[JVM-PKG] Update JNI to include rabit codes
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@ -21,7 +21,7 @@ import org.apache.commons.logging.LogFactory;
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import java.io.IOException;
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/**
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* DMatrix for xgboost, similar to the python wrapper xgboost.py
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* DMatrix for xgboost.
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*
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* @author hzx
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*/
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@ -48,4 +48,5 @@ class JNIErrorHandle {
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throw new XGBoostError(XgboostJNI.XGBGetLastError());
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}
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}
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}
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@ -441,6 +441,27 @@ class JavaBoosterImpl implements Booster {
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return featureScore;
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}
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/**
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* Load the booster model from thread-local rabit checkpoint.
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* This is only used in distributed training.
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* @return the stored version number of the checkpoint.
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* @throws XGBoostError
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*/
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int loadRabitCheckpoint() throws XGBoostError {
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int[] out = new int[1];
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JNIErrorHandle.checkCall(XgboostJNI.XGBoosterLoadRabitCheckpoint(this.handle, out));
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return out[0];
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}
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/**
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* Save the booster model into thread-local rabit checkpoint.
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* This is only used in distributed training.
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* @throws XGBoostError
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*/
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void saveRabitCheckpoint() throws XGBoostError {
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JNIErrorHandle.checkCall(XgboostJNI.XGBoosterSaveRabitCheckpoint(this.handle));
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}
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/**
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* transfer DMatrix array to handle array (used for native functions)
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*
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@ -0,0 +1,93 @@
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package ml.dmlc.xgboost4j;
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import org.apache.commons.logging.Log;
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import org.apache.commons.logging.LogFactory;
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import java.util.Map;
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import java.io.IOException;
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/**
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* Rabit global class for synchronization.
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*/
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public class Rabit {
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private static final Log logger = LogFactory.getLog(DMatrix.class);
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//load native library
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static {
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try {
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NativeLibLoader.initXgBoost();
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} catch (IOException ex) {
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logger.error("load native library failed.");
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logger.error(ex);
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}
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}
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private static void checkCall(int ret) throws XGBoostError {
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if (ret != 0) {
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throw new XGBoostError(XgboostJNI.XGBGetLastError());
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}
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}
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/**
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* Initialize the rabit library on current working thread.
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* @param envs The additional environment variables to pass to rabit.
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* @throws XGBoostError
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*/
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public static void init(Map<String, String> envs) throws XGBoostError {
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String[] args = new String[envs.size()];
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int idx = 0;
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for (java.util.Map.Entry<String, String> e : envs.entrySet()) {
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args[idx++] = e.getKey() + '=' + e.getValue();
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}
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checkCall(XgboostJNI.RabitInit(args));
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}
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/**
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* Shutdown the rabit engine in current working thread, equals to finalize.
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* @throws XGBoostError
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*/
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public static void shutdown() throws XGBoostError {
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checkCall(XgboostJNI.RabitFinalize());
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}
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/**
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* Print the message on rabit tracker.
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* @param msg
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* @throws XGBoostError
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*/
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public static void trackerPrint(String msg) throws XGBoostError {
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checkCall(XgboostJNI.RabitTrackerPrint(msg));
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}
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/**
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* Get version number of current stored model in the thread.
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* which means how many calls to CheckPoint we made so far.
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* @return version Number.
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* @throws XGBoostError
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*/
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public static int versionNumber() throws XGBoostError {
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int[] out = new int[1];
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checkCall(XgboostJNI.RabitVersionNumber(out));
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return out[0];
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}
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/**
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* get rank of current thread.
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* @return the rank.
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* @throws XGBoostError
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*/
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public static int getRank() throws XGBoostError {
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int[] out = new int[1];
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checkCall(XgboostJNI.RabitGetRank(out));
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return out[0];
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}
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/**
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* get world size of current job.
