diff --git a/examples/binary_classification/LightGBM_model.txt b/examples/binary_classification/LightGBM_model.txt
new file mode 100644
index 000000000..758fbeaca
--- /dev/null
+++ b/examples/binary_classification/LightGBM_model.txt
@@ -0,0 +1,1138 @@
+gbdt
+num_class=1
+label_index=0
+max_feature_idx=27
+sigmoid=1
+
+Tree=0
+num_leaves=63
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+leaf_value=0.0121102 -0.00761539 -0.0224732 -0.0352275 0.0232907 -0.0113355 -0.0214382 0.0388136 0.0302103 0.0147054 -0.0305161 -0.0349096 0.0148121 0.0201682 -0.0315251 0.00698382 -0.0121679 -0.0212545 -0.0082229 -0.0262879 0.0358461 0.0120764 0.0222209 -0.021736 -0.0189266 0.0414423 0.00169226 0.035168 0.0490347 0.0344332 0.00267072 -0.0325197 0.00560278 -0.0322386 0.00751144 0.0176621 -0.0133788 0.0338816 -0.0279386 0.0469855 0.0048183 0.00437765 -0.00255252 0.009105 0.0366101 -0.00957366 0.0177519 -0.020295 -0.0452857 -0.0250486 -0.0135479 0.0392589 0.0295213 -0.0185919 -0.031638 0.0182407 -0.0291637 0.0117535 -0.0182958 0.00610921 0.0087859 0.00206542 -0.00772357
+
+
+Tree=97
+num_leaves=63
+split_feature=10 1 11 3 21 19 18 19 21 18 10 5 25 11 18 19 10 15 3 18 24 21 22 10 24 18 25 7 7 1 19 5 1 10 7 2 3 7 7 19 1 11 22 10 17 5 15 15 6 18 3 10 22 13 24 19 2 10 0 19 6 7
+split_gain=1.29714 1.37327 1.19772 4.37222 5.72379 3.20972 2.63171 2.47966 3.26827 2.88581 3.28493 3.0286 3.54182 3.27363 3.04134 3.11294 3.0297 2.62526 3.13219 3.64848 2.50592 2.35607 2.2672 2.26472 2.60858 3.19264 2.36624 2.13376 2.28944 2.04803 4.12628 3.80727 2.44981 2.39614 2.36821 3.32484 2.72291 2.19281 2.25084 2.33427 2.13385 1.96547 2.2753 1.92515 1.90611 1.88706 4.66782 4.48224 2.49906 2.29906 3.06256 4.15402 3.37822 3.35173 2.80615 2.54645 2.43622 2.56934 3.14911 2.34734 2.34175 2.18981
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+left_child=-1 -2 7 5 -5 6 -4 8 21 17 11 -11 -13 14 20 23 27 18 22 -20 -14 -3 41 24 -16 -26 -25 -15 -29 31 -31 40 -32 -34 35 36 -35 38 -33 -40 -12 42 -9 -17 -43 49 47 48 -47 54 52 -52 -51 56 55 -7 57 58 -54 -57 -60 -61
+right_child=1 2 3 4 -6 45 -8 9 -10 10 29 12 13 16 15 43 -18 -19 19 -21 -22 -23 -24 26 25 -27 -28 28 -30 30 32 37 33 34 -36 -37 -38 -39 39 -41 -42 44 -44 -45 -46 46 -48 -49 -50 50 51 -53 53 -55 -56 59 -58 -59 60 61 -62 -63
+leaf_parent=0 1 21 6 4 4 55 6 42 8 11 40 12 20 27 24 43 16 17 19 19 20 21 22 26 25 25 26 28 28 30 32 38 33 36 34 35 36 37 39 39 40 44 42 43 44 48 46 47 48 52 51 51 58 53 54 59 56 57 60 61 60 61
