Embedding visualization

visualdl/logic/histogram.h

@@ -81,14 +81,6 @@ struct HistogramBuilder {
   T right_boundary{std::numeric_limits<T>::min()};
   std::vector<int> buckets;
 
-  void Get(size_t n, T* left, T* right, int* frequency) {
-    CHECK(!buckets.empty()) << "need to CreateBuckets first.";
-    CHECK_LT(n, num_buckets_) << "n out of range.";
-    *left = left_boundary + span_ * n;
-    *right = *left + span_;
-    *frequency = buckets[n];
-  }
-
 private:
   // Get the left and right boundaries.
   void UpdateBoundary(const std::vector<T>& data) {
@@ -106,9 +98,11 @@ struct HistogramBuilder {
             (float)left_boundary / num_buckets_;
     buckets.resize(num_buckets_);
 
+    // Go through the data, increase the item count in a bucket.
     for (auto v : data) {
-      int offset = std::min(int((v - left_boundary) / span_), num_buckets_ - 1);
-      buckets[offset]++;
+      int bucket_group_index =
+          std::min(int((v - left_boundary) / span_), num_buckets_ - 1);
+      buckets[bucket_group_index]++;
     }
   }
 

visualdl/logic/pybind.cc

@@ -84,9 +84,14 @@ PYBIND11_MODULE(core, m) {
              auto tablet = self.tablet(tag);
              return vs::components::TextReader(tablet);
            })
-      .def("get_audio", [](vs::LogReader& self, const std::string& tag) {
+      .def("get_audio",
+           [](vs::LogReader& self, const std::string& tag) {
+             auto tablet = self.tablet(tag);
+             return vs::components::AudioReader(self.mode(), tablet);
+           })
+      .def("get_embedding", [](vs::LogReader& self, const std::string& tag) {
         auto tablet = self.tablet(tag);
-        return vs::components::AudioReader(self.mode(), tablet);
+        return vs::components::EmbeddingReader(tablet);
       });
 
   // clang-format on
@@ -136,7 +141,11 @@ PYBIND11_MODULE(core, m) {
               int step_cycle) {
              auto tablet = self.AddTablet(tag);
              return vs::components::Audio(tablet, num_samples, step_cycle);
-           });
+           })
+      .def("new_embedding", [](vs::LogWriter& self, const std::string& tag) {
+        auto tablet = self.AddTablet(tag);
+        return vs::components::Embedding(tablet);
+      });
 
 //------------------- components --------------------
 #define ADD_SCALAR_READER(T)                               \
@@ -233,6 +242,20 @@ PYBIND11_MODULE(core, m) {
       .def("total_records", &cp::TextReader::total_records)
       .def("size", &cp::TextReader::size);
 
+  py::class_<cp::Embedding>(m, "EmbeddingWriter")
+      .def("set_caption", &cp::Embedding::SetCaption)
+      .def("add_embeddings_with_word_list",
+           &cp::Embedding::AddEmbeddingsWithWordList);
+
+  py::class_<cp::EmbeddingReader>(m, "EmbeddingReader")
+      .def("get_all_labels", &cp::EmbeddingReader::get_all_labels)
+      .def("get_all_embeddings", &cp::EmbeddingReader::get_all_embeddings)
+      .def("ids", &cp::EmbeddingReader::ids)
+      .def("timestamps", &cp::EmbeddingReader::timestamps)
+      .def("caption", &cp::EmbeddingReader::caption)
+      .def("total_records", &cp::EmbeddingReader::total_records)
+      .def("size", &cp::EmbeddingReader::size);
+
   py::class_<cp::Audio>(m, "AudioWriter", R"pbdoc(
             PyBind class. Must instantiate through the LogWriter.
           )pbdoc")

