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Unblock LLM(stream=True) to work with tools (#2582)
* feat: unblock LLM(stream=True) to work with tools * feat: replace pytest-vcr by pytest-recording 1. pytest-vcr does not support httpx - which LiteLLM uses for streaming responses. 2. pytest-vcr is no longer maintained, last commit 6 years ago :fist::skin-tone-4: 3. pytest-recording supports modern request libraries (including httpx) and actively maintained * refactor: remove @skip_streaming_in_ci Since we have fixed streaming response issue we can remove this @skip_streaming_in_ci --------- Co-authored-by: Lorenze Jay <63378463+lorenzejay@users.noreply.github.com>
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yield
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|
||||
# Cleanup is handled automatically when tempfile context exits
|
||||
|
||||
|
||||
@pytest.fixture(scope="module")
|
||||
def vcr_config(request) -> dict:
|
||||
return {
|
||||
"cassette_library_dir": "tests/cassettes",
|
||||
}
|
||||
|
||||
@@ -42,11 +42,6 @@ from crewai.utilities.events.event_listener import EventListener
|
||||
from crewai.utilities.rpm_controller import RPMController
|
||||
from crewai.utilities.task_output_storage_handler import TaskOutputStorageHandler
|
||||
|
||||
# Skip streaming tests when running in CI/CD environments
|
||||
skip_streaming_in_ci = pytest.mark.skipif(
|
||||
os.getenv("CI") is not None, reason="Skipping streaming tests in CI/CD environments"
|
||||
)
|
||||
|
||||
ceo = Agent(
|
||||
role="CEO",
|
||||
goal="Make sure the writers in your company produce amazing content.",
|
||||
@@ -963,7 +958,6 @@ def test_api_calls_throttling(capsys):
|
||||
moveon.assert_called()
|
||||
|
||||
|
||||
@skip_streaming_in_ci
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_crew_kickoff_usage_metrics():
|
||||
inputs = [
|
||||
@@ -999,7 +993,6 @@ def test_crew_kickoff_usage_metrics():
|
||||
assert result.token_usage.cached_prompt_tokens == 0
|
||||
|
||||
|
||||
@skip_streaming_in_ci
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_crew_kickoff_streaming_usage_metrics():
|
||||
inputs = [
|
||||
@@ -4256,53 +4249,93 @@ def test_crew_kickoff_for_each_works_with_manager_agent_copy():
|
||||
assert crew_copy.manager_agent.role == crew.manager_agent.role
|
||||
assert crew_copy.manager_agent.goal == crew.manager_agent.goal
|
||||
|
||||
|
||||
def test_crew_copy_with_memory():
|
||||
"""Test that copying a crew with memory enabled does not raise validation errors and copies memory correctly."""
|
||||
agent = Agent(role="Test Agent", goal="Test Goal", backstory="Test Backstory")
|
||||
task = Task(description="Test Task", expected_output="Test Output", agent=agent)
|
||||
crew = Crew(agents=[agent], tasks=[task], memory=True)
|
||||
|
||||
original_short_term_id = id(crew._short_term_memory) if crew._short_term_memory else None
|
||||
original_long_term_id = id(crew._long_term_memory) if crew._long_term_memory else None
|
||||
original_short_term_id = (
|
||||
id(crew._short_term_memory) if crew._short_term_memory else None
|
||||
)
|
||||
original_long_term_id = (
|
||||
id(crew._long_term_memory) if crew._long_term_memory else None
|
||||
)
|
||||
original_entity_id = id(crew._entity_memory) if crew._entity_memory else None
|
||||
original_external_id = id(crew._external_memory) if crew._external_memory else None
|
||||
original_user_id = id(crew._user_memory) if crew._user_memory else None
|
||||
|
||||
|
||||
try:
|
||||
crew_copy = crew.copy()
|
||||
|
||||
assert hasattr(crew_copy, "_short_term_memory"), "Copied crew should have _short_term_memory"
|
||||
assert crew_copy._short_term_memory is not None, "Copied _short_term_memory should not be None"
|
||||
assert id(crew_copy._short_term_memory) != original_short_term_id, "Copied _short_term_memory should be a new object"
|
||||
assert hasattr(
|
||||
crew_copy, "_short_term_memory"
|
||||
), "Copied crew should have _short_term_memory"
|
||||
assert (
|
||||
crew_copy._short_term_memory is not None
|
||||
), "Copied _short_term_memory should not be None"
