bugfix and made the C++ interface for creating leveldb

2 files changed, 8 insertions, 4 deletions

diff --git a/src/caffe/layers/bnll_layer.cu b/src/caffe/layers/bnll_layer.cu
index fd261a35..2c06a63d 100644
--- a/src/caffe/layers/bnll_layer.cu
+++ b/src/caffe/layers/bnll_layer.cu
@@ -17,7 +17,9 @@ void BNLLLayer<Dtype>::Forward_cpu(const vector<Blob<Dtype>*>& bottom,
   Dtype* top_data = (*top)[0]->mutable_cpu_data();
   const int count = bottom[0]->count();
   for (int i = 0; i < count; ++i) {
-    top_data[i] = log(1. + exp(min(bottom_data[i], Dtype(kBNLL_THRESHOLD))));
+    top_data[i] = bottom_data[i] > 0 ?
+        bottom_data[i] + log(1. + exp(-bottom_data[i])) :
+        log(1. + exp(bottom_data[i]));
   }
 }
 
@@ -43,7 +45,9 @@ template <typename Dtype>
 __global__ void BNLLForward(const int n, const Dtype* in, Dtype* out) {
   int index = threadIdx.x + blockIdx.x * blockDim.x;
   if (index < n) {
-    out[index] = log(1. + exp(min(in[index], Dtype(kBNLL_THRESHOLD))));
+    out[index] = in[index] > 0 ?
+        in[index] + log(1. + exp(-in[index])) :
+        log(1. + exp(in[index]));
   }
 }
 
diff --git a/src/caffe/util/io.cpp b/src/caffe/util/io.cpp
index 5e5510f5..a3c520f0 100644
--- a/src/caffe/util/io.cpp
+++ b/src/caffe/util/io.cpp
@@ -67,7 +67,7 @@ void WriteProtoToBinaryFile(const Message& proto, const char* filename) {
 
 
 void ReadImageToDatum(const string& filename, const int label, Datum* datum) {
-  Mat cv_img;
+  cv::Mat cv_img;
   cv_img = cv::imread(filename, CV_LOAD_IMAGE_COLOR);
   CHECK(cv_img.data) << "Could not open or find the image.";
   datum->set_channels(3);
@@ -80,7 +80,7 @@ void ReadImageToDatum(const string& filename, const int label, Datum* datum) {
   for (int c = 0; c < 3; ++c) {
     for (int h = 0; h < cv_img.rows; ++h) {
       for (int w = 0; w < cv_img.cols; ++w) {
-        datum_string->push_back(static_cast<char>(cv_img.at<Vec3b>(h, w)[c]));
+        datum_string->push_back(static_cast<char>(cv_img.at<cv::Vec3b>(h, w)[c]));
       }
     }
   }