public void LoadParameters(string filename, Context[] ctx = null, bool allow_missing = false,
bool ignore_extra = false, bool cast_dtype = false, string dtype_source = "current")
{
var loaded = new NDArrayDict();
var @params = CollectParamsWithPrefix();
NDArray.Load(filename, out loaded);
if (loaded == null && @params == null)
{
return;
}
if (!loaded.Keys.Any(x => x.Contains(".")))
{
loaded = null;
CollectParams().Load(filename, ctx, allow_missing, ignore_extra, Prefix, cast_dtype, dtype_source);
return;
}
if (!allow_missing)
{
foreach (var name in @params.Keys())
{
if (!loaded.Contains(name))
{
throw new Exception(string.Format("Parameter '{0}' is missing in file '{1}'", name, filename));
}
}
}
foreach (var name in loaded.Keys)
{
if (!ignore_extra && [email protected](name))
{
throw new Exception(string.Format(
"Parameter '{0}' loaded from file {1} is not present in ParameterDict", name, filename));
}
if (@params.Contains(name))
{
@params[name].LoadInit(loaded[name], ctx, cast_dtype, dtype_source);
}
}
}
public NDArrayList Call(KerasSymbol[] inputs)
{
var ret_outputs = new List <NDArray>();
foreach (var x in this.output)
{
var bind_values = MxNetBackend.DfsGetBindValues(x);
NDArrayDict data = new NDArrayDict();
for (int i = 0; i < this.inputs.Length; i++)
{
var arr = bind_values.Where(a => a.Key == this.inputs[i].Name).FirstOrDefault();
if (arr.Value != null)
{
data[this.inputs[i].Name] = arr.Value;
}
}
var args = x.Symbol.ListArguments();
List <DataDesc> data_shapes = new List <DataDesc>();
Dictionary <string, OpGradReq> grad_types = new Dictionary <string, OpGradReq>();
for (int i = 0; i < this.inputs.Length; i++)
{
data_shapes.Add(new DataDesc(this.inputs[i].Name, inputs[i].Shape));
grad_types.Add(this.inputs[i].Name, OpGradReq.Null);
}
var executor = x.Symbol.SimpleBind(mx.Cpu(), grad_req: grad_types, kwargs: data_shapes.ToArray());
var arg_dict = executor.ArgmentDictionary();
foreach (var v in arg_dict)
{
if (data.Contains(v.Key))
{
arg_dict[v.Key] = data[v.Key];
}
}
executor.Forward(this.is_train);
var outputs = executor.Outputs;
ret_outputs.Add(outputs[0]);
}
return(ret_outputs);
}