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Add test for openai chat completions API via proxy with tool call.
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"""Test the chat completions proxy calls with tool calling and processing response."""
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import json
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import os
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import sys
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import uuid
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import pytest
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from httpx import Client
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# add tests folder (parent) to sys.path
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from openai import OpenAI
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sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
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from util import * # needed for pytest fixtures
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pytest_plugins = ("pytest_asyncio",)
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@pytest.mark.skipif(not os.getenv("OPENAI_API_KEY"), reason="No OPENAI_API_KEY set")
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async def test_chat_completion_with_tool_call_without_streaming(
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context, explorer_api_url, proxy_url
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):
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"""Test the chat completions proxy calls with tool calling and response processing."""
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dataset_name = "test-dataset-open-ai-tool-call-" + str(uuid.uuid4())
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client = OpenAI(
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http_client=Client(
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headers={
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"Invariant-Authorization": "Bearer <some-key>"
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}, # This key is not used for local tests
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),
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base_url=f"{proxy_url}/api/v1/proxy/{dataset_name}/openai",
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)
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chat_response = client.chat.completions.create(
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model="gpt-4o",
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messages=[{"role": "user", "content": "What is the weather in New York?"}],
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tools=[
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{
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"type": "function",
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"function": {
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"name": "get_weather",
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"parameters": {
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"type": "object",
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"properties": {"location": {"type": "string"}},
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"required": ["location"],
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},
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},
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}
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],
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)
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assert chat_response.choices[0].message.role == "assistant"
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# Extract tool call
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assert len(chat_response.choices[0].message.tool_calls) == 1
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assert chat_response.choices[0].message.tool_calls[0].function.name == "get_weather"
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assert (
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chat_response.choices[0].message.tool_calls[0].function.arguments
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== '{"location":"New York"}'
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)
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tool_call = chat_response.choices[0].message.tool_calls[0]
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# Mock response of tool call
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tool_result = "The temperature in New York is 15°C and it is raining."
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history = [
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{"role": "user", "content": "What is the weather in New York?"},
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{
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"role": "assistant",
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"tool_calls": [
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{
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"function": {
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"arguments": tool_call.function.arguments,
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"name": tool_call.function.name,
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},
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"id": tool_call.id,
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"type": tool_call.type,
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}
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],
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},
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{
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"role": "tool",
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"tool_call_id": tool_call.id,
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"tool_name": "get_weather",
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"content": tool_result,
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},
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]
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# Send mock response back to OpenAI with history of chat
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chat_response_final = client.chat.completions.create(
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model="gpt-4o",
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messages=history,
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)
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assert "15°C" in chat_response_final.choices[0].message.content
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# Fetch the trace ids for the dataset
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traces_response = await context.request.get(
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f"{explorer_api_url}/api/v1/dataset/byuser/developer/{dataset_name}/traces"
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)
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traces = await traces_response.json()
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assert len(traces) == 1
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trace_id = traces[0]["id"]
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# Fetch the trace
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trace_response = await context.request.get(
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f"{explorer_api_url}/api/v1/trace/{trace_id}"
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)
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trace = await trace_response.json()
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# Verify the trace messages
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assert trace["messages"] == [
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{
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"role": "user",
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"content": "What is the weather in New York?",
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},
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{
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"role": "assistant",
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"tool_calls": [
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{
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"function": {
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"arguments": json.loads(tool_call.function.arguments),
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"name": tool_call.function.name,
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},
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"id": tool_call.id,
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"type": tool_call.type,
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}
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],
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},
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{
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"role": "tool",
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"tool_call_id": tool_call.id,
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"tool_name": "get_weather",
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"content": tool_result,
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},
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{
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"role": "assistant",
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"content": chat_response_final.choices[0].message.content,
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},
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]
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