plano/e2e_tests/test_prompt_gateway.py

262 lines
9.6 KiB
Python

import json
import pytest
import requests
from deepdiff import DeepDiff
from common import PROMPT_GATEWAY_ENDPOINT, get_arch_messages, get_data_chunks
@pytest.mark.parametrize("stream", [True, False])
def test_prompt_gateway(stream):
expected_tool_call = {
"name": "weather_forecast",
"arguments": {"city": "seattle", "days": 10},
}
body = {
"messages": [
{
"role": "user",
"content": "how is the weather in seattle for next 10 days",
}
],
"stream": stream,
}
response = requests.post(PROMPT_GATEWAY_ENDPOINT, json=body, stream=stream)
assert response.status_code == 200
if stream:
chunks = get_data_chunks(response, n=20)
assert len(chunks) > 2
# first chunk is tool calls (role = assistant)
response_json = json.loads(chunks[0])
assert response_json.get("model").startswith("Arch")
choices = response_json.get("choices", [])
assert len(choices) > 0
assert "role" in choices[0]["delta"]
role = choices[0]["delta"]["role"]
assert role == "assistant"
tool_calls = choices[0].get("delta", {}).get("tool_calls", [])
assert len(tool_calls) > 0
tool_call = tool_calls[0]["function"]
diff = DeepDiff(tool_call, expected_tool_call, ignore_string_case=True)
assert not diff
# second chunk is api call result (role = tool)
response_json = json.loads(chunks[1])
choices = response_json.get("choices", [])
assert len(choices) > 0
assert "role" in choices[0]["delta"]
role = choices[0]["delta"]["role"]
assert role == "tool"
# third..end chunk is summarization (role = assistant)
response_json = json.loads(chunks[2])
assert response_json.get("model").startswith("gpt-4o-mini")
choices = response_json.get("choices", [])
assert len(choices) > 0
assert "role" in choices[0]["delta"]
role = choices[0]["delta"]["role"]
assert role == "assistant"
else:
response_json = response.json()
assert response_json.get("model").startswith("gpt-4o-mini")
choices = response_json.get("choices", [])
assert len(choices) > 0
assert "role" in choices[0]["message"]
assert choices[0]["message"]["role"] == "assistant"
# now verify arch_messages (tool call and api response) that are sent as response metadata
arch_messages = get_arch_messages(response_json)
assert len(arch_messages) == 2
tool_calls_message = arch_messages[0]
tool_calls = tool_calls_message.get("tool_calls", [])
assert len(tool_calls) > 0
tool_call = tool_calls[0]["function"]
diff = DeepDiff(tool_call, expected_tool_call, ignore_string_case=True)
assert not diff
@pytest.mark.parametrize("stream", [True, False])
def test_prompt_gateway_arch_direct_response(stream):
body = {
"messages": [
{
"role": "user",
"content": "how is the weather",
}
],
"stream": stream,
}
response = requests.post(PROMPT_GATEWAY_ENDPOINT, json=body, stream=stream)
assert response.status_code == 200
if stream:
chunks = get_data_chunks(response, n=3)
assert len(chunks) > 0
response_json = json.loads(chunks[0])
# make sure arch responded directly
assert response_json.get("model").startswith("Arch")
# and tool call is null
choices = response_json.get("choices", [])
assert len(choices) > 0
tool_calls = choices[0].get("delta", {}).get("tool_calls", [])
assert len(tool_calls) == 0
else:
response_json = response.json()
assert response_json.get("model").startswith("Arch")
choices = response_json.get("choices", [])
assert len(choices) > 0
message = choices[0]["message"]["content"]
assert "Could you provide the following details days" not in message
@pytest.mark.parametrize("stream", [True, False])
def test_prompt_gateway_param_gathering(stream):
body = {
"messages": [
{
"role": "user",
"content": "how is the weather in seattle",
}
],
"stream": stream,
}
response = requests.post(PROMPT_GATEWAY_ENDPOINT, json=body, stream=stream)
assert response.status_code == 200
if stream:
chunks = get_data_chunks(response, n=3)
assert len(chunks) > 0
response_json = json.loads(chunks[0])
# make sure arch responded directly
assert response_json.get("model").startswith("Arch")
# and tool call is null
choices = response_json.get("choices", [])
