* test: add __init__.py files * refactor: rename test folder to avoid naming conflict * test: update workflows * test: update tests * test: update imports * test: update tests * test: remove unused import * ci(test-litellm.yml): add pytest retry to github workflow * test: fix test
351 lines
10 KiB
Python
351 lines
10 KiB
Python
import copy
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import json
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import os
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import sys
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from unittest.mock import AsyncMock, patch
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import pytest
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from fastapi.testclient import TestClient
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sys.path.insert(
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0, os.path.abspath("../../..")
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) # Adds the parent directory to the system path
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import litellm
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def test_update_kwargs_does_not_mutate_defaults_and_merges_metadata():
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# initialize a real Router (env‑vars can be empty)
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router = litellm.Router(
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model_list=[
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{
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"model_name": "gpt-3.5-turbo",
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"litellm_params": {
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"model": "azure/chatgpt-v-3",
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"api_key": os.getenv("AZURE_API_KEY"),
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"api_version": os.getenv("AZURE_API_VERSION"),
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"api_base": os.getenv("AZURE_API_BASE"),
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},
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}
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],
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)
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# override to known defaults for the test
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router.default_litellm_params = {
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"foo": "bar",
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"metadata": {"baz": 123},
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}
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original = copy.deepcopy(router.default_litellm_params)
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kwargs = {}
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# invoke the helper
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router._update_kwargs_with_default_litellm_params(
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kwargs=kwargs,
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metadata_variable_name="litellm_metadata",
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)
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# 1) router.defaults must be unchanged
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assert router.default_litellm_params == original
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# 2) non‑metadata keys get merged
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assert kwargs["foo"] == "bar"
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# 3) metadata lands under "metadata"
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assert kwargs["litellm_metadata"] == {"baz": 123}
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def test_router_with_model_info_and_model_group():
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"""
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Test edge case where user specifies model_group in model_info
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"""
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router = litellm.Router(
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model_list=[
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{
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"model_name": "gpt-3.5-turbo",
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"litellm_params": {
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"model": "gpt-3.5-turbo",
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},
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"model_info": {
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"tpm": 1000,
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"rpm": 1000,
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"model_group": "gpt-3.5-turbo",
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},
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}
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],
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)
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router._set_model_group_info(
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model_group="gpt-3.5-turbo",
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user_facing_model_group_name="gpt-3.5-turbo",
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)
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@pytest.mark.asyncio
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async def test_router_with_tags_and_fallbacks():
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"""
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If fallback model missing tag, raise error
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"""
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from litellm import Router
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router = Router(
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model_list=[
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{
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"model_name": "gpt-3.5-turbo",
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"litellm_params": {
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"model": "gpt-3.5-turbo",
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"mock_response": "Hello, world!",
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"tags": ["test"],
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},
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},
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{
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"model_name": "anthropic-claude-3-5-sonnet",
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"litellm_params": {
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"model": "claude-3-5-sonnet-latest",
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"mock_response": "Hello, world 2!",
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},
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},
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],
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fallbacks=[
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{"gpt-3.5-turbo": ["anthropic-claude-3-5-sonnet"]},
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],
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enable_tag_filtering=True,
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)
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with pytest.raises(Exception):
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response = await router.acompletion(
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model="gpt-3.5-turbo",
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messages=[{"role": "user", "content": "Hello, world!"}],
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mock_testing_fallbacks=True,
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metadata={"tags": ["test"]},
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)
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@pytest.mark.asyncio
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async def test_router_acreate_file():
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"""
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Write to all deployments of a model
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"""
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from unittest.mock import MagicMock, call, patch
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router = litellm.Router(
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model_list=[
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{
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"model_name": "gpt-3.5-turbo",
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"litellm_params": {"model": "gpt-3.5-turbo"},
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},
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{"model_name": "gpt-3.5-turbo", "litellm_params": {"model": "gpt-4o-mini"}},
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],
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)
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with patch("litellm.acreate_file", return_value=MagicMock()) as mock_acreate_file:
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mock_acreate_file.return_value = MagicMock()
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response = await router.acreate_file(
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model="gpt-3.5-turbo",
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purpose="test",
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file=MagicMock(),
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)
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# assert that the mock_acreate_file was called twice
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assert mock_acreate_file.call_count == 2
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@pytest.mark.asyncio
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async def test_router_acreate_file_with_jsonl():
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"""
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Test router.acreate_file with both JSONL and non-JSONL files
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"""
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import json
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from io import BytesIO
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from unittest.mock import MagicMock, patch
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# Create test JSONL content
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jsonl_data = [
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{
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"body": {
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"model": "gpt-3.5-turbo-router",
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"messages": [{"role": "user", "content": "test"}],
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}
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},
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{
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"body": {
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"model": "gpt-3.5-turbo-router",
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"messages": [{"role": "user", "content": "test2"}],
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}
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},
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]
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jsonl_content = "\n".join(json.dumps(item) for item in jsonl_data)
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jsonl_file = BytesIO(jsonl_content.encode("utf-8"))
