add otel load test

tests/load_tests/test_otel_load_test.py

@@ -0,0 +1,108 @@
+import sys
+
+import os
+
+sys.path.insert(0, os.path.abspath("../.."))
+
+import asyncio
+import litellm
+from litellm._logging import verbose_logger
+import logging
+import time
+import pytest
+
+
+def test_otel_logging_async():
+    # this tests time added to make otel logging calls, vs just acompletion calls
+    try:
+
+        os.environ["OTEL_EXPORTER"] = "otlp_http"
+        os.environ["OTEL_ENDPOINT"] = "http://0.0.0.0:8090/traces"
+        os.environ["OTEL_HEADERS"] = "Authorization=K0BSwd"
+
+        # Make 5 calls with an empty success_callback
+        litellm.success_callback = []
+        litellm.callbacks = []
+        litellm._async_success_callback = []
+        litellm._async_failure_callback = []
+        litellm._async_failure_callback = []
+        litellm.failure_callback = []
+        start_time_empty_callback = asyncio.run(make_async_calls())
+        print("done with no callback test")
+
+        print("starting otel test")
+        # Make 5 calls with success_callback set to "otel"
+        litellm.callbacks = ["otel"]
+        start_time_otel = asyncio.run(make_async_calls())
+        print("done with otel test")
+
+        # Compare the time for both scenarios
+        print(f"Time taken with success_callback='otel': {start_time_otel}")
+        print(f"Time taken with empty success_callback: {start_time_empty_callback}")
+
+        # Calculate the percentage difference
+        percentage_diff = (
+            abs(start_time_otel - start_time_empty_callback)
+            / start_time_empty_callback
+            * 100
+        )
+
+        # Assert that the difference is not more than 10%
+        assert (
+            percentage_diff < 10
+        ), f"Performance difference of {percentage_diff:.2f}% exceeds 10% threshold"
+
+        print(f"Performance difference: {percentage_diff:.2f}%")
+
+    except litellm.Timeout as e:
+        pass
+    except Exception as e:
+        pytest.fail(f"An exception occurred - {e}")
+
+
+async def make_async_calls(metadata=None, **completion_kwargs):
+    total_start_time = asyncio.get_event_loop().time()
+    tasks = []
+
+    async def create_and_run_task():
+        task = create_async_task(**completion_kwargs)
+        response = await task
+        print(f"Response: {response}")
+
+    for _ in range(3):  # Run for 10 seconds
+        # Create 100 tasks
+        tasks = []
+        for _ in range(100):
+            tasks.append(asyncio.create_task(create_and_run_task()))
+
+        # Wait for any remaining tasks to complete
+        await asyncio.gather(*tasks)
+
+        await asyncio.sleep(1)
+
+    # Calculate the total time taken
+    total_time = asyncio.get_event_loop().time() - total_start_time
+
+    return total_time
+
+
+def create_async_task(**completion_kwargs):
+    """
+    Creates an async task for the litellm.acompletion function.
+    This is just the task, but it is not run here.
+    To run the task it must be awaited or used in other asyncio coroutine execution functions like asyncio.gather.
+    Any kwargs passed to this function will be passed to the litellm.acompletion function.
+    By default a standard set of arguments are used for the litellm.acompletion function.
+    """
+    completion_args = {
+        "model": "openai/chatgpt-v-2",
+        "api_version": "2024-02-01",
+        "messages": [{"role": "user", "content": "This is a test" * 100}],
+        "max_tokens": 5,
+        "temperature": 0.7,
+        "timeout": 5,
+        "user": "langfuse_latency_test_user",
+        "mock_response": "Mock response",
+    }
+    completion_args.update(completion_kwargs)
+    return asyncio.create_task(litellm.acompletion(**completion_args))