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* @return the worldsize
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* @throws XGBoostError
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*/
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public static int getWorldSize() throws XGBoostError {
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int[] out = new int[1];
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checkCall(XgboostJNI.RabitGetWorldSize(out));
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return out[0];
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}
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}
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@ -72,15 +72,21 @@ public class XGBoost {
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}
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//initialize booster
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Booster booster = new JavaBoosterImpl(params, allMats);
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JavaBoosterImpl booster = new JavaBoosterImpl(params, allMats);
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int version = booster.loadRabitCheckpoint();
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//begin to train
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for (int iter = 0; iter < round; iter++) {
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for (int iter = version / 2; iter < round; iter++) {
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if (version % 2 == 0) {
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if (obj != null) {
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booster.update(dtrain, obj);
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} else {
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booster.update(dtrain, iter);
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}
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booster.saveRabitCheckpoint();
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version += 1;
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}
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//evaluation
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if (evalMats != null && evalMats.length > 0) {
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@ -92,6 +98,8 @@ public class XGBoost {
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}
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logger.info(evalInfo);
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}
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booster.saveRabitCheckpoint();
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version += 1;
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}
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return booster;
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}
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@ -16,7 +16,7 @@
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package ml.dmlc.xgboost4j;
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/**
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* xgboost jni wrapper functions for xgboost_wrapper.h
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* xgboost JNI functions
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* change 2015-7-6: *use a long[] (length=1) as container of handle to get the output DMatrix or Booster
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*
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* @author hzx
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@ -80,4 +80,17 @@ class XgboostJNI {
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public final static native int XGBoosterDumpModel(long handle, String fmap, int with_stats,
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String[][] out_strings);
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public final static native int XGBoosterGetAttr(long handle, String key, String[] out_string);
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public final static native int XGBoosterSetAttr(long handle, String key, String value);
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public final static native int XGBoosterLoadRabitCheckpoint(long handle, int[] out_version);
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public final static native int XGBoosterSaveRabitCheckpoint(long handle);
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// rabit functions
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public final static native int RabitInit(String[] args);
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public final static native int RabitFinalize();
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public final static native int RabitTrackerPrint(String msg);
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public final static native int RabitGetRank(int[] out);
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public final static native int RabitGetWorldSize(int[] out);
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public final static native int RabitVersionNumber(int[] out);
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}
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@ -10,25 +10,28 @@
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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*/
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*/
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#include "xgboost/c_api.h"
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#include "xgboost4j.h"
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#include <xgboost/c_api.h>
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#include "./xgboost4j.h"
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#include <cstring>
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#include <vector>
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#include <string>
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//helper functions
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//set handle
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void setHandle(JNIEnv *jenv, jlongArray jhandle, void* handle) {
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long out[1];
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out[0] = (long) handle;
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jenv->SetLongArrayRegion(jhandle, 0, 1, (const jlong*) out);
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long out = (long) handle;
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jenv->SetLongArrayRegion(jhandle, 0, 1, &out);
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}
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JNIEXPORT jstring JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGBGetLastError
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(JNIEnv *jenv, jclass jcls) {
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jstring jresult = 0 ;
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jstring jresult = 0;
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const char* result = XGBGetLastError();
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if (result) jresult = jenv->NewStringUTF(result);
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if (result != NULL) {
