Update README.md

README.md

@@ -1,3 +1,24 @@
 ---
 license: mit
+language:
+- ru
+library_name: transformers
 ---
+
+Annoy vector db of Russian Synodal Translation (RST) of Bible
+Embdding by [intfloat/multilingual-e5-large](https://huggingface.co/intfloat/multilingual-e5-large)
+
+Ussage:
+```
+rst_ind = AnnoyIndex(1024, metric='angular')
+rst_ind.load('rst.indx')
+rst_df = pandas.read_csv('rst_db.csv')
+
+embd = GetE5Emb("Как жить правильно и не совершить греха?") # see the origin e5-large usage
+
+indices = rst_ind.get_nns_by_vector(emb, 3)
+ind = random.choice(indices)
+str_ = rst_df.loc[ind].Text
+print(f"{str_} [{rst_df.loc[ind]['Book']}{rst_df.loc[ind]['Chapter']}:{rst_df.loc[ind]['Verse']}]")
+
+```