diff --git a/scala-package/core/src/main/scala/ml/dmlc/mxnet/AttrScope.scala b/scala-package/core/src/main/scala/ml/dmlc/mxnet/AttrScope.scala
new file mode 100644
index 000000000000..2d4b678c01d7
--- /dev/null
+++ b/scala-package/core/src/main/scala/ml/dmlc/mxnet/AttrScope.scala
@@ -0,0 +1,39 @@
+package ml.dmlc.mxnet
+
+/**
+ * Attribute manager for scoping.
+ * User can also inherit this object to change naming behavior.
+ * @author Yizhi Liu
+ */
+class AttrScope(attr: Map[String, String] = Map.empty) {
+  private var _attr = attr
+  /**
+   * Get the attribute dict given the attribute set by the symbol.
+   * @param userDefinedAttr The attribute passed in by user during symbol creation.
+   * @return Updated attributes to add other scope related attributes.
+   */
+  def get(userDefinedAttr: Option[Map[String, String]]): Map[String, String] = {
+    _attr ++ userDefinedAttr.getOrElse(Map.empty[String, String])
+  }
+
+  def withScope[T](body: => T): T = {
+    val oldAttrScope = AttrScope.current
+    this._attr = AttrScope.current._attr ++ this._attr
+    AttrScope.setCurrentAttr(this)
+    try {
+      body
+    } finally {
+      AttrScope.setCurrentAttr(oldAttrScope)
+    }
+  }
+}
+
+object AttrScope {
+  private var _current = new AttrScope()
+  def current: AttrScope = _current
+  private def setCurrentAttr(attr: AttrScope): Unit = {
+    _current = attr
+  }
+
+  def apply(attr: Map[String, String] = Map.empty): AttrScope = new AttrScope(attr)
+}
diff --git a/scala-package/core/src/main/scala/ml/dmlc/mxnet/Base.scala b/scala-package/core/src/main/scala/ml/dmlc/mxnet/Base.scala
index 0d5c848afd79..26026fc4d2eb 100644
--- a/scala-package/core/src/main/scala/ml/dmlc/mxnet/Base.scala
+++ b/scala-package/core/src/main/scala/ml/dmlc/mxnet/Base.scala
@@ -11,6 +11,8 @@ object Base {
   type MXFloat = Float
   type CPtrAddress = Long
 
+  type SymbolHandle = CPtrAddress
+
   type MXUintRef = RefInt
   type MXFloatRef = RefFloat
   type NDArrayHandle = RefLong
@@ -19,12 +21,11 @@ object Base {
   type DataIterCreator = RefLong
   type KVStoreHandle = RefLong
   type ExecutorHandle = RefLong
-
+  type SymbolHandleRef = RefLong
 
   System.loadLibrary("mxnet-scala")
   val _LIB = new LibInfo
 
-
   // helper function definitions
   /**
    * Check the return value of C API call
diff --git a/scala-package/core/src/main/scala/ml/dmlc/mxnet/IO.scala b/scala-package/core/src/main/scala/ml/dmlc/mxnet/IO.scala
index 9b999e0d6b32..2a706703aecd 100644
--- a/scala-package/core/src/main/scala/ml/dmlc/mxnet/IO.scala
+++ b/scala-package/core/src/main/scala/ml/dmlc/mxnet/IO.scala
@@ -14,7 +14,7 @@ object IO {
   /**
    * create iterator via iterName and params
    * @param iterName name of iterator; "MNISTIter" or "ImageRecordIter"
-   * @param params paramters for create iterator
+   * @param params parameters for create iterator
    * @return
    */
   def createIterator(iterName: String, params: Map[String, String]): DataIter = {
diff --git a/scala-package/core/src/main/scala/ml/dmlc/mxnet/LibInfo.scala b/scala-package/core/src/main/scala/ml/dmlc/mxnet/LibInfo.scala
index 79e84b598c15..0837e6d1ca80 100644
--- a/scala-package/core/src/main/scala/ml/dmlc/mxnet/LibInfo.scala
+++ b/scala-package/core/src/main/scala/ml/dmlc/mxnet/LibInfo.scala
@@ -120,4 +120,36 @@ class LibInfo {
                                  grads: Array[CPtrAddress]): Int
   @native def mxExecutorPrint(handle: ExecutorHandle, debugStr: RefString): Int
   @native def mxExecutorSetMonitorCallback(handle: ExecutorHandle, callback: MXMonitorCallback): Int
+
+  // Symbols
+  @native def mxSymbolListAtomicSymbolCreators(symbolList: ListBuffer[SymbolHandle]): Int
+  @native def mxSymbolGetAtomicSymbolInfo(handle: SymbolHandle,
+                                          name: RefString,
+                                          desc: RefString,
+                                          numArgs: MXUintRef,
