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agenta-backend/agenta_backend/tests/unit/test_llm_apps_service.py
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import pytest | ||
from unittest.mock import patch, AsyncMock | ||
import asyncio | ||
import aiohttp | ||
import json | ||
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||
from agenta_backend.services.llm_apps_service import ( | ||
batch_invoke, | ||
InvokationResult, | ||
Result, | ||
Error, | ||
) | ||
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@pytest.mark.asyncio | ||
async def test_batch_invoke_success(): | ||
with patch( | ||
"agenta_backend.services.llm_apps_service.get_parameters_from_openapi", | ||
new_callable=AsyncMock, | ||
) as mock_get_parameters_from_openapi, patch( | ||
"agenta_backend.services.llm_apps_service.invoke_app", new_callable=AsyncMock | ||
) as mock_invoke_app, patch( | ||
"asyncio.sleep", new_callable=AsyncMock | ||
) as mock_sleep: | ||
mock_get_parameters_from_openapi.return_value = [ | ||
{"name": "param1", "type": "input"}, | ||
{"name": "param2", "type": "input"}, | ||
] | ||
|
||
# Mock the response of invoke_app to always succeed | ||
def invoke_app_side_effect(uri, datapoint, parameters, openapi_parameters): | ||
return InvokationResult( | ||
result=Result(type="text", value="Success", error=None), | ||
latency=0.1, | ||
cost=0.01, | ||
) | ||
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mock_invoke_app.side_effect = invoke_app_side_effect | ||
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uri = "http://example.com" | ||
testset_data = [ | ||
{"id": 1, "param1": "value1", "param2": "value2"}, | ||
{"id": 2, "param1": "value1", "param2": "value2"}, | ||
] | ||
parameters = {} | ||
rate_limit_config = { | ||
"batch_size": 10, | ||
"max_retries": 3, | ||
"retry_delay": 3, | ||
"delay_between_batches": 5, | ||
} | ||
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results = await batch_invoke(uri, testset_data, parameters, rate_limit_config) | ||
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assert len(results) == 2 | ||
assert results[0].result.type == "text" | ||
assert results[0].result.value == "Success" | ||
assert results[1].result.type == "text" | ||
assert results[1].result.value == "Success" | ||
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@pytest.mark.asyncio | ||
async def test_batch_invoke_retries_and_failure(): | ||
with patch( | ||
"agenta_backend.services.llm_apps_service.get_parameters_from_openapi", | ||
new_callable=AsyncMock, | ||
) as mock_get_parameters_from_openapi, patch( | ||
"agenta_backend.services.llm_apps_service.invoke_app", new_callable=AsyncMock | ||
) as mock_invoke_app, patch( | ||
"asyncio.sleep", new_callable=AsyncMock | ||
) as mock_sleep: | ||
mock_get_parameters_from_openapi.return_value = [ | ||
{"name": "param1", "type": "input"}, | ||
{"name": "param2", "type": "input"}, | ||
] | ||
|
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# Mock the response of invoke_app to always fail | ||
def invoke_app_side_effect(uri, datapoint, parameters, openapi_parameters): | ||
raise aiohttp.ClientError("Test Error") | ||
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mock_invoke_app.side_effect = invoke_app_side_effect | ||
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uri = "http://example.com" | ||
testset_data = [ | ||
{"id": 1, "param1": "value1", "param2": "value2"}, | ||
{"id": 2, "param1": "value1", "param2": "value2"}, | ||
] | ||
parameters = {} | ||
rate_limit_config = { | ||
"batch_size": 10, | ||
"max_retries": 3, | ||
"retry_delay": 3, | ||
"delay_between_batches": 5, | ||
} | ||
|
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results = await batch_invoke(uri, testset_data, parameters, rate_limit_config) | ||
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assert len(results) == 2 | ||
assert results[0].result.type == "error" | ||
assert results[0].result.error.message == "Max retries reached" | ||
assert results[1].result.type == "error" | ||
assert results[1].result.error.message == "Max retries reached" | ||
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@pytest.mark.asyncio | ||
async def test_batch_invoke_json_decode_error(): | ||
with patch( | ||
"agenta_backend.services.llm_apps_service.get_parameters_from_openapi", | ||
new_callable=AsyncMock, | ||
) as mock_get_parameters_from_openapi, patch( | ||
"agenta_backend.services.llm_apps_service.invoke_app", new_callable=AsyncMock | ||
) as mock_invoke_app, patch( | ||
"asyncio.sleep", new_callable=AsyncMock | ||
) as mock_sleep: | ||
mock_get_parameters_from_openapi.return_value = [ | ||
{"name": "param1", "type": "input"}, | ||
{"name": "param2", "type": "input"}, | ||
] | ||
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# Mock the response of invoke_app to raise json.JSONDecodeError | ||
def invoke_app_side_effect(uri, datapoint, parameters, openapi_parameters): | ||
raise json.JSONDecodeError("Expecting value", "", 0) | ||
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mock_invoke_app.side_effect = invoke_app_side_effect | ||
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uri = "http://example.com" | ||
testset_data = [{"id": 1, "param1": "value1", "param2": "value2"}] | ||
parameters = {} | ||
rate_limit_config = { | ||
"batch_size": 1, | ||
"max_retries": 3, | ||
"retry_delay": 1, | ||
"delay_between_batches": 1, | ||
} | ||
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results = await batch_invoke(uri, testset_data, parameters, rate_limit_config) | ||
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assert len(results) == 1 | ||
assert results[0].result.type == "error" | ||
assert "Failed to decode JSON from response" in results[0].result.error.message | ||
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@pytest.mark.asyncio | ||
async def test_batch_invoke_generic_exception(): | ||
with patch( | ||
"agenta_backend.services.llm_apps_service.get_parameters_from_openapi", | ||
new_callable=AsyncMock, | ||
) as mock_get_parameters_from_openapi, patch( | ||
"agenta_backend.services.llm_apps_service.invoke_app", new_callable=AsyncMock | ||
) as mock_invoke_app, patch( | ||
"asyncio.sleep", new_callable=AsyncMock | ||
) as mock_sleep: | ||
mock_get_parameters_from_openapi.return_value = [ | ||
{"name": "param1", "type": "input"}, | ||
{"name": "param2", "type": "input"}, | ||
] | ||
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# Mock the response of invoke_app to raise a generic exception | ||
def invoke_app_side_effect(uri, datapoint, parameters, openapi_parameters): | ||
raise Exception("Generic Error") | ||
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mock_invoke_app.side_effect = invoke_app_side_effect | ||
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uri = "http://example.com" | ||
testset_data = [{"id": 1, "param1": "value1", "param2": "value2"}] | ||
parameters = {} | ||
rate_limit_config = { | ||
"batch_size": 1, | ||
"max_retries": 3, | ||
"retry_delay": 1, | ||
"delay_between_batches": 1, | ||
} | ||
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results = await batch_invoke(uri, testset_data, parameters, rate_limit_config) | ||
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assert len(results) == 1 | ||
assert results[0].result.type == "error" | ||
assert "Generic Error" in results[0].result.error.message |