mirror of
https://github.com/BerriAI/litellm.git
synced 2025-04-25 18:54:30 +00:00
61b35c12bb
* fix(together_ai/chat): only return response_format + tools for supported models Fixes https://github.com/BerriAI/litellm/issues/6972 * feat(bedrock/rerank): initial working commit for bedrock rerank api support Closes https://github.com/BerriAI/litellm/issues/7021 * feat(bedrock/rerank): async bedrock rerank api support Addresses https://github.com/BerriAI/litellm/issues/7021 * build(model_prices_and_context_window.json): add 'supports_prompt_caching' for bedrock models + cleanup cross-region from model list (duplicate information - lead to inconsistencies ) * docs(json_mode.md): clarify model support for json schema Closes https://github.com/BerriAI/litellm/issues/6998 * fix(_service_logger.py): handle dd callback in list ensure failed spend tracking is logged to datadog * feat(converse_transformation.py): translate from anthropic format to bedrock format Closes https://github.com/BerriAI/litellm/issues/7030 * fix: fix linting errors * test: fix test
116 lines
3.6 KiB
Python
116 lines
3.6 KiB
Python
import asyncio
|
|
import httpx
|
|
import json
|
|
import pytest
|
|
import sys
|
|
from typing import Any, Dict, List
|
|
from unittest.mock import MagicMock, Mock, patch
|
|
import os
|
|
|
|
sys.path.insert(
|
|
0, os.path.abspath("../..")
|
|
) # Adds the parent directory to the system path
|
|
import litellm
|
|
from litellm.exceptions import BadRequestError
|
|
from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
|
|
from litellm.utils import (
|
|
CustomStreamWrapper,
|
|
get_supported_openai_params,
|
|
get_optional_params,
|
|
)
|
|
|
|
# test_example.py
|
|
from abc import ABC, abstractmethod
|
|
|
|
|
|
def assert_response_shape(response, custom_llm_provider):
|
|
expected_response_shape = {"id": str, "results": list, "meta": dict}
|
|
|
|
expected_results_shape = {"index": int, "relevance_score": float}
|
|
|
|
expected_meta_shape = {"api_version": dict, "billed_units": dict}
|
|
|
|
expected_api_version_shape = {"version": str}
|
|
|
|
expected_billed_units_shape = {"search_units": int}
|
|
|
|
assert isinstance(response.id, expected_response_shape["id"])
|
|
assert isinstance(response.results, expected_response_shape["results"])
|
|
for result in response.results:
|
|
assert isinstance(result["index"], expected_results_shape["index"])
|
|
assert isinstance(
|
|
result["relevance_score"], expected_results_shape["relevance_score"]
|
|
)
|
|
assert isinstance(response.meta, expected_response_shape["meta"])
|
|
|
|
if custom_llm_provider == "cohere":
|
|
|
|
assert isinstance(
|
|
response.meta["api_version"], expected_meta_shape["api_version"]
|
|
)
|
|
assert isinstance(
|
|
response.meta["api_version"]["version"],
|
|
expected_api_version_shape["version"],
|
|
)
|
|
assert isinstance(
|
|
response.meta["billed_units"], expected_meta_shape["billed_units"]
|
|
)
|
|
assert isinstance(
|
|
response.meta["billed_units"]["search_units"],
|
|
expected_billed_units_shape["search_units"],
|
|
)
|
|
|
|
|
|
class BaseLLMRerankTest(ABC):
|
|
"""
|
|
Abstract base test class that enforces a common test across all test classes.
|
|
"""
|
|
|
|
@abstractmethod
|
|
def get_base_rerank_call_args(self) -> dict:
|
|
"""Must return the base rerank call args"""
|
|
pass
|
|
|
|
@abstractmethod
|
|
def get_custom_llm_provider(self) -> litellm.LlmProviders:
|
|
"""Must return the custom llm provider"""
|
|
pass
|
|
|
|
@pytest.mark.asyncio()
|
|
@pytest.mark.parametrize("sync_mode", [True, False])
|
|
async def test_basic_rerank(self, sync_mode):
|
|
litellm.set_verbose = True
|
|
rerank_call_args = self.get_base_rerank_call_args()
|
|
custom_llm_provider = self.get_custom_llm_provider()
|
|
if sync_mode is True:
|
|
response = litellm.rerank(
|
|
**rerank_call_args,
|
|
query="hello",
|
|
documents=["hello", "world"],
|
|
top_n=2,
|
|
)
|
|
|
|
print("re rank response: ", response)
|
|
|
|
assert response.id is not None
|
|
assert response.results is not None
|
|
|
|
assert_response_shape(
|
|
response=response, custom_llm_provider=custom_llm_provider.value
|
|
)
|
|
else:
|
|
response = await litellm.arerank(
|
|
**rerank_call_args,
|
|
query="hello",
|
|
documents=["hello", "world"],
|
|
top_n=2,
|
|
)
|
|
|
|
print("async re rank response: ", response)
|
|
|
|
assert response.id is not None
|
|
assert response.results is not None
|
|
|
|
assert_response_shape(
|
|
response=response, custom_llm_provider=custom_llm_provider.value
|
|
)
|