+                                          argNames: ListBuffer[String],
+                                          argTypes: ListBuffer[String],
+                                          argDescs: ListBuffer[String],
+                                          keyVarNumArgs: RefString): Int
+  @native def mxSymbolCreateAtomicSymbol(handle: SymbolHandle,
+                                         paramKeys: Array[String],
+                                         paramVals: Array[String],
+                                         symHandleRef: SymbolHandleRef): Int
+  @native def mxSymbolSetAttr(handle: SymbolHandle, key: String, value: String): Int
+  @native def mxSymbolCompose(handle: SymbolHandle,
+                              name: String,
+                              keys: Array[String],
+                              args: Array[SymbolHandle]): Int
+  @native def mxSymbolCreateVariable(name: String, out: SymbolHandleRef): Int
+  @native def mxSymbolGetAttr(handle: SymbolHandle,
+                              key: String,
+                              ret: RefString,
+                              success: RefInt): Int
+  @native def mxSymbolListArguments(handle: SymbolHandle,
+                                    arguments: ArrayBuffer[String]): Int
+  @native def mxSymbolCopy(handle: SymbolHandle, clonedHandle: SymbolHandleRef): Int
+  @native def mxSymbolListOutputs(handle: SymbolHandle,
+                                  outputs: ArrayBuffer[String]): Int
+  @native def mxSymbolCreateGroup(handles: Array[SymbolHandle], out: SymbolHandleRef): Int
+  @native def mxSymbolPrint(handle: SymbolHandle, str: RefString): Int
 }
diff --git a/scala-package/core/src/main/scala/ml/dmlc/mxnet/NameManager.scala b/scala-package/core/src/main/scala/ml/dmlc/mxnet/NameManager.scala
new file mode 100644
index 000000000000..f81af5ed1724
--- /dev/null
+++ b/scala-package/core/src/main/scala/ml/dmlc/mxnet/NameManager.scala
@@ -0,0 +1,51 @@
+package ml.dmlc.mxnet
+
+import scala.collection.mutable
+
+/**
+ * NameManager to do automatic naming.
+ * User can also inherit this object to change naming behavior.
+ * @author Yizhi Liu
+ */
+class NameManager {
+  val counter: mutable.Map[String, Int] = mutable.HashMap.empty[String, Int]
+  /**
+   * Get the canonical name for a symbol.
+   * This is default implementation.
+   * When user specified a name,
+   * the user specified name will be used.
+   * When user did not, we will automatically generate a name based on hint string.
+   *
+   * @param name : The name user specified.
+   * @param hint : A hint string, which can be used to generate name.
+   * @return A canonical name for the user.
+   */
+  def get(name: Option[String], hint: String): String = {
+    name.getOrElse {
+      if (!counter.contains(hint)) {
+        counter(hint) = 0
+      }
+      val generatedName = s"$hint${counter(hint)}"
+      counter(hint) += 1
+      generatedName
+    }
+  }
+
+  def withScope[T](body: => T): T = {
+    val oldManager = NameManager.current
+    NameManager.setCurrentManager(this)
+    try {
+      body
+    } finally {
+      NameManager.setCurrentManager(oldManager)
+    }
+  }
+}
+
+object NameManager {
+  private var _current = new NameManager()
+  def current: NameManager = _current
+  private def setCurrentManager(manager: NameManager): Unit = {
+    _current = manager
+  }
+}
diff --git a/scala-package/core/src/main/scala/ml/dmlc/mxnet/Symbol.scala b/scala-package/core/src/main/scala/ml/dmlc/mxnet/Symbol.scala
index 3f70f2764c2a..33e10ad5ea7e 100644
--- a/scala-package/core/src/main/scala/ml/dmlc/mxnet/Symbol.scala
+++ b/scala-package/core/src/main/scala/ml/dmlc/mxnet/Symbol.scala
@@ -1,14 +1,45 @@
 package ml.dmlc.mxnet
 
-class Symbol {
+import ml.dmlc.mxnet.Base._
+import org.slf4j.LoggerFactory
+
+import scala.collection.mutable.{ArrayBuffer, ListBuffer}
+
+/**
+ * Symbolic configuration API of mxnet.
