From 7f446cd9c001540ca84cd389f394dedcd2f4a640 Mon Sep 17 00:00:00 2001
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 =?UTF-8?q?=D1=82=D0=BE=D1=80=D0=BE=D0=B2?= <mr.face2002@gmail.com>
Date: Thu, 2 Jul 2026 09:38:30 +0000
Subject: [PATCH] =?UTF-8?q?fix:=20utils.py=20=E2=80=94=20=D0=90=D0=B3?=
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---
 utils.py | 13 +++++++++++++
 1 file changed, 13 insertions(+)
 create mode 100644 utils.py

diff --git a/utils.py b/utils.py
new file mode 100644
index 0000000..078b764
--- /dev/null
+++ b/utils.py
@@ -0,0 +1,13 @@
+from langchain_ollama import OllamaEmbeddings, Ollama
+from langchain_qdrant import QdrantVectorStore
+from langchain_text_splitters import RecursiveCharacterTextSplitter
+from langchain_core.documents import Document
+
+embeddings = OllamaEmbeddings(model="nomic-embed-text")
+llm = Ollama(model="llama3", temperature=0.0)
+vector_store = QdrantVectorStore(
+    embedding_function=embeddings,
+    url="http://localhost:6333",
+    collection_name="knowledge",
+)
+splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=200)
\ No newline at end of file