diff --git a/fluid/DeepASR/decoder/post_decode_faster.cc b/fluid/DeepASR/decoder/post_decode_faster.cc
index 5c0027c4ba1e8262c7c5b89d621a01ad1f0a8a7e..957af550e333edef26112e16702e0c6c94a0326a 100644
--- a/fluid/DeepASR/decoder/post_decode_faster.cc
+++ b/fluid/DeepASR/decoder/post_decode_faster.cc
@@ -22,7 +22,7 @@ using fst::StdArc;
 Decoder::Decoder(std::string word_syms_filename,
                  std::string fst_in_filename,
                  std::string logprior_rxfilename) {
-  const char *usage =
+  const char* usage =
       "Decode, reading log-likelihoods (of transition-ids or whatever symbol "
       "is on the graph) as matrices.";
 
@@ -68,6 +68,23 @@ Decoder::~Decoder() {
   delete decoder;
 }
 
+std::string Decoder::decode(
+    std::string key, std::vector<std::vector<kaldi::BaseFloat>>& log_probs) {
+  size_t num_frames = log_probs.size();
+  size_t dim_label = log_probs[0].size();
+
+  kaldi::Matrix<kaldi::BaseFloat> loglikes(
+      num_frames, dim_label, kaldi::kSetZero, kaldi::kStrideEqualNumCols);
+  for (size_t i = 0; i < num_frames; ++i) {
+    memcpy(loglikes.Data() + i * dim_label,
+           log_probs[i].data(),
+           sizeof(kaldi::BaseFloat) * dim_label);
+  }
+
+  return decode(key, loglikes);
+}
+
+
 std::vector<std::string> Decoder::decode(std::string posterior_rspecifier) {
   kaldi::SequentialBaseFloatMatrixReader posterior_reader(posterior_rspecifier);
   std::vector<std::string> decoding_results;
@@ -139,3 +156,46 @@ std::vector<std::string> Decoder::decode(std::string posterior_rspecifier) {
             << " frames.";
   return decoding_results;
 }
+
+
+std::string Decoder::decode(std::string key,
+                            kaldi::Matrix<kaldi::BaseFloat>& loglikes) {
+  std::string decoding_result;
+
+  if (loglikes.NumRows() == 0) {
+    KALDI_WARN << "Zero-length utterance: " << key;
+  }
+  KALDI_ASSERT(loglikes.NumCols() == logprior.Dim());
+
+  loglikes.ApplyLog();
+  loglikes.AddVecToRows(-1.0, logprior);
+
+  kaldi::DecodableMatrixScaled decodable(loglikes, acoustic_scale);
+  decoder->Decode(&decodable);
+
+  VectorFst<kaldi::LatticeArc> decoded;  // linear FST.
+
+  if ((allow_partial || decoder->ReachedFinal()) &&
+      decoder->GetBestPath(&decoded)) {
+    if (!decoder->ReachedFinal())
+      KALDI_WARN << "Decoder did not reach end-state, outputting partial "
+                    "traceback.";
+
+    std::vector<int32> alignment;
+    std::vector<int32> words;
+    kaldi::LatticeWeight weight;
+
+    GetLinearSymbolSequence(decoded, &alignment, &words, &weight);
+
+    if (word_syms != NULL) {
+      for (size_t i = 0; i < words.size(); i++) {
+        std::string s = word_syms->Find(words[i]);
+        decoding_result += s;
+        if (s == "")
+          KALDI_ERR << "Word-id " << words[i] << " not in symbol table.";
+      }
+    }
+  }
+
+  return decoding_result;
+}
diff --git a/fluid/DeepASR/decoder/post_decode_faster.h b/fluid/DeepASR/decoder/post_decode_faster.h
index 49d680c58a1443ccd6572fff1ae1226855fbae86..6a5830e296634d1e64dbc544526e4f6191899bf8 100644
--- a/fluid/DeepASR/decoder/post_decode_faster.h
+++ b/fluid/DeepASR/decoder/post_decode_faster.h
@@ -34,7 +34,13 @@ public:
 
   std::vector<std::string> decode(std::string posterior_rspecifier);
 
+  std::string decode(std::string key,
+                     std::vector<std::vector<kaldi::BaseFloat>> &log_probs);
+
 private:
+  std::string decode(std::string key,
+                     kaldi::Matrix<kaldi::BaseFloat> &loglikes);
+
   fst::SymbolTable *word_syms;
   fst::VectorFst<fst::StdArc> *decode_fst;
   kaldi::FasterDecoder *decoder;
diff --git a/fluid/DeepASR/decoder/pybind.cc b/fluid/DeepASR/decoder/pybind.cc
index efa37d5d51feaa7df6402ccae98a7217cf7fdec1..1b91f02b89ffd259f7a24a005ec96bd780287e25 100644
--- a/fluid/DeepASR/decoder/pybind.cc
+++ b/fluid/DeepASR/decoder/pybind.cc
@@ -25,7 +25,14 @@ PYBIND11_MODULE(post_decode_faster, m) {
   py::class_<Decoder>(m, "Decoder")
       .def(py::init<std::string, std::string, std::string>())
       .def("decode",
-           &Decoder::decode,
+           (std::vector<std::string> (Decoder::*)(std::string)) &
+               Decoder::decode,
+           "Decode one input probability matrix "
+           "and return the transcription")
+      .def("decode",
+           (std::string (Decoder::*)(
+               std::string, std::vector<std::vector<kaldi::BaseFloat>>&)) &
+               Decoder::decode,
            "Decode one input probability matrix "
            "and return the transcription");
 }