+ * @author Yizhi Liu
+ */
+class Symbol(private[mxnet] val handle: SymbolHandle) {
+  def +(other: Symbol): Symbol = Symbol.create("_Plus", other)
+
+  override def clone(): Symbol = {
+    val clonedHandle = new SymbolHandleRef
+    checkCall(_LIB.mxSymbolCopy(handle, clonedHandle))
+    new Symbol(clonedHandle.value)
+  }
+
   /**
    * List all the arguments in the symbol.
    * @return Array of all the arguments.
    */
-  def listArguments(): Array[String] = ???
+  def listArguments(): Array[String] = {
+    val arr = ArrayBuffer.empty[String]
+    checkCall(_LIB.mxSymbolListArguments(handle, arr))
+    arr.toArray
+  }
+
+  /**
+   * List all outputs in the symbol.
+   * @return : List of all the outputs.
+   */
+  def listOutputs(): Array[String] = {
+    val arr = ArrayBuffer.empty[String]
+    checkCall(_LIB.mxSymbolListOutputs(handle, arr))
+    arr.toArray
+  }
 
   /**
-   * List all auxiliary states in the symbool.
+   * List all auxiliary states in the symbol.
    * @return The names of the auxiliary states.
    * Notes
    * -----
@@ -18,4 +49,252 @@ class Symbol {
    * Most operators do not have Auxiliary states.
    */
   def listAuxiliaryStates(): Array[String] = ???
+
+  /**
+   * Get attribute string from the symbol, this function only works for non-grouped symbol.
+   * @param key  The key to get attribute from.
+   * @return value The attribute value of the key, returns None if attribute do not exist.
+   */
+  def attr(key: String): Option[String] = {
+    val ret = new RefString
+    val success = new RefInt
+    checkCall(_LIB.mxSymbolGetAttr(handle, key, ret, success))
+    if (success.value != 0) {
+      Option(ret.value)
+    } else {
+      None
+    }
+  }
+
+  /**
+   * Invoke symbol as function on inputs.
+   * @param name resulting symbol name
+   * @param symbols provide named symbols
+   * @return the resulting symbol
+   */
+  def apply(name: String, symbols: Map[String, Symbol]): Symbol = {
+    val s = clone()
+    s.compose(name, symbols)
+    s
+  }
+
+  /**
+   * Get a debug string.
+   * @return Debug string of the symbol.
+   */
+  def debugStr: String = {
+    val str = new RefString
+    checkCall(_LIB.mxSymbolPrint(handle, str))
+    str.value
+  }
+
+  // Set the attribute of the symbol.
+  private def setAttr(attr: Map[String, String]): Unit = {
+    attr.foreach { case (key, value) =>
+      checkCall(_LIB.mxSymbolSetAttr(handle, key, value))
+    }
+  }
+
+  /**
+   * Compose symbol on inputs.
+   * This call mutates the current symbol.
+   * @param name resulting symbol name
+   * @param symbols provide positional arguments
+   * @return the resulting symbol
+   */
+  private def compose(name: String, symbols: Array[Symbol]): Unit = {
+    val args = symbols.map(_.handle)
+    checkCall(_LIB.mxSymbolCompose(handle, name, null, args))
+  }
+
+  private def compose(name: String, symbols: Map[String, Symbol]): Unit = {
+    val keys = symbols.keys.toArray
+    val args = symbols.values.map(_.handle).toArray
+    checkCall(_LIB.mxSymbolCompose(handle, name, keys, args))
+  }
 }
+
+object Symbol {
+  private val logger = LoggerFactory.getLogger(classOf[Symbol])
+  private val functions: Map[String, SymbolFunction] = initSymbolModule()
+
+  /**
+   * Create a symbolic variable with specified name.
+   * @param name Name of the variable.
+   * @param attr Additional attributes to set on the variable.
+   * @return The created variable symbol.
+   */
+  def Variable(name: String, attr: Map[String, String] = null): Symbol = {
+    val handle = new SymbolHandleRef
+    checkCall(_LIB.mxSymbolCreateVariable(name, handle))
+    val sym = new Symbol(handle.value)
+    sym.setAttr(AttrScope.current.get(Option(attr)))
+    sym
+  }
+
+  def FullyConnected: Map[String, Any] => Symbol = {
+    FullyConnected(null)
+  }
+
+  def FullyConnected(attr: Map[String, String]): Map[String, Any] => Symbol = {
+    createNoCheck("FullyConnected", attr)
+  }
+
+  def Activation: Map[String, Any] => Symbol = {
+    Activation(null)
+  }
+
+  def Activation(attr: Map[String, String]): Map[String, Any] => Symbol = {
+    createNoCheck("Activation", attr)
+  }
+
+  /**
+   * Create a symbol that groups symbols together.
