Embeddings ve Vektör Veritabanları

uses
  sgcAI, sgcAI_OpenAI, sgcAI_OpenAI_Embeddings,
  sgcAI_DB_Vector, sgcAI_DB_Vector_File, sgcAI_DB_Vector_Pinecone;

var
  Embeddings: TsgcAIOpenAIEmbeddings;
  DBFile: TsgcAIDatabaseVectorFile;
  DBPinecone: TsgcAIDatabaseVectorPinecone;
begin
  Embeddings := TsgcAIOpenAIEmbeddings.Create(nil);
  Embeddings.OpenAIOptions.ApiKey := 'sk-...';

  // Local file-based vector database
  DBFile := TsgcAIDatabaseVectorFile.Create(nil);
  DBFile.VectorFileOptions.InputFilename  := 'corpus.sgcif';
  DBFile.VectorFileOptions.VectorFilename := 'corpus.sgcvf';
  Embeddings.Database := DBFile;
  Embeddings.CreateEmbeddingsFromFile('docs.txt');

  // Or push to Pinecone
  DBPinecone := TsgcAIDatabaseVectorPinecone.Create(nil);
  DBPinecone.PineconeOptions.ApiKey      := 'pc-...';
  DBPinecone.PineconeOptions.Environment := 'us-west4-gcp-free';
  Embeddings.Database := DBPinecone;
  Embeddings.CreateEmbeddingsFromFile('docs.txt');
end;