complete refactor

utilities.py

@@ -0,0 +1,46 @@
+from chromadb import QueryResult
+
+from chroma_functions import add_data, query_data
+from chunk_functions import chunk_file
+from embed import embed
+
+
+def print_lines(lines: list[str]) -> None:
+    for line in lines:
+        print(line)
+
+
+def ingest_file(collection_name: str, file_path: str) -> int:
+    chunks = chunk_file(file_path)
+    embeddings = embed(chunks)
+    add_data(collection_name, embeddings)
+    return len(embeddings)
+
+
+def run_query(collection_name: str, query_text: str) -> QueryResult:
+    return query_data(collection_name, [query_text])
+
+
+def format_query_result(result: QueryResult) -> list[str]:
+    ids = result.get("ids", [[]])
+    documents = result.get("documents", [[]])
+    distances = result.get("distances", [[]])
+
+    first_ids = ids[0] if ids else []
+    first_documents = documents[0] if documents else []
+    first_distances = distances[0] if distances else []
+
+    if not first_ids:
+        return ["No results found."]
+
+    lines = ["Query results:"]
+    for index, document_id in enumerate(first_ids, start=1):
+        lines.append(f"{index}. id: {document_id}")
+
+        if index - 1 < len(first_distances):
+            lines.append(f"   distance: {first_distances[index - 1]}")
+
+        if index - 1 < len(first_documents):
+            lines.append(f"   document: {first_documents[index - 1]}")
+
+    return lines