+leaf_value=-0.0165246 0.0191773 0.0184609 -0.0330517 0.0167072 -0.0334454 0.0275489 0.00161002 -0.0184697 0.0377396 -0.0134266 0.0252491 0.0408735 0.00204939 -0.0084886 -0.0417642 0.0350761 0.0472257 0.0169102 0.0272964 -0.0185258 0.0336108 -0.0154885 -0.0332172 0.0108726 0.0136737 -0.0261045 -0.0199795 0.0440288 0.01069 -0.0205101 0.0307129 0.00817936 0.0205138 0.0018864 -0.0259427 -0.0218032 0.0375688 0.00923133 -0.000372569 -0.0278201 -0.00728382 -0.0372858 0.016886 0.00169635 -0.00566165 -0.00380243 -0.024975 0.0484097 0.0323798 -0.0314213 -0.0489778 -0.00537864 -0.0125361 -0.0157242 0.0233862 -0.0261817 -0.0144693 0.0243709 0.0184065 -0.00257655 -0.00889325 0.016507
+
+
+Tree=98
+num_leaves=63
+split_feature=23 0 27 21 7 4 9 15 4 23 3 21 27 20 4 4 23 3 4 0 4 4 16 11 0 1 15 6 1 7 0 4 15 0 23 2 1 21 11 21 2 11 9 9 6 8 11 3 6 9 21 1 12 26 21 22 2 22 15 19 3 9
+split_gain=1.06184 2.58544 2.0875 3.27272 2.72806 2.79764 3.2842 2.57063 2.82321 1.9911 1.90921 1.79376 1.90843 2.22273 2.22112 2.59404 1.76511 3.31866 2.75421 2.01568 1.98216 2.3877 2.49845 2.15 2.10563 2.35342 1.39046 2.78897 2.03017 1.71798 1.55074 3.23228 2.90657 2.86656 2.41888 2.28501 2.77973 2.28204 4.03994 3.00996 6.17796 4.22345 3.82478 3.50984 2.83094 2.75233 2.66547 2.44761 2.361 5.08035 3.10993 2.83828 2.83329 2.71787 2.53933 3.07954 2.45191 2.29971 3.10821 2.09034 2.08285 1.88699
+threshold=1.0625 2.4065 0.8385 1.8955 -1.4745 1.3905 1.4695 -0.507 -0.2985 1.2325 1.2495 0.9665 0.7665 0.7755 0.7575 -0.2025 1.0215 1.0195 0.0785 0.9525 -1.5155 -1.3675 1.911 0.1185 0.7345 0.3165 -1.4965 0.3715 -0.6445 0.2365 1.3375 -0.6945 0.0245 1.8525 0.9855 -1.3965 -0.4855 0.8705 1.427 1.0535 -1.1535 0.2435 1.5465 1.5245 -0.8525 0.5435 1.1835 0.7355 0.5695 0.8805 0.7815 -0.4485 0.5535 0.8095 0.7475 0.8645 0.0915 0.9595 0.238 0.5095 0.5945 0.6895
+left_child=16 2 11 4 -4 6 7 9 10 -6 -9 12 14 -14 15 -2 20 19 -19 -18 24 22 23 -22 -1 -26 27 28 -23 -29 35 -32 33 34 -33 36 -28 48 39 40 -39 43 46 44 -41 -43 59 -40 49 50 54 56 -53 -50 55 -37 -51 -46 -59 -42 -55 -61
+right_child=1 -3 3 -5 5 -7 -8 8 -10 -11 -12 -13 13 -15 -16 -17 17 18 -20 -21 21 26 -24 -25 25 -27 30 29 -30 -31 31 32 -34 -35 -36 37 -38 38 47 41 42 45 -44 -45 57 -47 -48 -49 53 51 -52 52 -54 60 -56 -57 -58 58 -60 61 -62 -63
+leaf_parent=24 15 1 4 3 9 5 6 10 8 9 10 11 13 13 14 15 19 18 18 19 23 28 22 23 25 25 36 29 28 29 31 34 32 33 34 55 36 40 47 44 59 45 42 43 57 45 46 47 53 56 50 52 52 60 54 55 56 58 58 61 60 61
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+
+
+Tree=99
+num_leaves=63
+split_feature=25 9 0 4 25 4 13 3 21 25 21 0 7 10 0 0 3 0 23 26 9 5 9 10 26 15 1 25 1 13 22 3 1 25 17 4 3 24 5 9 23 23 4 0 10 10 21 5 5 10 21 4 1 4 16 22 22 24 18 23 18 26
