private void RecalculateNeuralNetwork(string query)
{
if (itemsClickedInSearch == null || !itemsClickedInSearch.ContainsKey(query))
{
return;
}
var offers = _elasticRepository.SearchOffer(query);
var neuralItems = GetLeadData(offers, query);
if (neuralItems == null)
{
return;
}
var neuralTrainingData = GetNeuralTrainingData(neuralItems);
if (neuralTrainingData == null || neuralTrainingData.xs.Count() == 0)
{
return;
}
// TODO recalculate model and save on the training static dictionary
string model = _javascriptExecutor.Fit(query, neuralTrainingData);
if (trainedModels.ContainsKey(query))
{
trainedModels.Remove(query);
}
trainedModels.Add(query, model);
}