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jresult = jenv->NewStringUTF(result);
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}
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return jresult;
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}
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@ -37,7 +40,9 @@ JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGDMatrixCreateFromFile
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DMatrixHandle result;
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const char* fname = jenv->GetStringUTFChars(jfname, 0);
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int ret = XGDMatrixCreateFromFile(fname, jsilent, &result);
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if (fname) jenv->ReleaseStringUTFChars(jfname, fname);
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if (fname) {
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jenv->ReleaseStringUTFChars(jfname, fname);
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}
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setHandle(jenv, jout, result);
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return ret;
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}
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@ -271,12 +276,12 @@ JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGDMatrixNumRow
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGBoosterCreate
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(JNIEnv *jenv, jclass jcls, jlongArray jhandles, jlongArray jout) {
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DMatrixHandle* handles;
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DMatrixHandle* handles = NULL;
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bst_ulong len = 0;
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jlong* cjhandles = 0;
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BoosterHandle result;
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if(jhandles) {
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if (jhandles) {
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len = (bst_ulong)jenv->GetArrayLength(jhandles);
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handles = new DMatrixHandle[len];
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//put handle from jhandles to chandles
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@ -288,12 +293,11 @@ JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGBoosterCreate
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int ret = XGBoosterCreate(handles, len, &result);
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//release
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if(jhandles) {
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if (jhandles) {
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delete[] handles;
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jenv->ReleaseLongArrayElements(jhandles, cjhandles, 0);
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}
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setHandle(jenv, jout, result);
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return ret;
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}
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@ -480,7 +484,7 @@ JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGBoosterGetModelRaw
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char *result;
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int ret = XGBoosterGetModelRaw(handle, &len, (const char **) &result);
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if (result){
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if (result) {
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jstring jinfo = jenv->NewStringUTF((const char *) result);
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jenv->SetObjectArrayElement(jout, 0, jinfo);
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}
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@ -511,3 +515,112 @@ JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGBoosterDumpModel
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if (fmap) jenv->ReleaseStringUTFChars(jfmap, (const char *)fmap);
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return ret;
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}
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
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* Method: XGBoosterLoadRabitCheckpoint
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* Signature: (J[I)I
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGBoosterLoadRabitCheckpoint
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(JNIEnv *jenv , jclass jcls, jlong jhandle, jintArray jout) {
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BoosterHandle handle = (BoosterHandle) jhandle;
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int version;
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int ret = XGBoosterLoadRabitCheckpoint(handle, &version);
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jenv->SetIntArrayRegion(jout, 0, 1, &version);
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return ret;
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}
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
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* Method: XGBoosterSaveRabitCheckpoint
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* Signature: (J)I
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGBoosterSaveRabitCheckpoint
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(JNIEnv *jenv, jclass jcls, jlong jhandle) {
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BoosterHandle handle = (BoosterHandle) jhandle;
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return XGBoosterSaveRabitCheckpoint(handle);
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}
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
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* Method: RabitInit
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* Signature: ([Ljava/lang/String;)I
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_RabitInit
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(JNIEnv *jenv, jclass jcls, jobjectArray jargs) {
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std::vector<std::string> args;
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std::vector<char*> argv;
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bst_ulong len = (bst_ulong)jenv->GetArrayLength(jargs);
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for (bst_ulong i = 0; i < len; ++i) {
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jstring arg = (jstring)jenv->GetObjectArrayElement(jargs, i);
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std::string s(jenv->GetStringUTFChars(arg, 0),
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jenv->GetStringLength(arg));
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if (s.length() != 0) args.push_back(s);
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}
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for (size_t i = 0; i < args.size(); ++i) {
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argv.push_back(&args[i][0]);
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}