|
||||
assert (
|
||||
id(crew_copy._short_term_memory) != original_short_term_id
|
||||
), "Copied _short_term_memory should be a new object"
|
||||
|
||||
assert hasattr(crew_copy, "_long_term_memory"), "Copied crew should have _long_term_memory"
|
||||
assert crew_copy._long_term_memory is not None, "Copied _long_term_memory should not be None"
|
||||
assert id(crew_copy._long_term_memory) != original_long_term_id, "Copied _long_term_memory should be a new object"
|
||||
assert hasattr(
|
||||
crew_copy, "_long_term_memory"
|
||||
), "Copied crew should have _long_term_memory"
|
||||
assert (
|
||||
crew_copy._long_term_memory is not None
|
||||
), "Copied _long_term_memory should not be None"
|
||||
assert (
|
||||
id(crew_copy._long_term_memory) != original_long_term_id
|
||||
), "Copied _long_term_memory should be a new object"
|
||||
|
||||
assert hasattr(crew_copy, "_entity_memory"), "Copied crew should have _entity_memory"
|
||||
assert crew_copy._entity_memory is not None, "Copied _entity_memory should not be None"
|
||||
assert id(crew_copy._entity_memory) != original_entity_id, "Copied _entity_memory should be a new object"
|
||||
assert hasattr(
|
||||
crew_copy, "_entity_memory"
|
||||
), "Copied crew should have _entity_memory"
|
||||
assert (
|
||||
crew_copy._entity_memory is not None
|
||||
), "Copied _entity_memory should not be None"
|
||||
assert (
|
||||
id(crew_copy._entity_memory) != original_entity_id
|
||||
), "Copied _entity_memory should be a new object"
|
||||
|
||||
if original_external_id:
|
||||
assert hasattr(crew_copy, "_external_memory"), "Copied crew should have _external_memory"
|
||||
assert crew_copy._external_memory is not None, "Copied _external_memory should not be None"
|
||||
assert id(crew_copy._external_memory) != original_external_id, "Copied _external_memory should be a new object"
|
||||
assert hasattr(
|
||||
crew_copy, "_external_memory"
|
||||
), "Copied crew should have _external_memory"
|
||||
assert (
|
||||
crew_copy._external_memory is not None
|
||||
), "Copied _external_memory should not be None"
|
||||
assert (
|
||||
id(crew_copy._external_memory) != original_external_id
|
||||
), "Copied _external_memory should be a new object"
|
||||
else:
|
||||
assert not hasattr(crew_copy, "_external_memory") or crew_copy._external_memory is None, "Copied _external_memory should be None if not originally present"
|
||||
assert (
|
||||
not hasattr(crew_copy, "_external_memory")
|
||||
or crew_copy._external_memory is None
|
||||
), "Copied _external_memory should be None if not originally present"
|
||||
|
||||
if original_user_id:
|
||||
assert hasattr(crew_copy, "_user_memory"), "Copied crew should have _user_memory"
|
||||
assert crew_copy._user_memory is not None, "Copied _user_memory should not be None"
|
||||
assert id(crew_copy._user_memory) != original_user_id, "Copied _user_memory should be a new object"
|
||||
assert hasattr(
|
||||
crew_copy, "_user_memory"
|
||||
), "Copied crew should have _user_memory"
|
||||
assert (
|
||||
crew_copy._user_memory is not None
|
||||
), "Copied _user_memory should not be None"
|
||||
assert (
|
||||
id(crew_copy._user_memory) != original_user_id
|
||||
), "Copied _user_memory should be a new object"
|
||||
else:
|
||||
assert not hasattr(crew_copy, "_user_memory") or crew_copy._user_memory is None, "Copied _user_memory should be None if not originally present"
|
||||
|
||||
assert (
|
||||
not hasattr(crew_copy, "_user_memory") or crew_copy._user_memory is None
|
||||
), "Copied _user_memory should be None if not originally present"
|
||||
|
||||
except pydantic_core.ValidationError as e:
|
||||
if "Input should be an instance of" in str(e) and ("Memory" in str(e)):
|
||||
pytest.fail(f"Copying with memory raised Pydantic ValidationError, likely due to incorrect memory copy: {e}")
|
||||
else:
|
||||
raise e # Re-raise other validation errors
|
||||
if "Input should be an instance of" in str(e) and ("Memory" in str(e)):
|
||||
pytest.fail(
|
||||