+   * @param symbols List of symbols to be grouped.
+   * @return The created group symbol.
+   */
+  def Group(symbols: Symbol*): Symbol = {
+    val ihandles = symbols.map(_.handle).toArray
+    val handle = new SymbolHandleRef
+    checkCall(_LIB.mxSymbolCreateGroup(ihandles, handle))
+    new Symbol(handle.value)
+  }
+
+  // List and add all the atomic symbol functions to current module.
+  private def initSymbolModule(): Map[String, SymbolFunction] = {
+    val symbolList = ListBuffer.empty[SymbolHandle]
+    checkCall(_LIB.mxSymbolListAtomicSymbolCreators(symbolList))
+    symbolList.map(makeAtomicSymbolFunction).toMap
+  }
+
+  // Create an atomic symbol function by handle and function name.
+  private def makeAtomicSymbolFunction(handle: SymbolHandle): (String, SymbolFunction) = {
+    val name = new RefString
+    val desc = new RefString
+    val keyVarNumArgs = new RefString
+    val numArgs = new MXUintRef
+    val argNames = ListBuffer.empty[String]
+    val argTypes = ListBuffer.empty[String]
+    val argDescs = ListBuffer.empty[String]
+
+    checkCall(_LIB.mxSymbolGetAtomicSymbolInfo(
+      handle, name, desc, numArgs, argNames, argTypes, argDescs, keyVarNumArgs))
+    val paramStr = ctypes2docstring(argNames, argTypes, argDescs)
+    val docStr = s"${name.value}\n${desc.value}\n\n$paramStr\n"
+    logger.debug("Atomic Symbol function defination:\n{}", docStr)
+    (name.value, new SymbolFunction(handle, keyVarNumArgs.value))
+  }
+
+  /**
+   * Activation Operator of Neural Net.
+   * The parameters listed below can be passed in as keyword arguments.
+   * @param symbols Symbol parameters passed to create the resulting symbol
+   * @param paramKwargs Key-value parameters passed to create the resulting symbol
+   * @param attr Attributes set to the resulting symbol
+   * @return the resulting symbol
+   */
+  def create(operator: String,
+             symbols: Array[Symbol],
+             paramKwargs: Map[String, String],
+             attr: Map[String, String]): Symbol = {
+    val function = functions(operator)
+    require(function != null, s"invalid operator name $operator")
+
+    val params = if (paramKwargs == null) Map.empty[String, String] else paramKwargs
+    val addkeyVarNumArgs = (function.keyVarNumArgs != null
+      && !function.keyVarNumArgs.isEmpty
+      && !params.contains(function.keyVarNumArgs))
+
+    val paramKeys: Array[String] = (
+        if (addkeyVarNumArgs) Array[String](function.keyVarNumArgs)
+        else Array.empty[String]
+      ) ++ (params - "name").keys
+    val paramVals: Array[String] = (
+        if (addkeyVarNumArgs) Array[String](symbols.length.toString)
+        else Array.empty[String]
+      ) ++ (params - "name").values
+
+    // create atomic symbol
+    val symHandle = new SymbolHandleRef
+    checkCall(_LIB.mxSymbolCreateAtomicSymbol(
+      function.handle, paramKeys, paramVals, symHandle))
+
+    val s = new Symbol(symHandle.value)
+    val attrAll = AttrScope.current.get(Option(attr))
+    s.setAttr(attrAll)
+    val hint = operator.toLowerCase
+    val managedName = NameManager.current.get(params.get("name"), hint)
+    s.compose(managedName, symbols)
+    s
+  }
+
+  def create(operator: String, symbols: Symbol*): Symbol = {
+    create(operator, symbols.toArray, null, null)
+  }
+
+  /**
+   * Activation Operator of Neural Net.
+   * The parameters listed below can be passed in as keyword arguments.
+   * @param symbols Named symbol parameters passed to create the resulting symbol
+   * @param paramKwargs Key-value parameters passed to create the resulting symbol
+   * @param attr Attributes set to the resulting symbol
+   * @return the resulting symbol
+   */
+  private def create(operator: String,
+                     symbols: Map[String, Symbol],
+                     paramKwargs: Map[String, String],
+                     attr: Map[String, String]): Symbol = {
+    val function = functions(operator)
+    require(function != null, s"invalid operator name $operator")
+    require(function.keyVarNumArgs == null || function.keyVarNumArgs.isEmpty,
+      "This function support variable length of Symbol arguments.\n" +
+      "Please pass all the input Symbols via positional arguments instead of keyword arguments.")
