Caffe Datum proto converter

caffe_proto_.cc

// Caffe proto converter.
//
// Build.
//
// mex -I/path/to/matlab-lmdb/include ...
//     -I/path/to/caffe/build/src/caffe/proto ...
//     caffe_proto_.cc ...
//     /path/to/caffe/build/src/caffe/proto/caffe.pb.o ...
//     -lprotobuf CXXFLAGS="$CXXFLAGS -std=c++11"
//
// Usage.
//
// fid = fopen('cat.jpg', 'r');
// jpg_image = fread(fid, inf, 'uint8=>uint8');
// fclose(fid);
// datum = caffe_proto_('toEncodedDatum', jpg_image, label);
// [jpg_image, label] = caffe_proto_('fromDatum', datum);
//
// image = imread('cat.jpg');
// label = 1;
// datum = caffe_proto_('toDatum', image, label);
// [image, label] = caffe_proto_('fromDatum', datum);
//
// Importing into LMDB database.
//
// addpath('/path/to/matlab-lmdb');
// image_files = {
//   '/path/to/image-1.jpg', ...
//   '/path/to/image-2.jpg', ...
//   ...
// };
// database = lmdb.DB('/path/to/lmdb');
// for i = 1:numel(image_files)
//     label = 0;
//     fid = fopen(image_files{i}, 'r');
//     jpg_image = fread(fid, inf, 'uint8=>uint8');
//     fclose(fid);
//     datum = caffe_proto_('toEncodedDatum', jpg_image, label);
//     database.put(image_files{i}, datum);
// end
// clear database;
//

#include "caffe.pb.h"
#include "mexplus.h"

using namespace std;
using namespace mexplus;

#define ASSERT(condition, ...) \
    if (!(condition)) mexErrMsgIdAndTxt("caffe_proto:error", __VA_ARGS__)

MEX_DEFINE(toEncodedDatum) (int nlhs, mxArray* plhs[],
                            int nrhs, const mxArray* prhs[]) {
  InputArguments input(nrhs, prhs, 2);
  OutputArguments output(nlhs, plhs, 1);
  caffe::Datum datum;
  MxArray array(input.get(0));
  datum.set_data(array.getData<uint8_t>(), array.size());
  datum.set_label(input.get<int>(1));
  datum.set_encoded(true);
  output.set(0, datum.SerializeAsString());
}

MEX_DEFINE(toDatum) (int nlhs, mxArray* plhs[],
                     int nrhs, const mxArray* prhs[]) {
  InputArguments input(nrhs, prhs, 2);
  OutputArguments output(nlhs, plhs, 1);
  caffe::Datum datum;
  MxArray array(input.get(0));
  datum.set_label(input.get<int>(1));
  vector<mwSize> dimensions = array.dimensions();
  int width = dimensions[1];
  int height = dimensions[0];
  int channels = 1;
  for (int i = 2; i < dimensions.size(); ++i)
    channels *= dimensions[i];
  datum.set_channels(channels);
  datum.set_width(width);
  datum.set_height(height);
  vector<mwIndex> subscripts(3);
  if (array.isUint8()) {
    datum.mutable_data()->reserve(array.size());
    for (int k = channels - 1; k >= 0; --k) { // RGB to BGR order.
      subscripts[2] = k;
      for (int i = 0; i < height; ++i) {
        subscripts[0] = i;
        for (int j = 0; j < width; ++j) {
          subscripts[1] = j;
          datum.mutable_data()->push_back(array.at<uint8_t>(subscripts));
        }
      }
    }
  }
  else {
    datum.mutable_float_data()->Reserve(array.size());
    for (int k = channels - 1; k >= 0; --k) { // RGB to BGR order.
      subscripts[2] = k;
      for (int i = 0; i < height; ++i) {
        subscripts[0] = i;
        for (int j = 0; j < width; ++j) {
          subscripts[1] = j;
          datum.add_float_data(array.at<float>(subscripts));
        }
      }
    }
  }
  output.set(0, datum.SerializeAsString());
}

