void InsertSplits(const NetParameter& param, NetParameter* param_split) {
// Initialize by copying from the input NetParameter.
param_split->CopyFrom(param);
param_split->clear_layer();
map<string, pair<int, int> > blob_name_to_last_top_idx;
map<pair<int, int>, pair<int, int> > bottom_idx_to_source_top_idx;
map<pair<int, int>, int> top_idx_to_bottom_count;
map<pair<int, int>, float> top_idx_to_loss_weight;
map<pair<int, int>, int> top_idx_to_bottom_split_idx;
map<int, string> layer_idx_to_layer_name;
layer_idx_to_layer_name[-1] = "input";
// Determine the number of times each blob is used as an input (bottom) blob.
for (int i = 0; i < param.input_size(); ++i) {
const string& blob_name = param.input(i);
blob_name_to_last_top_idx[blob_name] = make_pair(-1, i);
}
for (int i = 0; i < param.layer_size(); ++i) {
const LayerParameter& layer_param = param.layer(i);
layer_idx_to_layer_name[i] = layer_param.name();
for (int j = 0; j < layer_param.bottom_size(); ++j) {
const string& blob_name = layer_param.bottom(j);
if (blob_name_to_last_top_idx.find(blob_name) ==
blob_name_to_last_top_idx.end()) {
LOG(FATAL) << "Unknown blob input " << blob_name << " to layer " << j;
}
const pair<int, int>& bottom_idx = make_pair(i, j);
const pair<int, int>& top_idx = blob_name_to_last_top_idx[blob_name];
bottom_idx_to_source_top_idx[bottom_idx] = top_idx;
++top_idx_to_bottom_count[top_idx];
}
for (int j = 0; j < layer_param.top_size(); ++j) {
const string& blob_name = layer_param.top(j);
blob_name_to_last_top_idx[blob_name] = make_pair(i, j);
}
// A use of a top blob as a loss should be handled similarly to the use of
// a top blob as an input (bottom) blob to another layer.
const int last_loss =
std::min(layer_param.loss_weight_size(), layer_param.top_size());
for (int j = 0; j < last_loss; ++j) {
const string& blob_name = layer_param.top(j);
const pair<int, int>& top_idx = blob_name_to_last_top_idx[blob_name];
top_idx_to_loss_weight[top_idx] = layer_param.loss_weight(j);
if (top_idx_to_loss_weight[top_idx]) {
++top_idx_to_bottom_count[top_idx];
}
}
}
// Create split layer for any input blobs used by other layer as bottom
// blobs more than once.
for (int i = 0; i < param.input_size(); ++i) {
const int split_count = top_idx_to_bottom_count[make_pair(-1, i)];
if (split_count > 1) {
const string& layer_name = layer_idx_to_layer_name[-1];
const string& blob_name = param.input(i);
LayerParameter* split_layer_param = param_split->add_layer();
const float kZeroLossWeight = 0;
ConfigureSplitLayer(layer_name, blob_name, i, split_count,
kZeroLossWeight, split_layer_param);
}
}
for (int i = 0; i < param.layer_size(); ++i) {
LayerParameter* layer_param = param_split->add_layer();
layer_param->CopyFrom(param.layer(i));
// Replace any shared bottom blobs with split layer outputs.
for (int j = 0; j < layer_param->bottom_size(); ++j) {
const pair<int, int>& top_idx =
bottom_idx_to_source_top_idx[make_pair(i, j)];
const int split_count = top_idx_to_bottom_count[top_idx];
if (split_count > 1) {
const string& layer_name = layer_idx_to_layer_name[top_idx.first];
const string& blob_name = layer_param->bottom(j);
layer_param->set_bottom(j, SplitBlobName(layer_name,
blob_name, top_idx.second, top_idx_to_bottom_split_idx[top_idx]++));
}
}
// Create split layer for any top blobs used by other layer as bottom
// blobs more than once.
for (int j = 0; j < layer_param->top_size(); ++j) {
const pair<int, int>& top_idx = make_pair(i, j);
const int split_count = top_idx_to_bottom_count[top_idx];
if (split_count > 1) {
const string& layer_name = layer_idx_to_layer_name[i];
const string& blob_name = layer_param->top(j);
LayerParameter* split_layer_param = param_split->add_layer();
const float loss_weight = top_idx_to_loss_weight[top_idx];
ConfigureSplitLayer(layer_name, blob_name, j, split_count,
loss_weight, split_layer_param);
if (loss_weight) {
layer_param->clear_loss_weight();
top_idx_to_bottom_split_idx[top_idx]++;
}
}
}
}
}
void InsertSplits(const NetParameter& param, NetParameter* param_split) {
// Initialize by copying from the input NetParameter.
