1 files changed, 23 insertions, 0 deletions
diff --git a/.venv/lib/python3.12/site-packages/core/examples/hello_r2r.py b/.venv/lib/python3.12/site-packages/core/examples/hello_r2r.py
new file mode 100644
index 00000000..e7b21497
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+++ b/.venv/lib/python3.12/site-packages/core/examples/hello_r2r.py
@@ -0,0 +1,23 @@
+from r2r import R2RClient
+
+client = R2RClient()
+
+with open("test.txt", "w") as file:
+    file.write("John is a person that works at Google.")
+
+client.ingest_files(file_paths=["test.txt"])
+
+# Call RAG directly on an R2R object
+rag_response = client.rag(
+    query="Who is john",
+    rag_generation_config={"model": "gpt-4o-mini", "temperature": 0.0},
+)
+results = rag_response["results"]
+print(f"Search Results:\n{results['search_results']}")
+print(f"Completion:\n{results['completion']}")
+
+# RAG Results:
+# Search Results:
+# AggregateSearchResult(chunk_search_results=[ChunkSearchResult(id=2d71e689-0a0e-5491-a50b-4ecb9494c832, score=0.6848798582029441, metadata={'text': 'John is a person that works at Google.', 'version': 'v0', 'chunk_order': 0, 'document_id': 'ed76b6ee-dd80-5172-9263-919d493b439a', 'id': '1ba494d7-cb2f-5f0e-9f64-76c31da11381', 'associatedQuery': 'Who is john'})], graph_search_results=None)
+# Completion:
+# ChatCompletion(id='chatcmpl-9g0HnjGjyWDLADe7E2EvLWa35cMkB', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content='John is a person that works at Google [1].', role='assistant', function_call=None, tool_calls=None))], created=1719797903, model='gpt-4o-mini', object='chat.completion', service_tier=None, system_fingerprint=None, usage=CompletionUsage(completion_tokens=11, prompt_tokens=145, total_tokens=156))