public JToken SaveAsPfa(BoundPfaContext ctx, JToken input)
{
Host.CheckValue(ctx, nameof(ctx));
Host.CheckValue(input, nameof(input));
const string typeName = "MCLinearPredictor";
JToken typeDecl = typeName;
if (ctx.Pfa.RegisterType(typeName))
{
JObject type = new JObject();
type["type"] = "record";
type["name"] = typeName;
JArray fields = new JArray();
JObject jobj = null;
fields.Add(jobj.AddReturn("name", "coeff").AddReturn("type", PfaUtils.Type.Array(PfaUtils.Type.Array(PfaUtils.Type.Double))));
fields.Add(jobj.AddReturn("name", "const").AddReturn("type", PfaUtils.Type.Array(PfaUtils.Type.Double)));
type["fields"] = fields;
typeDecl = type;
}
JObject predictor = new JObject();
predictor["coeff"] = new JArray(_weights.Select(w => new JArray(w.DenseValues())));
predictor["const"] = new JArray(_biases);
var cell = ctx.DeclareCell("MCLinearPredictor", typeDecl, predictor);
var cellRef = PfaUtils.Cell(cell);
return(PfaUtils.Call("m.link.softmax", PfaUtils.Call("model.reg.linear", input, cellRef)));
}
protected override JToken SaveAsPfaCore(BoundPfaContext ctx, int iinfo, ColInfo info, JToken srcToken)
{
Contracts.AssertValue(ctx);
Contracts.Assert(0 <= iinfo && iinfo < Infos.Length);
Contracts.Assert(Infos[iinfo] == info);
Contracts.AssertValue(srcToken);
Contracts.Assert(CanSavePfa);
if (!info.TypeSrc.ItemType.IsText)
{
return(null);
}
var terms = default(VBuffer <DvText>);
TermMap <DvText> map = (TermMap <DvText>)_termMap[iinfo].Map;
map.GetTerms(ref terms);
var jsonMap = new JObject();
foreach (var kv in terms.Items())
{
jsonMap[kv.Value.ToString()] = kv.Key;
}
string cellName = ctx.DeclareCell(
"TermMap", PfaUtils.Type.Map(PfaUtils.Type.Int), jsonMap);
JObject cellRef = PfaUtils.Cell(cellName);
if (info.TypeSrc.IsVector)
{
var funcName = ctx.GetFreeFunctionName("mapTerm");
ctx.Pfa.AddFunc(funcName, new JArray(PfaUtils.Param("term", PfaUtils.Type.String)),
PfaUtils.Type.Int, PfaUtils.If(PfaUtils.Call("map.containsKey", cellRef, "term"), PfaUtils.Index(cellRef, "term"), -1));
var funcRef = PfaUtils.FuncRef("u." + funcName);
return(PfaUtils.Call("a.map", srcToken, funcRef));
}
return(PfaUtils.If(PfaUtils.Call("map.containsKey", cellRef, srcToken), PfaUtils.Index(cellRef, srcToken), -1));
}