param_split->CopyFrom(param);
param_split->clear_layer();
map<string, pair<int_tp, int_tp> > blob_name_to_last_top_idx;
map<pair<int_tp, int_tp>, pair<int_tp, int_tp> > bottom_idx_to_source_top_idx;
map<pair<int_tp, int_tp>, int_tp> top_idx_to_bottom_count;
map<pair<int_tp, int_tp>, float> top_idx_to_loss_weight;
map<pair<int_tp, int_tp>, int_tp> top_idx_to_bottom_split_idx;
map<int_tp, string> layer_idx_to_layer_name;
for (int_tp i = 0; i < param.layer_size(); ++i) {
const LayerParameter& layer_param = param.layer(i);
layer_idx_to_layer_name[i] = layer_param.name();
for (int_tp j = 0; j < layer_param.bottom_size(); ++j) {
const string& blob_name = layer_param.bottom(j);
if (blob_name_to_last_top_idx.find(blob_name) ==
blob_name_to_last_top_idx.end()) {
LOG(FATAL) << "Unknown bottom blob '" << blob_name << "' (layer '"
<< layer_param.name() << "', bottom index " << j << ")";
}
const pair<int_tp, int_tp>& bottom_idx = make_pair(i, j);
const pair<int_tp, int_tp>& top_idx =
blob_name_to_last_top_idx[blob_name];
bottom_idx_to_source_top_idx[bottom_idx] = top_idx;
++top_idx_to_bottom_count[top_idx];
}
for (int_tp j = 0; j < layer_param.top_size(); ++j) {
const string& blob_name = layer_param.top(j);
blob_name_to_last_top_idx[blob_name] = make_pair(i, j);
}
// a use of a top blob as a loss should be handled similarly to the use of
// a top blob as a bottom blob to another layer.
const int_tp last_loss =
std::min(layer_param.loss_weight_size(), layer_param.top_size());
for (int_tp j = 0; j < last_loss; ++j) {
const string& blob_name = layer_param.top(j);
const pair<int_tp, int_tp>& top_idx =
blob_name_to_last_top_idx[blob_name];
top_idx_to_loss_weight[top_idx] = layer_param.loss_weight(j);
if (top_idx_to_loss_weight[top_idx]) {
++top_idx_to_bottom_count[top_idx];
}
}
}
for (int_tp i = 0; i < param.layer_size(); ++i) {
LayerParameter* layer_param = param_split->add_layer();
layer_param->CopyFrom(param.layer(i));
// Replace any shared bottom blobs with split layer outputs.
for (int_tp j = 0; j < layer_param->bottom_size(); ++j) {
const pair<int_tp, int_tp>& top_idx =
bottom_idx_to_source_top_idx[make_pair(i, j)];
const int_tp split_count = top_idx_to_bottom_count[top_idx];
if (split_count > 1) {
const string& layer_name = layer_idx_to_layer_name[top_idx.first];
const string& blob_name = layer_param->bottom(j);
layer_param->set_bottom(j, SplitBlobName(layer_name,
blob_name, top_idx.second, top_idx_to_bottom_split_idx[top_idx]++));
while (layer_param->bottom_quantizer_size() <= j) {
layer_param->add_bottom_quantizer();
}
// Need to preserve the original blob name for quantization purposes
if (!layer_param->bottom_quantizer(j).has_name()) {
layer_param->mutable_bottom_quantizer(j)->set_name(blob_name);
}
}
}
// Create split layer for any top blobs used by other layer as bottom
// blobs more than once.
for (int_tp j = 0; j < layer_param->top_size(); ++j) {
const pair<int_tp, int_tp>& top_idx = make_pair(i, j);
const int_tp split_count = top_idx_to_bottom_count[top_idx];
if (split_count > 1) {
const string& layer_name = layer_idx_to_layer_name[i];
const string& blob_name = layer_param->top(j);
LayerParameter* split_layer_param = param_split->add_layer();
const float loss_weight = top_idx_to_loss_weight[top_idx];
const QuantizerParameter* ref_quant_param = nullptr;
if (layer_param->bottom_quantizer_size() > j) {
ref_quant_param = &(layer_param->bottom_quantizer(j));
}
ConfigureSplitLayer(layer_name, blob_name, j, split_count,
loss_weight, split_layer_param, layer_param->top_data_type(),
layer_param->top_data_type(), ref_quant_param);
if (loss_weight) {
layer_param->clear_loss_weight();
top_idx_to_bottom_split_idx[top_idx]++;
}
}
}
}
}