public FileBayesianNetwork(string fileStr)
{
ServiceRedeBayesiana serviceRede = new ServiceRedeBayesiana();
FileBayesianNetwork redeBayesiana = JsonConvert.DeserializeObject <FileBayesianNetwork>(fileStr);
redeBayesiana = serviceRede.LoadRedeBayesiana(redeBayesiana);
Version = redeBayesiana.Version;
Network = redeBayesiana.Network;
Nodes = redeBayesiana.Nodes;
}
public async Task <ActionResult <FileBayesianNetwork> > Inferencia([FromBody] InferViewModel data)
{
var arquivoRedeBayesiana = await _context.ArquivosRedeBayesiana.FindAsync(data.IdRede);
if (arquivoRedeBayesiana == null)
{
return(NotFound());
}
ServiceRedeBayesiana serviceRede = new ServiceRedeBayesiana();
FileBayesianNetwork redeBayesiana = JsonConvert.DeserializeObject <FileBayesianNetwork>(arquivoRedeBayesiana.ArquivoJson);
redeBayesiana = serviceRede.LoadRedeBayesiana(redeBayesiana);
BayesInfer bayesInfer = new BayesInfer(redeBayesiana);
redeBayesiana = bayesInfer.InferModel(data.ListBelief);
return(redeBayesiana);
}
public async Task <JsonResult> InferBelief()
{
var arquivoRedeBayesiana = await _context.ArquivosRedeBayesiana.FindAsync(_nodeBeliefService.IdRede);
ServiceRedeBayesiana serviceRede = new ServiceRedeBayesiana();
FileBayesianNetwork redeBayesiana = JsonConvert.DeserializeObject <FileBayesianNetwork>(arquivoRedeBayesiana.ArquivoJson);
redeBayesiana = serviceRede.LoadRedeBayesiana(redeBayesiana);
BayesInfer bayesInfer = new BayesInfer(redeBayesiana);
List <Belief> beliefs = new List <Belief>();
foreach (var item in _nodeBeliefService.NodesBelief)
{
beliefs.Add(new Belief
{
NodeName = item.Id,
BeliefValue = item.BeliefType == 2 ? null : (int?)item.BeliefType
});
_logger.LogInformation("Message displayed: {Message}", "Node name add: " + item.Id);
}
try
{
redeBayesiana = bayesInfer.InferModel(beliefs);
_logger.LogInformation("Message displayed: {Message}", "Inferencia realizada em " + beliefs.Count + " nodos");
}
catch (Exception e)
{
_logger.LogError("Message displayed: {Message}", "Erro " + e.Message);
//throw;
}
NodeBeliefResult res;
List <NodeBeliefResult> lstNodeBeliefResult = new List <NodeBeliefResult>();
try
{
foreach (var item in redeBayesiana.Nodes)
{
res = new NodeBeliefResult();
res.NodeName = item.Id;
if (item.InferPrimary.IsObserved)
{
if (item.InferPrimary.ObservedValue[0] == 0)
{
res.ResultAusente = 1;
res.ResultPresente = 0;
}
else
{
res.ResultAusente = 0;
res.ResultPresente = 1;
}
}
else if (item.Parents.Count() == 0)
{
res.ResultAusente = item.InferProbPrior.ObservedValue.GetMean()[0];
res.ResultPresente = item.InferProbPrior.ObservedValue.GetMean()[1];
}
else
{
res.ResultAusente = item.InferModelResult[0].GetProbs()[1];
res.ResultPresente = item.InferModelResult[0].GetProbs()[0];
}
lstNodeBeliefResult.Add(res);
}
}
catch (Exception e)
{
_logger.LogError("Message displayed: {Message}", "Erro " + e.Message);
}
return(Json(lstNodeBeliefResult));
//return Json(lstNodeBeliefResult);
}