Compute the 1000 most interacting nodes in each layer.

This works for fully connected layers only, but it works.

src/LayerInfo.cpp

@@ -37,3 +37,8 @@ LayerInfo::Type LayerInfo::type() const
 {
     return type_;
 }
+
+const std::vector<boost::shared_ptr<caffe::Blob<DType>>>& LayerInfo::parameters() const
+{
+    return parameters_;
+}

src/LayerInfo.hpp

@@ -26,6 +26,7 @@ namespace fmri
 
         const std::string& name() const;
         Type type() const;
+        const std::vector<boost::shared_ptr<caffe::Blob<DType>>>& parameters() const;
 
         static Type typeByName(std::string_view name);
 

src/main.cpp

@@ -105,11 +105,20 @@ static void updateVisualisers()
 {
     rendererData.layerVisualisations.clear();
     rendererData.animations.clear();
+    LayerData* prevState = nullptr;
+    LayerVisualisation* prevVisualisation = nullptr;
 
     for (LayerData &layer : *rendererData.currentData) {
         LayerVisualisation* visualisation = getVisualisationForLayer(layer);
+        if (prevState && prevVisualisation && visualisation) {
+            auto interaction = getActivityAnimation(*prevState, layer, rendererData.layerInfo.at(layer.name()), prevVisualisation->nodePositions(), visualisation->nodePositions());
+            rendererData.animations.emplace_back(interaction);
+        }
 
         rendererData.layerVisualisations.emplace_back(visualisation);
+
+        prevVisualisation = visualisation;
+        prevState = &layer;
     }
 
     glutPostRedisplay();

src/visualisations.cpp

@@ -1,11 +1,15 @@
-//
+#include <utility>
-// Created by bert on 09/02/18.
-//
-
 #include "visualisations.hpp"
 #include "DummyLayerVisualisation.hpp"
 #include "MultiImageVisualisation.hpp"
 #include "FlatLayerVisualisation.hpp"
+#include "Range.hpp"
+
+using namespace fmri;
+using namespace std;
+
+// Maximum number of interactions shown
+static constexpr size_t INTERACTION_LIMIT = 1000;
 
 fmri::LayerVisualisation *fmri::getVisualisationForLayer(const fmri::LayerData &layer)
 {
@@ -20,3 +24,59 @@ fmri::LayerVisualisation *fmri::getVisualisationForLayer(const fmri::LayerData &
             return new DummyLayerVisualisation();
     }
 }
+
+static vector <pair<DType, pair<size_t, size_t>>>
+computeActivityStrengths(const LayerData &prevState, const LayerInfo &layer)
+{
+    typedef pair <DType, pair<size_t, size_t>> Entry;
+    vector <Entry> result;
+
+    auto data = prevState.data();
+
+    CHECK_GE(layer.parameters().size(), 1) << "Layer should have correct parameters";
+
+    const auto shape = layer.parameters()[0]->shape();
+    auto weights = layer.parameters()[0]->cpu_data();
+
+    for (auto i : Range(accumulate(shape.begin(), shape.end(), 1, multiplies<void>()))) {
+        result.emplace_back(weights[i] * data[i % shape[0]], make_pair(i % shape[0], i / shape[0]));
+    }
+
+    const auto desiredSize = min(INTERACTION_LIMIT, result.size());
+    partial_sort(result.begin(), result.begin() + desiredSize, result.end(), [](const Entry &a, const Entry &b) {
+        return abs(a.first) > abs(b.first);
+    });
+
+    result.resize(desiredSize);
+
+    return result;
+}
+
+fmri::ActivityAnimation *fmri::getActivityAnimation(const fmri::LayerData &prevState, const fmri::LayerData &curState,
+                                                    const fmri::LayerInfo &layer, const vector<float> &prevPositions,
+                                                    const vector<float> &curPositions)
+{
+    if (layer.type() != LayerInfo::Type::InnerProduct) {
+        // Only supported type at this time
+        return nullptr;
+    }
+
+    if (prevPositions.empty() || curPositions.empty()) {
+        // Not all positions know, no visualisation possible.
+        return nullptr;
+    }
+
+    const auto entries = computeActivityStrengths(prevState, layer);
+    const auto bufferSize = 3 * entries.size();
+
+    unique_ptr<float[]> startingPositions(new float[bufferSize]);
+    unique_ptr<float[]> endingPositions(new float[bufferSize]);
+
+    for (auto i : Range(entries.size())) {
+        memcpy(startingPositions.get() + 3 * i, prevPositions.data() + 3 * entries[i].second.first, 3 * sizeof(float));
+        memcpy(endingPositions.get() + 3 * i, curPositions.data() + 3 * entries[i].second.second, 3 * sizeof(float));
+    }
+
+    // TODO: actually do something
+    return new ActivityAnimation(entries.size(), startingPositions.get(), endingPositions.get(), 2.0);
+}

src/visualisations.hpp

@@ -2,6 +2,8 @@
 
 #include "LayerVisualisation.hpp"
 #include "LayerData.hpp"
+#include "ActivityAnimation.hpp"
+#include "LayerInfo.hpp"
 
 namespace fmri {
     /**
@@ -11,4 +13,8 @@ namespace fmri {
      * @return A (possibly empty) visualisation. The caller is responsible for deallocating.
      */
     LayerVisualisation* getVisualisationForLayer(const LayerData& layer);
+
+    ActivityAnimation *getActivityAnimation(const fmri::LayerData &prevState, const fmri::LayerData &curState,
+                                            const fmri::LayerInfo &layer, const vector<float> &prevPositions,
+                                            const vector<float> &curPositions);
 }