+
+    val paramKeys =
+      if (paramKwargs == null) Array.empty[String]
+      else (paramKwargs - "name").keys.toArray
+    val paramVals =
+      if (paramKwargs == null) Array.empty[String]
+      else (paramKwargs - "name").values.toArray
+    val symHandle = new SymbolHandleRef
+    checkCall(_LIB.mxSymbolCreateAtomicSymbol(
+      function.handle, paramKeys, paramVals, symHandle))
+
+    val s = new Symbol(symHandle.value)
+    val attrAll = AttrScope.current.get(Option(attr))
+    s.setAttr(attrAll)
+    val hint = operator.toLowerCase
+    val managedName = NameManager.current.get(paramKwargs.get("name"), hint)
+    s.compose(managedName, symbols)
+    s
+  }
+
+  def create(operator: String, symbols: Map[String, Symbol]): Symbol = {
+    create(operator, symbols, null, null)
+  }
+
+  def create(operator: String,
+             symbols: Map[String, Symbol],
+             paramKwargs: Map[String, String]): Symbol = {
+    create(operator, symbols, paramKwargs, null)
+  }
+
+  // a more friendly interface for creating symbols
+  // all values except symbols in kwargs will be cast to String using its toString() method
+  def createNoCheck(operator: String, attr: Map[String, String] = null)(
+                    kwargs: Map[String, Any]): Symbol = {
+    val symbolArgs = kwargs.filter { case (key, value) =>
+      value.isInstanceOf[Symbol]
+    }.map { case (key, value) =>
+      (key, value.asInstanceOf[Symbol])
+    }
+    val strArgs = kwargs.filter { case (key, value) =>
+      !value.isInstanceOf[Symbol]
+    }.map { case (key, value) =>
+      (key, value.toString)
+    }
+    create(operator, symbolArgs, strArgs, attr)
+  }
+}
+
+private case class SymbolFunction(handle: SymbolHandle, keyVarNumArgs: String)
diff --git a/scala-package/core/src/test/scala/ml/dmlc/mxnet/AttrScopeSuite.scala b/scala-package/core/src/test/scala/ml/dmlc/mxnet/AttrScopeSuite.scala
new file mode 100644
index 000000000000..3e320ff29681
--- /dev/null
+++ b/scala-package/core/src/test/scala/ml/dmlc/mxnet/AttrScopeSuite.scala
@@ -0,0 +1,19 @@
+package ml.dmlc.mxnet
+
+import org.scalatest.{BeforeAndAfterAll, FunSuite}
+
+class AttrScopeSuite extends FunSuite with BeforeAndAfterAll {
+  test("attr basic") {
+    val (data, gdata) =
+    AttrScope(Map("group" -> "4", "data" -> "great")).withScope {
+      val data = Symbol.Variable("data", attr = Map("dtype" -> "data", "group" -> "1"))
+      val gdata = Symbol.Variable("data2")
+      (data, gdata)
+    }
+    assert(gdata.attr("group").get === "4")
+    assert(data.attr("group").get === "1")
+
+    val exceedScopeData = Symbol.Variable("data3")
+    assert(exceedScopeData.attr("group") === None, "No group attr in global attr scope")
+  }
+}
diff --git a/scala-package/core/src/test/scala/ml/dmlc/mxnet/SymbolSuite.scala b/scala-package/core/src/test/scala/ml/dmlc/mxnet/SymbolSuite.scala
new file mode 100644
index 000000000000..edc6ace47444
--- /dev/null
+++ b/scala-package/core/src/test/scala/ml/dmlc/mxnet/SymbolSuite.scala
@@ -0,0 +1,28 @@
+package ml.dmlc.mxnet
+
+import org.scalatest.{BeforeAndAfterAll, FunSuite}
+
+class SymbolSuite extends FunSuite with BeforeAndAfterAll {
+  test("symbol compose") {
+    val data = Symbol.Variable("data")
+
+    var net1 = Symbol.FullyConnected(Map("data" -> data, "name" -> "fc1", "num_hidden" -> 10))
+    net1 = Symbol.FullyConnected(Map("data" -> net1, "name" -> "fc2", "num_hidden" -> 100))
+    assert(net1.listArguments() ===
+      Array("data", "fc1_weight", "fc1_bias", "fc2_weight", "fc2_bias"))
+
+    var net2 = Symbol.FullyConnected(Map("name" -> "fc3", "num_hidden" -> 10))
+    net2 = Symbol.Activation(Map("data" -> net2, "act_type" -> "relu"))
+    net2 = Symbol.FullyConnected(Map("data" -> net2, "name" -> "fc4", "num_hidden" -> 20))