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RabitInit(args.size(), args.size() == 0 ? NULL : &argv[0]);
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return 0;
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}
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
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* Method: RabitFinalize
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* Signature: ()I
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_RabitFinalize
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(JNIEnv *jenv, jclass jcls) {
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RabitFinalize();
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return 0;
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}
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
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* Method: RabitTrackerPrint
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* Signature: (Ljava/lang/String;)I
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_RabitTrackerPrint
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(JNIEnv *jenv, jclass jcls, jstring jmsg) {
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std::string str(jenv->GetStringUTFChars(jmsg, 0),
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jenv->GetStringLength(jmsg));
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RabitTrackerPrint(str.c_str());
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return 0;
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}
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
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* Method: RabitGetRank
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* Signature: ([I)I
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_RabitGetRank
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(JNIEnv *jenv, jclass jcls, jintArray jout) {
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int rank = RabitGetRank();
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jenv->SetIntArrayRegion(jout, 0, 1, &rank);
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return 0;
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}
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
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* Method: RabitGetWorldSize
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* Signature: ([I)I
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_RabitGetWorldSize
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(JNIEnv *jenv, jclass jcls, jintArray jout) {
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int out = RabitGetWorldSize();
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jenv->SetIntArrayRegion(jout, 0, 1, &out);
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return 0;
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}
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
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* Method: RabitVersionNumber
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* Signature: ([I)I
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_RabitVersionNumber
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(JNIEnv *jenv, jclass jcls, jintArray jout) {
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int out = RabitVersionNumber();
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jenv->SetIntArrayRegion(jout, 0, 1, &out);
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return 0;
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}
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@ -215,6 +215,86 @@ JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGBoosterGetModelRaw
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGBoosterDumpModel
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(JNIEnv *, jclass, jlong, jstring, jint, jobjectArray);
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
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* Method: XGBoosterGetAttr
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* Signature: (JLjava/lang/String;[Ljava/lang/String;)I
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGBoosterGetAttr
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(JNIEnv *, jclass, jlong, jstring, jobjectArray);
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
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* Method: XGBoosterSetAttr
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* Signature: (JLjava/lang/String;Ljava/lang/String;)I
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGBoosterSetAttr
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(JNIEnv *, jclass, jlong, jstring, jstring);
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
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* Method: XGBoosterLoadRabitCheckpoint
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* Signature: (J[I)I
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGBoosterLoadRabitCheckpoint
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(JNIEnv *, jclass, jlong, jintArray);
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
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* Method: XGBoosterSaveRabitCheckpoint
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* Signature: (J)I
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_XGBoosterSaveRabitCheckpoint
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(JNIEnv *, jclass, jlong);
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
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* Method: RabitInit
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* Signature: ([Ljava/lang/String;)I
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*/
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JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_RabitInit
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(JNIEnv *, jclass, jobjectArray);
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/*
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* Class: ml_dmlc_xgboost4j_XgboostJNI
|
||||
* Method: RabitFinalize
|
||||
* Signature: ()I
|
||||
*/
|
||||
JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_RabitFinalize
|
||||
(JNIEnv *, jclass);
|
||||
|
||||
/*
|
||||
* Class: ml_dmlc_xgboost4j_XgboostJNI
|
||||
* Method: RabitTrackerPrint
|
||||
* Signature: (Ljava/lang/String;)I
|
||||
*/
|
||||
JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_RabitTrackerPrint
|
||||
(JNIEnv *, jclass, jstring);
|
||||
|
||||
/*
|
||||
* Class: ml_dmlc_xgboost4j_XgboostJNI
|
||||
* Method: RabitGetRank
|
||||
* Signature: ([I)I
|
||||
*/
|
||||
JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_RabitGetRank
|
||||
(JNIEnv *, jclass, jintArray);
|
||||
|
||||
/*
|
||||
* Class: ml_dmlc_xgboost4j_XgboostJNI
|
||||
* Method: RabitGetWorldSize
|
||||
* Signature: ([I)I
|
||||
*/
|
||||
JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_RabitGetWorldSize
|
||||
(JNIEnv *, jclass, jintArray);
|
||||
|
||||
/*
|
||||
* Class: ml_dmlc_xgboost4j_XgboostJNI
|
||||
* Method: RabitVersionNumber
|
||||
* Signature: ([I)I
|
||||
*/
|
||||
JNIEXPORT jint JNICALL Java_ml_dmlc_xgboost4j_XgboostJNI_RabitVersionNumber
|
||||
(JNIEnv *, jclass, jintArray);
|
||||
|
||||
#ifdef __cplusplus
|
||||
}
|
||||
#endif
|
||||
|
||||
Loading…
x
Reference in New Issue
Block a user