f"Copying with memory raised Pydantic ValidationError, likely due to incorrect memory copy: {e}"
|
||||
)
|
||||
else:
|
||||
raise e # Re-raise other validation errors
|
||||
except Exception as e:
|
||||
pytest.fail(f"Copying crew raised an unexpected exception: {e}")
|
||||
|
||||
@@ -2,13 +2,16 @@ import os
|
||||
from time import sleep
|
||||
from unittest.mock import MagicMock, patch
|
||||
|
||||
import litellm
|
||||
import pytest
|
||||
from pydantic import BaseModel
|
||||
|
||||
from crewai.agents.agent_builder.utilities.base_token_process import TokenProcess
|
||||
from crewai.llm import CONTEXT_WINDOW_USAGE_RATIO, LLM
|
||||
from crewai.utilities.events import crewai_event_bus
|
||||
from crewai.utilities.events.tool_usage_events import ToolExecutionErrorEvent
|
||||
from crewai.utilities.events import (
|
||||
LLMCallCompletedEvent,
|
||||
LLMStreamChunkEvent,
|
||||
)
|
||||
from crewai.utilities.token_counter_callback import TokenCalcHandler
|
||||
|
||||
|
||||
@@ -304,6 +307,27 @@ def test_context_window_validation():
|
||||
assert "must be between 1024 and 2097152" in str(excinfo.value)
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
def get_weather_tool_schema():
|
||||
return {
|
||||
"type": "function",
|
||||
"function": {
|
||||
"name": "get_weather",
|
||||
"description": "Get the current weather in a given location",
|
||||
"parameters": {
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"location": {
|
||||
"type": "string",
|
||||
"description": "The city and state, e.g. San Francisco, CA",
|
||||
}
|
||||
},
|
||||
"required": ["location"],
|
||||
},
|
||||
},
|
||||
}
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.fixture
|
||||
def anthropic_llm():
|
||||
@@ -395,3 +419,117 @@ def test_deepseek_r1_with_open_router():
|
||||
result = llm.call("What is the capital of France?")
|
||||
assert isinstance(result, str)
|
||||
assert "Paris" in result
|
||||
|
||||
|
||||
def assert_event_count(
|
||||
mock_emit,
|
||||
expected_completed_tool_call: int = 0,
|
||||
expected_stream_chunk: int = 0,
|
||||
expected_completed_llm_call: int = 0,
|
||||
expected_final_chunk_result: str = "",
|
||||
):
|
||||
event_count = {
|
||||
"completed_tool_call": 0,
|
||||
"stream_chunk": 0,
|
||||
"completed_llm_call": 0,
|
||||
}
|
||||
final_chunk_result = ""
|
||||
for _call in mock_emit.call_args_list:
|
||||
event = _call[1]["event"]
|
||||
|
||||
if (
|
||||
isinstance(event, LLMCallCompletedEvent)
|
||||
and event.call_type.value == "tool_call"
|
||||
):
|
||||
event_count["completed_tool_call"] += 1
|
||||
elif isinstance(event, LLMStreamChunkEvent):
|
||||
event_count["stream_chunk"] += 1
|
||||
final_chunk_result += event.chunk
|
||||
elif (
|
||||
isinstance(event, LLMCallCompletedEvent)
|
||||
and event.call_type.value == "llm_call"
|
||||
):
|
||||
event_count["completed_llm_call"] += 1
|
||||
else:
|
||||
continue
|
||||
|
||||
assert event_count["completed_tool_call"] == expected_completed_tool_call
|
||||
assert event_count["stream_chunk"] == expected_stream_chunk
|
||||
assert event_count["completed_llm_call"] == expected_completed_llm_call
|
||||
assert final_chunk_result == expected_final_chunk_result
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
def mock_emit() -> MagicMock:
|
||||
from crewai.utilities.events.crewai_event_bus import CrewAIEventsBus
|
||||
|
||||
with patch.object(CrewAIEventsBus, "emit") as mock_emit:
|
||||
yield mock_emit
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_handle_streaming_tool_calls(get_weather_tool_schema, mock_emit):
|
||||
llm = LLM(model="openai/gpt-4o", stream=True)
|
||||
response = llm.call(
|
||||
messages=[
|
||||
{"role": "user", "content": "What is the weather in New York?"},
|
||||
],
|
||||
tools=[get_weather_tool_schema],
|
||||
available_functions={
|
||||
"get_weather": lambda location: f"The weather in {location} is sunny"
|
||||
},
|
||||
)
|
||||
assert response == "The weather in New York, NY is sunny"
|
||||
|
||||
expected_final_chunk_result = (
|
||||
'{"location":"New York, NY"}The weather in New York, NY is sunny'
|
||||
)
|
||||