+    // scalastyle:off println
+    println(s"net2 debug info:\n${net2.debugStr}")
+    // scalastyle:on println
+
+    val composed = net2(name = "composed", Map("fc3_data" -> net1))
+    // scalastyle:off println
+    println(s"composed debug info:\n${composed.debugStr}")
+    // scalastyle:on println
+    val multiOut = Symbol.Group(composed, net1)
+    assert(multiOut.listOutputs().length === 2)
+  }
+}
diff --git a/scala-package/native/src/main/native/ml_dmlc_mxnet_native_c_api.cc b/scala-package/native/src/main/native/ml_dmlc_mxnet_native_c_api.cc
index ade79168a9a7..f6950d097aa6 100644
--- a/scala-package/native/src/main/native/ml_dmlc_mxnet_native_c_api.cc
+++ b/scala-package/native/src/main/native/ml_dmlc_mxnet_native_c_api.cc
@@ -214,6 +214,11 @@ JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxNDArraySyncCopyFromCPU
   return ret;
 }
 
+JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxNDArrayFree
+  (JNIEnv * env, jobject obj, jobject ndArrayHandle) {
+  return MXNDArrayFree((NDArrayHandle) getLongField(env, ndArrayHandle));
+}
+
 // The related c api MXKVStoreSetUpdater function takes a c function pointer as its parameter,
 // while we write java functions here in scala-package.
 // Thus we have to wrap the function in a java object, and run env->CallVoidMethod(obj) once updater is invoked,
@@ -484,12 +489,6 @@ JNIEXPORT jstring JNICALL Java_ml_dmlc_mxnet_LibInfo_mxGetLastError(JNIEnv * env
   return rtstr;
 }
 
-JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxNDArrayFree(JNIEnv * env, jobject obj, jobject ndArrayHandle) {
-  // TODO
-  puts("Free ndarray called");
-  return 0;
-}
-
 //IO funcs
 JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxListDataIters
   (JNIEnv * env, jobject obj, jobject creators) {
@@ -666,3 +665,226 @@ JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxDataIterGetPadNum
   setIntField(env, pad, cpad);
   return ret;
 }
+
+// Symbol functions
+JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxSymbolListAtomicSymbolCreators
+  (JNIEnv *env, jobject obj, jobject symbolList) {
+  mx_uint outSize;
+  AtomicSymbolCreator *outArray;
+  int ret = MXSymbolListAtomicSymbolCreators(&outSize, &outArray);
+
+  jclass longCls = env->FindClass("java/lang/Long");
+  jmethodID longConst = env->GetMethodID(longCls, "<init>", "(J)V");
+
+  jclass listCls = env->FindClass("scala/collection/mutable/ListBuffer");
+  jmethodID listAppend = env->GetMethodID(listCls,
+    "$plus$eq", "(Ljava/lang/Object;)Lscala/collection/mutable/ListBuffer;");
+
+  for (int i = 0; i < outSize; ++i) {
+    env->CallObjectMethod(symbolList, listAppend,
+                          env->NewObject(longCls, longConst, outArray[i]));
+  }
+
+  return ret;
+}
+
+JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxSymbolGetAtomicSymbolInfo
+  (JNIEnv *env, jobject obj, jlong symbolPtr, jobject name, jobject desc, jobject numArgs,
+   jobject argNames, jobject argTypes, jobject argDescs, jobject keyVarNumArgs) {
+
+  const char *cName;
+  const char *cDesc;
+  mx_uint cNumArgs;
+  const char **cArgNames;
+  const char **cArgTypes;
+  const char **cArgDescs;
+  const char *cKeyVarNumArgs;
+
+  int ret = MXSymbolGetAtomicSymbolInfo((AtomicSymbolCreator) symbolPtr,
+                                         &cName, &cDesc, &cNumArgs,
+                                         &cArgNames, &cArgTypes, &cArgDescs,
+                                         &cKeyVarNumArgs);
+
+  jclass refIntClass = env->FindClass("ml/dmlc/mxnet/Base$RefInt");
+  jfieldID valueInt = env->GetFieldID(refIntClass, "value", "I");
+
+  jclass refStringClass = env->FindClass("ml/dmlc/mxnet/Base$RefString");
+  jfieldID valueStr = env->GetFieldID(refStringClass, "value", "Ljava/lang/String;");
+