MEX_DEFINE(fromDatum) (int nlhs, mxArray* plhs[],
                       int nrhs, const mxArray* prhs[]) {
  InputArguments input(nrhs, prhs, 1);
  OutputArguments output(nlhs, plhs, 2);
  caffe::Datum datum;
  ASSERT(datum.ParseFromString(input.get<string>(0)),
         "Failed to parse datum.");
  if (datum.has_encoded() && datum.encoded()) {
    output.set(0, datum.data());
  }
  else {
    vector<mwIndex> dimensions(3);
    dimensions[0] = (datum.has_height()) ? datum.height() : 0;
    dimensions[1] = (datum.has_width()) ? datum.width() : 0;
    dimensions[2] = (datum.has_channels()) ? datum.channels() : 0;
    MxArray array;
    vector<mwIndex> subscripts(3);
    int index = 0;
    if (datum.has_data()) {
      array.reset(mxCreateNumericArray(dimensions.size(),
                                       &dimensions[0],
                                       mxUINT8_CLASS,
                                       mxREAL));
      const string& data = datum.data();
      for (int k = dimensions[2] - 1; k >= 0; --k) { // BGR to RGB order.
        subscripts[2] = k;
        for (int i = 0; i < dimensions[0]; ++i) {
          subscripts[0] = i;
          for (int j = 0; j < dimensions[1]; ++j) {
            subscripts[1] = j;
            array.set(subscripts, data[index++]);
          }
        }
      }
    }
    else if (datum.float_data_size() > 0) {
      array.reset(mxCreateNumericArray(dimensions.size(),
                                       &dimensions[0],
                                       mxSINGLE_CLASS,
                                       mxREAL));
      for (int k = dimensions[2] - 1; k >= 0; --k) { // BGR to RGB order.
        subscripts[2] = k;
        for (int i = 0; i < dimensions[0]; ++i) {
          subscripts[0] = i;
          for (int j = 0; j < dimensions[1]; ++j) {
            subscripts[1] = j;
            array.set(subscripts, datum.float_data(index++));
          }
        }
      }
    }
    output.set(0, array.release());
  }
  output.set(1, (datum.has_label()) ? datum.label() : 0);
}

MEX_DISPATCH

@bayar87 You cannot save the database variable in a mat file (save command). This is a handle object like graphics. lmdb.DB() just opens a database at a specified location with optional flags (like read-only mode) and returns a handle to it.

Actually you even don't need to create an LMDB file if you are using matcaffe for testing only. Just imread a file and give it to matcaffe. LMDB would be useful when you train a new model via c++ command line tool.

@kyamagu actually that's what I want to do later is to create a data then train from scratch using the c++ command line.

Hi. I have problem with fread jpg file. and MAPSIZE, and finally the usage.

Let me start with MAPSIZE
on example
database = lmdb.DB('/home/someone/project/mydata.lmdb', 'MAPSIZE', 1024^3);
Here the image of example is 1024^3? Is it that huge? I guess it is 1024x1024x3?
I have 32x32x3 images. Do I need to set MAPSIZE as 32^3?

My 2nd question fread jpg file.
My image is 32x32x3 but when I

jpg_image = imread(image_files{i});
I found my jpg_image has size only 832x1, while I am expecting something like 3072x1. Is that correct?

My 3rd question is
After I created the db, I should put the db postion at train_test.prototxt something like below? Am I correct?
Where should I put the word "data", and "label" on my matlab-lmdb code?

name: "sss_quick"
layers {
  name: "sss"
  type: DATA
  top: "data"
  top: "label"
  data_param {
    source: "examples/sss/sss_lmdb"
    batch_size: 100
    backend: LMDB
  }
  transform_param {
    mean_file: "examples/sss/mean.binaryproto"
  }
  include: { phase: TRAIN }
}
layers {
  name: "sss"
  type: DATA
  top: "data"
  top: "label"
  data_param {
    source: "examples/sss/sss_lmdb"
    batch_size: 100
    backend: LMDB
  }
  transform_param {
    mean_file: "examples/sss/mean.binaryproto"
  }
  include: { phase: TEST }
}

Hi I just want to say. I got my problem solved.

1. just use 1024^3.
2. still don't know
3. no need.

Hi I thought My problem solved but its not.
It seems that the lmdb is created but the content inside is not correct.
How can I verify that the contents are actually images and labels I input?

@kyamagu It seems when the image is encoded, it won't decode,
I add the DecodeDatumNative(&datum); for decoding, however, it always return "Datum cannot decode image", do you know any possible reason?

Code:
https://github.com/201power/lmdb_matlab_caffe/blob/master/caffe_proto_.cc

I receive this error when I build using the command:
mex -lprotobuf CXXFLAGS='$CXXFLAGS -std=c++11' ...
-I'matlab-lmdb-master/include'...
-I'../../../build/src/caffe/proto' ...
-I'../../../build/src/caffe/proto/caffe.pb.o' ...
caffe_proto_.cc ...

