(TCompactProtocol.java:626)    at com.xiaomi.data.spec.log.push.XmPushMessageInfo.read(XmPushMessageInfo.java:2779)

寻找原因

从上面的call stack可以看出,问题出在thrift TCompactProtocol类的651行,看看这一行干了些什么:

  /**   * Read a byte[] of a known length from the wire.    */  private byte[] readBinary(int length) throws TException {    if (length == 0) return new byte[0];    byte[] buf = new byte[length];     // TCompactProtocol第651行    trans_.readAll(buf, 0, length);    return buf;  }

从上面代码可以看到,TCompactProtocol类的651行申请了一个长度为length的byte数组,而此时可用内存已经不足以分配这么大的空间,所以报了java.lang.OutOfMemoryError错误,导致程序异常退出。

这个length是怎么来的呢?还是从call stack寻找答案,看看TCompactProtocol类的626行:

  /**   * Reads a byte[] (via readBinary), and then UTF-8 decodes it.   */  public String readString() throws TException {    int length = readVarint32();    if (length == 0) {      return "";    }    try {      if (trans_.getBytesRemainingInBuffer() >= length) {        String str = new String(trans_.getBuffer(), trans_.getBufferPosition(), length, "UTF-8");        trans_.consumeBuffer(length);        return str;      } else {        return new String(readBinary(length), "UTF-8");    // 626行      }    } catch (UnsupportedEncodingException e) {      throw new TException("UTF-8 not supported!");    }  }

从上面的代码可以看到,length是通过readVarint32这个函数读到的一个int型数字,然后thrift使用这个数字来申请内存。

这种方式在正常情况下是没有问题的,但是如果源binary数据被写坏了,或者网络传输过程中出现了差错,就有可能导致readVarint32读到的是一个非常大的数字(可能达到10多亿),这种情况下申请内存必然会OOM。

解决问题

问题原因找到了,但是怎么解决呢?
下面是一个比较简单的解决方案:

每次读取到length之后都做一下长度的check,如果这个长度超过一定的长度,则直接抛出异常,不要再申请内存。

thrift中需要check读取到的langth的地方有以下几个地方(如果使用其他Protocol也类似):

 /**    * Read a map header off the wire. If the size is zero, skip reading the key   * and value type. This means that 0-length maps will yield TMaps without the   * "correct" types.   */  public TMap readMapBegin() throws TException {    int size = readVarint32();    //此处需要check size    byte keyAndValueType = size == 0 ? 0 : readByte();    return new TMap(getTType((byte)(keyAndValueType >> 4)), getTType((byte)(keyAndValueType & 0xf)), size);  }
  /**   * Read a list header off the wire. If the list size is 0-14, the size will    * be packed into the element type header. If it's a longer list, the 4 MSB   * of the element type header will be 0xF, and a varint will follow with the   * true size.   */  public TList readListBegin() throws TException {    byte size_and_type = readByte();    int size = (size_and_type >> 4) & 0x0f;    if (size == 15) {      size = readVarint32();     // 此处需要check size    }    byte type = getTType(size_and_type);    return new TList(type, size);  }
  /**   * Reads a byte[] (via readBinary), and then UTF-8 decodes it.   */  public String readString() throws TException {    int length = readVarint32();   // 此处需要check length    if (length == 0) {      return "";    }    try {      if (trans_.getBytesRemainingInBuffer() >= length) {        String str = new String(trans_.getBuffer(), trans_.getBufferPosition(), length, "UTF-8");        trans_.consumeBuffer(length);        return str;      } else {        return new String(readBinary(length), "UTF-8");      }    } catch (UnsupportedEncodingException e) {      throw new TException("UTF-8 not supported!");    }  }

readMapBegin举例,可以这样修改:

    /**     * Read a map header off the wire. If the size is zero, skip reading the key     * and value type. This means that 0-length maps will yield TMaps without the     * "correct" types.     */    public TMap readMapBegin() throws TException {        int size = readVarint32();        if (size > trans_.getBytesRemainingInBuffer() || size > MAX_THRIFT_MAP_SIZE) {            throw new TPushProtocolException(TProtocolException.SIZE_LIMIT, "Thrift map size " + size + " out of range, remaining size = " + trans_.getBytesRemainingInBuffer());        }        byte keyAndValueType = size == 0 ? 0 : readByte();        return new TMap(getTType((byte)(keyAndValueType >> 4)), getTType((byte)(keyAndValueType & 0xf)), size);    }

其中的MAX_THRIFT_MAP_SIZE是一个常量,一个自定义的thrift map的最大size,此处是10000。

后记

看了一下thrift 0.9.3版本的源码,这个版本中已经加上了类似的check逻辑。


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