+  // scala.collection.mutable.ListBuffer append method
+  jclass listClass = env->FindClass("scala/collection/mutable/ListBuffer");
+  jmethodID listAppend = env->GetMethodID(listClass, "$plus$eq",
+      "(Ljava/lang/Object;)Lscala/collection/mutable/ListBuffer;");
+
+  env->SetObjectField(name, valueStr, env->NewStringUTF(cName));
+  env->SetObjectField(desc, valueStr, env->NewStringUTF(cDesc));
+  env->SetObjectField(keyVarNumArgs, valueStr, env->NewStringUTF(cKeyVarNumArgs));
+  env->SetIntField(numArgs, valueInt, (jint)cNumArgs);
+  for (int i = 0; i < cNumArgs; ++i) {
+    env->CallObjectMethod(argNames, listAppend, env->NewStringUTF(cArgNames[i]));
+    env->CallObjectMethod(argTypes, listAppend, env->NewStringUTF(cArgTypes[i]));
+    env->CallObjectMethod(argDescs, listAppend, env->NewStringUTF(cArgDescs[i]));
+  }
+
+  return ret;
+}
+
+JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxSymbolCreateAtomicSymbol
+  (JNIEnv *env, jobject obj, jlong symbolPtr, jobjectArray paramKeys,
+   jobjectArray paramVals, jobject symbolRef) {
+  int paramSize = env->GetArrayLength(paramKeys);
+  const char **keys = new const char*[paramSize];
+  const char **vals = new const char*[paramSize];
+  for (int i = 0; i < paramSize; i++) {
+    jstring key = (jstring) env->GetObjectArrayElement(paramKeys, i);
+    const char *rawKey = env->GetStringUTFChars(key, 0);
+    keys[i] = rawKey;
+
+    jstring value = (jstring) env->GetObjectArrayElement(paramVals, i);
+    const char *rawValue = env->GetStringUTFChars(value, 0);
+    vals[i] = rawValue;
+  }
+
+  SymbolHandle out;
+  int ret = MXSymbolCreateAtomicSymbol(
+    (AtomicSymbolCreator) symbolPtr, (mx_uint) paramSize, keys, vals, &out);
+  setLongField(env, symbolRef, (jlong) out);
+
+  // release keys and vals
+  for (int i = 0; i < paramSize; i++) {
+    jstring key = (jstring) env->GetObjectArrayElement(paramKeys, i);
+    env->ReleaseStringUTFChars(key, keys[i]);
+    jstring value = (jstring) env->GetObjectArrayElement(paramVals, i);
+    env->ReleaseStringUTFChars(value, vals[i]);
+  }
+  delete[] keys;
+  delete[] vals;
+
+  return ret;
+}
+
+JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxSymbolSetAttr
+  (JNIEnv *env, jobject obj, jlong symbolPtr, jstring jkey, jstring jvalue) {
+  const char *ckey = env->GetStringUTFChars(jkey, 0);
+  const char *cvalue = env->GetStringUTFChars(jvalue, 0);
+  int ret = MXSymbolSetAttr((SymbolHandle) symbolPtr, ckey, cvalue);
+  env->ReleaseStringUTFChars(jkey, ckey);
+  env->ReleaseStringUTFChars(jvalue, cvalue);
+  return ret;
+}
+
+JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxSymbolCompose
+  (JNIEnv *env, jobject obj, jlong symbolPtr, jstring jname,
+   jobjectArray jkeys, jlongArray jargs) {
+  int argSize = env->GetArrayLength(jargs);
+  const char **keys = NULL;
+  if (jkeys != NULL) {
+    keys = new const char*[argSize];
+    for (int i = 0; i < argSize; i++) {
+      jstring jkey = (jstring) env->GetObjectArrayElement(jkeys, i);
+      const char *key = env->GetStringUTFChars(jkey, 0);
+      keys[i] = key;
+    }
+  }
+  jlong *args = env->GetLongArrayElements(jargs, NULL);
+  const char *name = env->GetStringUTFChars(jname, 0);
+  int ret = MXSymbolCompose((SymbolHandle) symbolPtr,
+                            name, (mx_uint) argSize, keys,
+                            (SymbolHandle*) args);
+  // release allocated memory
+  if (jkeys != NULL) {
+    for (int i = 0; i < argSize; i++) {
+      jstring jkey = (jstring) env->GetObjectArrayElement(jkeys, i);
+      env->ReleaseStringUTFChars(jkey, keys[i]);
+    }
+    delete[] keys;
+  }
+  env->ReleaseStringUTFChars(jname, name);
+  env->ReleaseLongArrayElements(jargs, args, 0);
+  return ret;
+}
+
+JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxSymbolCreateVariable
