public void AddWordVector(IChannel ch, string word, float[] wordVector)
{
ch.Assert(wordVector.Length == Dimension);
if (_pool.Get(word) == null)
{
_pool.Add(word);
WordVectors.AddRange(wordVector, Dimension);
}
}
public NormStr FindInPool(NormStr.Pool pool)
{
Contracts.CheckValue(pool, nameof(pool));
if (IsNA)
{
return(null);
}
return(pool.Get(_outerBuffer, _ichMin, IchLim));
}
private CustomStopWordsRemoverTransform(IHost host, ModelLoadContext ctx, IDataView input)
: base(host, ctx, input, TestIsTextVector)
{
Host.AssertValue(ctx);
using (var ch = Host.Start("Deserialization"))
{
// *** Binary format ***
// <base>
ch.AssertNonEmpty(Infos);
const string dir = "Stopwords";
NormStr.Pool stopwrods = null;
bool res = ctx.TryProcessSubModel(dir,
c =>
{
Host.CheckValue(c, nameof(ctx));
c.CheckAtModel(GetStopwrodsManagerVersionInfo());
// *** Binary format ***
// int: number of stopwords
// int[]: stopwords string ids
int cstr = ctx.Reader.ReadInt32();
Host.CheckDecode(cstr > 0);
stopwrods = new NormStr.Pool();
for (int istr = 0; istr < cstr; istr++)
{
var nstr = stopwrods.Add(ctx.LoadString());
Host.CheckDecode(nstr.Id == istr);
}
// All stopwords are distinct.
Host.CheckDecode(stopwrods.Count == cstr);
// The deserialized pool should not have the empty string.
Host.CheckDecode(stopwrods.Get("") == null);
});
if (!res)
{
throw Host.ExceptDecode();
}
_stopWordsMap = stopwrods;
ch.Done();
}
Metadata.Seal();
}
protected override Delegate GetGetterCore(IChannel ch, IRow input, int iinfo, out Action disposer)
{
Host.AssertValueOrNull(ch);
Host.AssertValue(input);
Host.Assert(0 <= iinfo && iinfo < Infos.Length);
Host.Assert(Infos[iinfo].TypeSrc.IsVector & Infos[iinfo].TypeSrc.ItemType.IsText);
disposer = null;
var getSrc = GetSrcGetter <VBuffer <ReadOnlyMemory <char> > >(input, iinfo);
var src = default(VBuffer <ReadOnlyMemory <char> >);
var buffer = new StringBuilder();
var list = new List <ReadOnlyMemory <char> >();
ValueGetter <VBuffer <ReadOnlyMemory <char> > > del =
(ref VBuffer <ReadOnlyMemory <char> > dst) =>
{
getSrc(ref src);
list.Clear();
var srcValues = src.GetValues();
for (int i = 0; i < srcValues.Length; i++)
{
if (srcValues[i].IsEmpty)
{
continue;
}
buffer.Clear();
ReadOnlyMemoryUtils.AddLowerCaseToStringBuilder(srcValues[i].Span, buffer);
// REVIEW nihejazi: Consider using a trie for string matching (Aho-Corasick, etc.)
if (_stopWordsMap.Get(buffer) == null)
{
list.Add(srcValues[i]);
}
}
VBufferUtils.Copy(list, ref dst, list.Count);
};
return(del);
}
public static NormStr FindInPool(ReadOnlyMemory <char> memory, NormStr.Pool pool)
{
Contracts.CheckValue(pool, nameof(pool));
return(pool.Get(memory));
}