assert_event_count(
|
||||
mock_emit=mock_emit,
|
||||
expected_completed_tool_call=1,
|
||||
expected_stream_chunk=10,
|
||||
expected_completed_llm_call=1,
|
||||
expected_final_chunk_result=expected_final_chunk_result,
|
||||
)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_handle_streaming_tool_calls_no_available_functions(
|
||||
get_weather_tool_schema, mock_emit
|
||||
):
|
||||
llm = LLM(model="openai/gpt-4o", stream=True)
|
||||
response = llm.call(
|
||||
messages=[
|
||||
{"role": "user", "content": "What is the weather in New York?"},
|
||||
],
|
||||
tools=[get_weather_tool_schema],
|
||||
)
|
||||
assert response == ""
|
||||
|
||||
assert_event_count(
|
||||
mock_emit=mock_emit,
|
||||
expected_stream_chunk=9,
|
||||
expected_completed_llm_call=1,
|
||||
expected_final_chunk_result='{"location":"New York, NY"}',
|
||||
)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_handle_streaming_tool_calls_no_tools(mock_emit):
|
||||
llm = LLM(model="openai/gpt-4o", stream=True)
|
||||
response = llm.call(
|
||||
messages=[
|
||||
{"role": "user", "content": "What is the weather in New York?"},
|
||||
],
|
||||
)
|
||||
assert (
|
||||
response
|
||||
== "I'm unable to provide real-time information or current weather updates. For the latest weather information in New York, I recommend checking a reliable weather website or app, such as the National Weather Service, Weather.com, or a similar service."
|
||||
)
|
||||
|
||||
assert_event_count(
|
||||
mock_emit=mock_emit,
|
||||
expected_stream_chunk=46,
|
||||
expected_completed_llm_call=1,
|
||||
expected_final_chunk_result=response,
|
||||
)
|
||||
|
||||
@@ -1,270 +0,0 @@
|
||||
interactions:
|
||||
- request:
|
||||
body: ''
|
||||
headers:
|
||||
accept:
|
||||
- '*/*'
|
||||
accept-encoding:
|
||||
- gzip, deflate
|
||||
connection:
|
||||
- keep-alive
|
||||
host:
|
||||
- api.mem0.ai
|
||||
user-agent:
|
||||
- python-httpx/0.27.0
|
||||
method: GET
|
||||
uri: https://api.mem0.ai/v1/memories/?user_id=test
|
||||
response:
|
||||
body:
|
||||
string: '[]'
|
||||
headers:
|
||||
CF-Cache-Status:
|
||||
- DYNAMIC
|
||||
CF-RAY:
|
||||
- 8b477138bad847b9-BOM
|
||||
Connection:
|
||||
- keep-alive
|
||||
Content-Length:
|
||||
- '2'
|
||||
Content-Type:
|
||||
- application/json
|
||||
Date:
|
||||
- Sat, 17 Aug 2024 06:00:11 GMT
|
||||
NEL:
|
||||
- '{"success_fraction":0,"report_to":"cf-nel","max_age":604800}'
|
||||
Report-To:
|
||||
- '{"endpoints":[{"url":"https:\/\/a.nel.cloudflare.com\/report\/v4?s=uuyH2foMJVDpV%2FH52g1q%2FnvXKe3dBKVzvsK0mqmSNezkiszNR9OgrEJfVqmkX%2FlPFRP2sH4zrOuzGo6k%2FjzsjYJczqSWJUZHN2pPujiwnr1E9W%2BdLGKmG6%2FqPrGYAy2SBRWkkJVWsTO3OQ%3D%3D"}],"group":"cf-nel","max_age":604800}'
|
||||
Server:
|
||||
- cloudflare
|
||||
allow:
|
||||
- GET, POST, DELETE, OPTIONS
|
||||
alt-svc:
|
||||
- h3=":443"; ma=86400
|
||||
cross-origin-opener-policy:
|
||||
- same-origin
|
||||
referrer-policy:
|
||||
- same-origin
|
||||
vary:
|
||||
- Accept, origin, Cookie
|
||||
x-content-type-options:
|
||||
- nosniff
|
||||
x-frame-options:
|
||||
- DENY
|
||||
status:
|
||||
code: 200
|
||||
message: OK
|
||||
- request:
|
||||
body: '{"batch": [{"properties": {"python_version": "3.12.4 (v3.12.4:8e8a4baf65,
|
||||
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|
||||
"os_version": "Darwin Kernel Version 23.4.0: Wed Feb 21 21:44:54 PST 2024; root:xnu-10063.101.15~2/RELEASE_ARM64_T6030",
|
||||
"os_release": "23.4.0", "processor": "arm", "machine": "arm64", "function":
|
||||
"mem0.client.main.MemoryClient", "$lib": "posthog-python", "$lib_version": "3.5.0",
|
||||
"$geoip_disable": true}, "timestamp": "2024-08-17T06:00:11.526640+00:00", "context":
|
||||
{}, "distinct_id": "fd411bd3-99a2-42d6-acd7-9fca8ad09580", "event": "client.init"}],
|
||||
"historical_migration": false, "sentAt": "2024-08-17T06:00:11.701621+00:00",
|
||||
"api_key": "phc_hgJkUVJFYtmaJqrvf6CYN67TIQ8yhXAkWzUn9AMU4yX"}'
|
||||
headers:
|
||||
Accept:
|
||||
- '*/*'
|
||||
Accept-Encoding:
|
||||
- gzip, deflate
|
||||
Connection:
|
||||
- keep-alive
|
||||