Error using mex
/tmp/mex_3730232941044066_28647/caffe_proto_.o: In function
Operation_toEncodedDatum::operator()(int, mxArray_tag**, int, mxArray_tag const**)': caffe_proto_.cc:(.text+0x48a): undefined reference tocaffe::Datum::Datum()'
caffe_proto_.cc:(.text+0x688): undefined reference to caffe::Datum::~Datum()' caffe_proto_.cc:(.text+0x72d): undefined reference tocaffe::Datum::~Datum()'
/tmp/mex_3730232941044066_28647/caffe_proto_.o: In function Operation_toDatum::operator()(int, mxArray_tag**, int, mxArray_tag const**)': caffe_proto_.cc:(.text+0x7f6): undefined reference tocaffe::Datum::Datum()'
caffe_proto_.cc:(.text+0xccf): undefined reference to caffe::Datum::~Datum()' caffe_proto_.cc:(.text+0xdc0): undefined reference tocaffe::Datum::~Datum()'
/tmp/mex_3730232941044066_28647/caffe_proto_.o: In function Operation_fromDatum::operator()(int, mxArray_tag**, int, mxArray_tag const**)': caffe_proto_.cc:(.text+0xeea): undefined reference tocaffe::Datum::Datum()'
caffe_proto_.cc:(.text+0x1414): undefined reference to caffe::Datum::~Datum()' caffe_proto_.cc:(.text+0x14e1): undefined reference tocaffe::Datum::~Datum()'
collect2: error: ld returned 1 exit status

Error in testlmdb (line 3)
mex -lprotobuf CXXFLAGS='$CXXFLAGS -std=c++11' ...

@201power

Your code works, but I noticed something which I'm not sure if affects the results or not. But thought it's worthy of letting you know (you haven't activated comments on your repository)

I used your implementation to decode a Caffe datum using the "fromDatum" flag, and then used it to convert back with "toDatum" flag.
The resulting datum was 2 chars longer than the original datum. I'm not sure about the source of this mismatch.
But everything works fine.

@amir-abdi, thanks. I checked you can open issues in my repository.

It's great it worked for you, although I am not sure the bug. For me, it always shows "cannot decode"

Hi, I've tried compiling this using the following command

mex -I"/path/to/matlab-lmdb-master/include" -I"/path/to/caffe/src/caffe/proto" caffe_proto_.cc -lprotobuf CXXFLAGS="$CXXFLAGS -std=c++11 -fPIC"

But I have the following error(s)

Building with 'g++'.
/tmp/mex_22659658470642_18000/caffe_proto_.o: In function Operation_toDatum::operator()(int, mxArray_tag**, int, mxArray_tag const**)': caffe_proto_.cc:(.text+0x2fd): undefined reference tocaffe::Datum::Datum()'
caffe_proto_.cc:(.text+0x807): undefined reference to caffe::Datum::~Datum()' caffe_proto_.cc:(.text+0x90a): undefined reference tocaffe::Datum::~Datum()'
/tmp/mex_22659658470642_18000/caffe_proto_.o: In function Operation_toEncodedDatum::operator()(int, mxArray_tag**, int, mxArray_tag const**)': caffe_proto_.cc:(.text+0xa0a): undefined reference tocaffe::Datum::Datum()'
caffe_proto_.cc:(.text+0xb85): undefined reference to caffe::Datum::~Datum()' caffe_proto_.cc:(.text+0xc06): undefined reference tocaffe::Datum::~Datum()'
/tmp/mex_22659658470642_18000/caffe_proto_.o: In function Operation_fromDatum::operator()(int, mxArray_tag**, int, mxArray_tag const**)': caffe_proto_.cc:(.text+0xcbc): undefined reference tocaffe::Datum::Datum()'
caffe_proto_.cc:(.text+0x1126): undefined reference to caffe::Datum::~Datum()' caffe_proto_.cc:(.text+0x11d3): undefined reference tocaffe::Datum::~Datum()'
collect2: error: ld returned 1 exit status

I suspect it could be because my command doesn't try to build

/path/to/caffe/build/src/caffe/proto/caffe.pb.o

Unfortunately, I am unable to locate this particular file and I have no idea how to generate it. I have alrady tried rebuilding caffe (make clean, make all). Can anyone help?

Hi folks, Github gist doesn't notify me any new comment and I didn't know so many discussions happening here!

@peerajak You can encode and decode to check if they are identical.

@201power I believe your encoded datum is not in the expected binary format. Just check if you can fwrite the binary to a file and able to open. My implementation does not do encoding/decoding but only conversion, because Matlab can imread/imwrite for decoding/encoding. That's why there is fread in the example.

@amir-abdi You have to compile caffe first to link. Make sure your relative path is correctly pointing to the caffe.pb.o object.

@cedricseah You must correctly specify /path/to/caffe. Check the caffe directory.

Hi, Thank you for posting this.

Could you provide example usage for using 'fromDatum' to read from an existing database? I tried

datum = read_db.get(filename);
[im, label] = caffe_proto_('fromDatum',datum)

based on your example and received this error:

Error using caffe_proto_
Failed to parse datum.