visualdl/logic/sdk.cc

@@ -347,6 +347,79 @@ std::string TextReader::caption() const {
 
 size_t TextReader::size() const { return reader_.total_records(); }
 
+/*
+ * Embedding functions
+ */
+void Embedding::AddEmbeddingsWithWordList(
+    const std::vector<std::vector<float>>& word_embeddings,
+    std::vector<std::string>& labels) {
+  for (int i = 0; i < word_embeddings.size(); i++) {
+    AddEmbedding(i, word_embeddings[i], labels[i]);
+  }
+}
+
+void Embedding::AddEmbedding(int item_id,
+                             const std::vector<float>& one_hot_vector,
+                             std::string& label) {
+  auto record = tablet_.AddRecord();
+  record.SetId(item_id);
+  time_t time = std::time(nullptr);
+  record.SetTimeStamp(time);
+  auto entry = record.AddData();
+  entry.SetMulti<float>(one_hot_vector);
+  entry.SetRaw(label);
+}
+
+/*
+ * EmbeddingReader functions
+ */
+std::vector<std::string> EmbeddingReader::get_all_labels() const {
+  std::vector<std::string> result;
+
+  for (int i = 0; i < total_records(); i++) {
+    auto record = reader_.record(i);
+    auto entry = record.data(0);
+    result.push_back(entry.GetRaw());
+  }
+  return result;
+}
+
+std::vector<std::vector<float>> EmbeddingReader::get_all_embeddings() const {
+  std::vector<std::vector<float>> result;
+
+  for (int i = 0; i < total_records(); i++) {
+    auto record = reader_.record(i);
+    auto entry = record.data(0);
+    auto tensors = entry.GetMulti<float>();
+
+    result.push_back(tensors);
+  }
+  return result;
+}
+
+std::vector<int> EmbeddingReader::ids() const {
+  std::vector<int> res;
+  for (int i = 0; i < reader_.total_records(); i++) {
+    res.push_back(reader_.record(i).id());
+  }
+  return res;
+}
+
+std::vector<time_t> EmbeddingReader::timestamps() const {
+  std::vector<time_t> res;
+  for (int i = 0; i < reader_.total_records(); i++) {
+    res.push_back(reader_.record(i).timestamp());
+  }
+  return res;
+}
+
+std::string EmbeddingReader::caption() const {
+  CHECK(!reader_.captions().empty()) << "no caption";
+  return reader_.captions().front();
+}
+
+size_t EmbeddingReader::size() const { return reader_.total_records(); }
+
 void Audio::StartSampling() {
   if (!ToSampleThisStep()) return;
 

visualdl/logic/sdk.h

@@ -327,6 +327,52 @@ struct TextReader {
   TabletReader reader_;
 };
 
+/*
+ * Embedding component writer
+ */
+struct Embedding {
+  Embedding(Tablet tablet) : tablet_(tablet) {
+    tablet_.SetType(Tablet::Type::kEmbedding);
+  }
+  void SetCaption(const std::string cap) {
+    tablet_.SetCaptions(std::vector<std::string>({cap}));
+  }
+
+  // Add all word vectors along with all labels
+  // The index of labels should match with the index of word_embeddings
+  // EX: ["Apple", "Orange"] means the first item in word_embeddings represents
+  // "Apple"
+  void AddEmbeddingsWithWordList(
+      const std::vector<std::vector<float>>& word_embeddings,
+      std::vector<std::string>& labels);
+  // TODO: Create another function that takes 'word_embeddings' and 'word_dict'
+private:
+  void AddEmbedding(int item_id,
+                    const std::vector<float>& one_hot_vector,
+                    std::string& label);
+
+  Tablet tablet_;
+};
+
+/*
+ * Embedding Reader.
+ */
+struct EmbeddingReader {
+  EmbeddingReader(TabletReader reader) : reader_(reader) {}
+
+  std::vector<int> ids() const;
+  std::vector<std::string> get_all_labels() const;
+  std::vector<std::vector<float>> get_all_embeddings() const;
+
+  std::vector<time_t> timestamps() const;
+  std::string caption() const;
+  size_t total_records() const { return reader_.total_records(); }
+  size_t size() const;
+
+private:
+  TabletReader reader_;
+};
+
 /*
  * Image component writer.
  */

visualdl/python/storage.py

@@ -119,6 +119,10 @@ def text(self, tag):
         check_tag_name_valid(tag)
         return self.reader.get_text(tag)
 
+    def embedding(self, tag):
+        check_tag_name_valid(tag)
+        return self.reader.get_embedding(tag)
+
     def audio(self, tag):
         """
         Get an audio reader with tag
@@ -256,6 +260,10 @@ def text(self, tag):
         check_tag_name_valid(tag)
         return self.writer.new_text(tag)
 
+    def embedding(self, tag):
+        check_tag_name_valid(tag)
+        return self.writer.new_embedding(tag)
+
     def save(self):
         self.writer.save()
 

visualdl/storage/storage.proto

@@ -109,6 +109,7 @@ message Tablet {
     kImage = 2;
     kText = 3;
     kAudio = 4;
+    kEmbedding = 5;
   }
   // The unique identification for this `Tablet`. VisualDL will have no the
   // concept of FileWriter like TB. It will store all the tablets in a single

visualdl/storage/tablet.h

@@ -35,6 +35,7 @@ struct Tablet {
     kImage = 2,
     kText = 3,
     kAudio = 4,
+    kEmbedding = 5,
     kUnknown = -1
   };
 
@@ -59,6 +60,9 @@ struct Tablet {
     if (name == "audio") {
       return kAudio;
     }
+    if (name == "embedding") {
+      return kEmbedding;
+    }
     LOG(ERROR) << "unknown component: " << name;
     return kUnknown;
   }