Content-Length:
|
||||
- '740'
|
||||
Content-Type:
|
||||
- application/json
|
||||
User-Agent:
|
||||
- posthog-python/3.5.0
|
||||
method: POST
|
||||
uri: https://us.i.posthog.com/batch/
|
||||
response:
|
||||
body:
|
||||
string: '{"status":"Ok"}'
|
||||
headers:
|
||||
Connection:
|
||||
- keep-alive
|
||||
Content-Length:
|
||||
- '15'
|
||||
Content-Type:
|
||||
- application/json
|
||||
Date:
|
||||
- Sat, 17 Aug 2024 06:00:12 GMT
|
||||
access-control-allow-credentials:
|
||||
- 'true'
|
||||
server:
|
||||
- envoy
|
||||
vary:
|
||||
- origin, access-control-request-method, access-control-request-headers
|
||||
x-envoy-upstream-service-time:
|
||||
- '69'
|
||||
status:
|
||||
code: 200
|
||||
message: OK
|
||||
- request:
|
||||
body: '{"messages": [{"role": "user", "content": "Remember the following insights
|
||||
from Agent run: test value with provider"}], "metadata": {"task": "test_task_provider",
|
||||
"agent": "test_agent_provider"}, "app_id": "Researcher"}'
|
||||
headers:
|
||||
accept:
|
||||
- '*/*'
|
||||
accept-encoding:
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ask_tool = tools[1]
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@pytest.fixture(scope="module")
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"cassette_library_dir": "tests/tools/agent_tools/cassettes",
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}
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result = delegate_tool.run(
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@@ -21,6 +21,13 @@ from crewai.utilities.converter import (
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from crewai.utilities.pydantic_schema_parser import PydanticSchemaParser
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# Sample Pydantic models for testing
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class EmailResponse(BaseModel):
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@@ -50,10 +50,13 @@ from crewai.utilities.events.tool_usage_events import (
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ToolUsageErrorEvent,
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)
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# Skip streaming tests when running in CI/CD environments
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skip_streaming_in_ci = pytest.mark.skipif(
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os.getenv("CI") is not None, reason="Skipping streaming tests in CI/CD environments"
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)
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@pytest.fixture(scope="module")
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def vcr_config(request) -> dict:
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return {
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"cassette_library_dir": "tests/utilities/cassettes",
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}
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base_agent = Agent(
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role="base_agent",
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assert received_events[0].error == error_message
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@skip_streaming_in_ci
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_llm_emits_stream_chunk_events():
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"""Test that LLM emits stream chunk events when streaming is enabled."""
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@@ -650,7 +652,6 @@ def test_llm_emits_stream_chunk_events():
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assert "".join(received_chunks) == response
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@skip_streaming_in_ci
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_llm_no_stream_chunks_when_streaming_disabled():
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"""Test that LLM doesn't emit stream chunk events when streaming is disabled."""
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Reference in New Issue
Block a user