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jsonl_file.name = "test.jsonl"
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# Create test non-JSONL content
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non_jsonl_content = "This is not a JSONL file"
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non_jsonl_file = BytesIO(non_jsonl_content.encode("utf-8"))
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non_jsonl_file.name = "test.txt"
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router = litellm.Router(
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model_list=[
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{
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"model_name": "gpt-3.5-turbo-router",
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"litellm_params": {"model": "gpt-3.5-turbo"},
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},
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{
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"model_name": "gpt-3.5-turbo-router",
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"litellm_params": {"model": "gpt-4o-mini"},
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},
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],
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)
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with patch("litellm.acreate_file", return_value=MagicMock()) as mock_acreate_file:
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# Test with JSONL file
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response = await router.acreate_file(
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model="gpt-3.5-turbo-router",
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purpose="batch",
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file=jsonl_file,
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)
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# Verify mock was called twice (once for each deployment)
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print(f"mock_acreate_file.call_count: {mock_acreate_file.call_count}")
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print(f"mock_acreate_file.call_args_list: {mock_acreate_file.call_args_list}")
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assert mock_acreate_file.call_count == 2
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# Get the file content passed to the first call
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first_call_file = mock_acreate_file.call_args_list[0][1]["file"]
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first_call_content = first_call_file.read().decode("utf-8")
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# Verify the model name was replaced in the JSONL content
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first_line = json.loads(first_call_content.split("\n")[0])
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assert first_line["body"]["model"] == "gpt-3.5-turbo"
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# Reset mock for next test
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mock_acreate_file.reset_mock()
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# Test with non-JSONL file
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response = await router.acreate_file(
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model="gpt-3.5-turbo-router",
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purpose="user_data",
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file=non_jsonl_file,
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)
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# Verify mock was called twice
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assert mock_acreate_file.call_count == 2
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# Get the file content passed to the first call
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first_call_file = mock_acreate_file.call_args_list[0][1]["file"]
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first_call_content = first_call_file.read().decode("utf-8")
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# Verify the non-JSONL content was not modified
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assert first_call_content == non_jsonl_content
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@pytest.mark.asyncio
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async def test_router_async_get_healthy_deployments():
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"""
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Test that afile_content returns the correct file content
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"""
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router = litellm.Router(
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model_list=[
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{
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"model_name": "gpt-3.5-turbo",
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"litellm_params": {"model": "gpt-3.5-turbo"},
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},
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],
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)
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result = await router.async_get_healthy_deployments(
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model="gpt-3.5-turbo",
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request_kwargs={},
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messages=None,
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input=None,
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specific_deployment=False,
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parent_otel_span=None,
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)
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assert len(result) == 1
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assert result[0]["model_name"] == "gpt-3.5-turbo"
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assert result[0]["litellm_params"]["model"] == "gpt-3.5-turbo"
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@pytest.mark.asyncio
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@patch("litellm.amoderation")
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async def test_router_amoderation_with_credential_name(mock_amoderation):
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"""
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Test that router.amoderation passes litellm_credential_name to the underlying litellm.amoderation call
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"""
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mock_amoderation.return_value = AsyncMock()
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router = litellm.Router(
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model_list=[
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{
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"model_name": "text-moderation-stable",
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"litellm_params": {
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"model": "text-moderation-stable",
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"litellm_credential_name": "my-custom-auth",
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},
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},
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],
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)
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await router.amoderation(input="I love everyone!", model="text-moderation-stable")
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mock_amoderation.assert_called_once()
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call_kwargs = mock_amoderation.call_args[1] # Get the kwargs of the call
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print(
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"call kwargs for router.amoderation=",
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json.dumps(call_kwargs, indent=4, default=str),
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)
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assert call_kwargs["litellm_credential_name"] == "my-custom-auth"
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assert call_kwargs["model"] == "text-moderation-stable"
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def test_router_test_team_model():
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"""
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Test that router.test_team_model returns the correct model
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"""
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router = litellm.Router(
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model_list=[
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{
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"model_name": "gpt-3.5-turbo",
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"litellm_params": {"model": "gpt-3.5-turbo"},
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"model_info": {
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"team_id": "test-team",
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"team_public_model_name": "test-model",
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},
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},
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],
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)
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result = router.map_team_model(team_model_name="test-model", team_id="test-team")
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assert result is not None
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def test_router_ignore_invalid_deployments():
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"""
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Test that router.ignore_invalid_deployments is set to True
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"""
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from litellm.types.router import Deployment
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router = litellm.Router(
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model_list=[
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{
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"model_name": "gpt-3.5-turbo",
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"litellm_params": {"model": "my-bad-model"},
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},
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],
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ignore_invalid_deployments=True,
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)
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assert router.ignore_invalid_deployments is True
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assert router.get_model_list() == []
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## check upsert deployment
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router.upsert_deployment(
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Deployment(
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model_name="gpt-3.5-turbo",
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litellm_params={"model": "my-bad-model"},
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model_info={"tpm": 1000, "rpm": 1000},
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)
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)
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assert router.get_model_list() == []
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