+  (JNIEnv *env, jobject obj, jstring jname, jobject handle) {
+  SymbolHandle out;
+  const char *name = env->GetStringUTFChars(jname, 0);
+  int ret = MXSymbolCreateVariable(name, &out);
+  env->ReleaseStringUTFChars(jname, name);
+  setLongField(env, handle, (long)out);
+  return ret;
+}
+
+JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxSymbolGetAttr
+  (JNIEnv *env, jobject obj, jlong symbolPtr, jstring jkey, jobject retRef, jobject successRef) {
+
+  const char *out;
+  int success;
+  const char *key = env->GetStringUTFChars(jkey, 0);
+  int ret = MXSymbolGetAttr((SymbolHandle) symbolPtr, key, &out, &success);
+  env->ReleaseStringUTFChars(jkey, key);
+
+  setStringField(env, retRef, out);
+  setIntField(env, successRef, success);
+  return ret;
+}
+
+JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxSymbolListArguments
+  (JNIEnv *env, jobject obj, jlong symbolPtr, jobject arguments) {
+  mx_uint outSize;
+  const char **outStrArray;
+  int ret = MXSymbolListArguments((SymbolHandle) symbolPtr, &outSize, &outStrArray);
+
+  jclass arrayClass = env->FindClass("scala/collection/mutable/ArrayBuffer");
+  jmethodID arrayAppend = env->GetMethodID(arrayClass,
+    "$plus$eq", "(Ljava/lang/Object;)Lscala/collection/mutable/ArrayBuffer;");
+  for (int i = 0; i < outSize; i++) {
+    jstring argument = env->NewStringUTF(outStrArray[i]);
+    env->CallObjectMethod(arguments, arrayAppend, argument);
+  }
+
+  return ret;
+}
+
+JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxSymbolListOutputs
+  (JNIEnv *env, jobject obj, jlong symbolPtr, jobject outputs) {
+  mx_uint outSize;
+  const char **outStrArray;
+  int ret = MXSymbolListOutputs((SymbolHandle) symbolPtr, &outSize, &outStrArray);
+
+  jclass arrayClass = env->FindClass("scala/collection/mutable/ArrayBuffer");
+  jmethodID arrayAppend = env->GetMethodID(arrayClass,
+    "$plus$eq", "(Ljava/lang/Object;)Lscala/collection/mutable/ArrayBuffer;");
+  for (int i = 0; i < outSize; i++) {
+    jstring output = env->NewStringUTF(outStrArray[i]);
+    env->CallObjectMethod(outputs, arrayAppend, output);
+  }
+
+  return ret;
+}
+
+JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxSymbolCopy
+  (JNIEnv *env, jobject obj, jlong symbolPtr, jobject clonedSymbolRef) {
+  SymbolHandle clonedSymbol;
+  int ret = MXSymbolCopy((SymbolHandle) symbolPtr, &clonedSymbol);
+  setLongField(env, clonedSymbolRef, (long)clonedSymbol);
+  return ret;
+}
+
+JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxSymbolCreateGroup
+  (JNIEnv *env, jobject obj, jlongArray jsymbols, jobject out) {
+  int numSymbols = env->GetArrayLength(jsymbols);
+  SymbolHandle handle;
+  jlong *symbols = env->GetLongArrayElements(jsymbols, NULL);
+  int ret = MXSymbolCreateGroup(numSymbols, (SymbolHandle *)symbols, &handle);
+  env->ReleaseLongArrayElements(jsymbols, symbols, 0);
+  setLongField(env, out, (long)handle);
+  return ret;
+}
+
+JNIEXPORT jint JNICALL Java_ml_dmlc_mxnet_LibInfo_mxSymbolPrint
+  (JNIEnv *env, jobject obj, jlong symbolPtr, jobject out) {
+  const char *outStr;
+  int ret = MXSymbolPrint((SymbolHandle) symbolPtr, &outStr);
+  setStringField(env, out, outStr);
+  return ret;
+}
diff --git a/scala-package/pom.xml b/scala-package/pom.xml
index 524c9a52eb0f..3e2a9a2494be 100644
--- a/scala-package/pom.xml
+++ b/scala-package/pom.xml
@@ -202,6 +202,11 @@
         <artifactId>scala-library</artifactId>
         <version>${scala.version}</version>
       </dependency>
+      <dependency>
+        <groupId>org.scala-lang</groupId>
+        <artifactId>scala-reflect</artifactId>
+        <version>${scala.version}</version>
+      </dependency>
       <dependency>
         <groupId>commons-codec</groupId>
         <artifactId>commons-codec</artifactId>