assert len(choices) > 0
tool_calls = choices[0].get("delta", {}).get("tool_calls", [])
assert len(tool_calls) == 0
else:
response_json = response.json()
assert response_json.get("model").startswith("Arch")
choices = response_json.get("choices", [])
assert len(choices) > 0
message = choices[0]["message"]["content"]
assert "Could you provide the following details days" in message
@pytest.mark.parametrize("stream", [True, False])
def test_prompt_gateway_param_tool_call(stream):
expected_tool_call = {
"name": "weather_forecast",
"arguments": {"city": "seattle", "days": 2},
}
body = {
"messages": [
{
"role": "user",
"content": "how is the weather in seattle",
},
{
"role": "assistant",
"content": "Could you provide the following details days ?",
"model": "Arch-Function-1.5B",
},
{
"role": "user",
"content": "2 days",
},
],
"stream": stream,
}
response = requests.post(PROMPT_GATEWAY_ENDPOINT, json=body, stream=stream)
assert response.status_code == 200
if stream:
chunks = get_data_chunks(response, n=20)
assert len(chunks) > 2
# first chunk is tool calls (role = assistant)
response_json = json.loads(chunks[0])
assert response_json.get("model").startswith("Arch")
choices = response_json.get("choices", [])
assert len(choices) > 0
assert "role" in choices[0]["delta"]
role = choices[0]["delta"]["role"]
assert role == "assistant"
tool_calls = choices[0].get("delta", {}).get("tool_calls", [])
assert len(tool_calls) > 0
tool_call = tool_calls[0]["function"]
diff = DeepDiff(tool_call, expected_tool_call, ignore_string_case=True)
assert not diff
# second chunk is api call result (role = tool)
response_json = json.loads(chunks[1])
choices = response_json.get("choices", [])
assert len(choices) > 0
assert "role" in choices[0]["delta"]
role = choices[0]["delta"]["role"]
assert role == "tool"
# third..end chunk is summarization (role = assistant)
response_json = json.loads(chunks[2])
assert response_json.get("model").startswith("gpt-4o-mini")
choices = response_json.get("choices", [])
assert len(choices) > 0
assert "role" in choices[0]["delta"]
role = choices[0]["delta"]["role"]
assert role == "assistant"
else:
response_json = response.json()
assert response_json.get("model").startswith("gpt-4o-mini")
choices = response_json.get("choices", [])
assert len(choices) > 0
assert "role" in choices[0]["message"]
assert choices[0]["message"]["role"] == "assistant"
# now verify arch_messages (tool call and api response) that are sent as response metadata
arch_messages = get_arch_messages(response_json)
assert len(arch_messages) == 2
tool_calls_message = arch_messages[0]
tool_calls = tool_calls_message.get("tool_calls", [])
assert len(tool_calls) > 0
tool_call = tool_calls[0]["function"]
diff = DeepDiff(tool_call, expected_tool_call, ignore_string_case=True)
assert not diff
@pytest.mark.parametrize("stream", [True, False])
def test_prompt_gateway_default_target(stream):
body = {
"messages": [
{
"role": "user",
"content": "hello, what can you do for me?",
},
],
"stream": stream,
}
response = requests.post(PROMPT_GATEWAY_ENDPOINT, json=body, stream=stream)
assert response.status_code == 200
if stream:
chunks = get_data_chunks(response, n=3)
assert len(chunks) > 0
response_json = json.loads(chunks[0])
assert response_json.get("model").startswith("api_server")
assert len(response_json.get("choices", [])) > 0
assert response_json.get("choices")[0]["delta"]["role"] == "assistant"
response_json = json.loads(chunks[1])
choices = response_json.get("choices", [])
assert len(choices) > 0
content = choices[0]["delta"]["content"]
assert (
content == "I can help you with weather forecast or insurance claim details"
)
else:
response_json = response.json()
assert response_json.get("model").startswith("api_server")
assert len(response_json.get("choices")) > 0
assert response_json.get("choices")[0]["message"]["role"] == "assistant"
assert (
response_json.get("choices")[0]["message"]["content"]
== "I can help you with weather forecast or insurance claim details"
)