+split_gain=1.12984 3.00652 2.35422 2.57408 1.70661 1.91924 1.90483 2.11888 2.22715 3.50132 3.04775 2.64114 2.37985 2.20752 2.55584 2.21604 3.23789 3.04145 2.67647 2.0675 2.48909 2.59996 1.99735 1.91104 1.89754 1.77856 1.7184 1.71101 1.64075 1.46832 2.41449 1.84802 1.99416 1.63528 1.42074 4.34061 3.00189 2.82082 2.05424 2.21484 2.03758 2.01529 2.35185 3.67477 3.47202 3.08511 3.108 2.77481 2.68387 2.2373 1.94618 1.87302 2.71462 2.74697 2.22845 2.01299 3.20507 2.63434 2.48377 2.40139 1.83247 2.0865
+threshold=0.9485 0.6365 0.8045 0.1235 0.9765 -0.1015 0.5535 1.7785 1.0695 1.5645 1.2185 0.9205 1.4785 -1.2435 0.3935 0.6405 1.4185 0.7995 0.9875 1.1355 0.8105 0.7835 1.0615 0.0975 1.1235 -0.9125 0.1915 1.1635 0.6725 0.4705 1.1035 1.4695 -0.5585 0.2115 0.5805 -1.2845 0.6195 0.9085 0.8815 0.8805 0.9775 0.9795 -0.2875 1.2435 -1.4305 -0.3495 1.5025 0.7285 1.2995 -0.0235 1.0035 1.3665 -1.4075 -0.0075 0.637 0.8105 0.9195 0.7055 0.584 1.0435 0.4215 0.9115
+left_child=29 2 3 -2 5 -3 24 8 12 10 -10 -11 13 -8 -15 28 17 18 -17 20 -19 -22 -9 -23 27 -12 -21 -6 -16 30 31 32 -1 -31 35 -35 37 -37 -38 -40 -36 -42 44 51 -43 -46 48 -45 50 -49 -47 52 -44 -54 -53 -55 58 -58 -57 60 61 -59
+right_child=1 4 -4 -5 6 -7 7 22 9 11 25 -13 -14 14 15 16 -18 19 -20 26 21 23 -24 -25 -26 -27 -28 -29 -30 33 -32 -33 -34 34 40 36 38 -39 39 -41 41 42 43 47 45 46 -48 49 -50 -51 -52 54 53 55 -56 56 57 59 -60 -61 -62 -63
+leaf_parent=32 3 5 2 3 27 5 13 22 10 11 25 11 12 14 28 18 16 20 18 26 21 23 22 23 24 25 26 27 28 33 30 31 32 35 40 37 38 37 39 39 41 44 52 47 45 50 46 49 48 49 50 54 53 55 54 58 57 61 58 59 60 61
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+
+
+
+
+feature importances:
+Column_25=364
+Column_9=306
+Column_27=295
+Column_0=292
+Column_24=291
+Column_22=284
+Column_21=276
+Column_5=275
+Column_3=269
+Column_26=257
+Column_13=246
+Column_17=245
+Column_11=241
+Column_7=233
+Column_1=230
+Column_10=230
+Column_4=227
+Column_19=227
+Column_2=224
+Column_18=220
+Column_6=218
+Column_15=212
+Column_14=197
+Column_23=183
+Column_12=41
+Column_16=40
+Column_20=39
+Column_8=38
+
diff --git a/src/objective/binary_objective.hpp b/src/objective/binary_objective.hpp
index 77e86be9f..7b5c727dd 100644
--- a/src/objective/binary_objective.hpp
+++ b/src/objective/binary_objective.hpp
@@ -47,8 +47,8 @@ public:
     label_weights_[1] = 1.0f;
     // if using unbalance, change the labels weight
     if (is_unbalance_) {
-      label_weights_[1] = 1.0f / cnt_positive;
-      label_weights_[0] = 1.0f / cnt_negative;
+      label_weights_[1] = 1.0f;
+      label_weights_[0] = static_cast<float>(cnt_positive) / cnt_negative;
     }
   }