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litellm/tests/test_litellm/integrations/test_galileo.py
Sameer Kankute 89f177b7b6
fix(galileo): use ingest traces API and standard logging payload (#29651) 
* fix(galileo): use ingest traces API and standard logging payload

Switch hosted Galileo logging to /ingest/traces with nested trace/span payloads, read metrics from standard_logging_object, and include cost and total tokens on trace metrics.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(galileo): route username/password auth to v2 traces ingest

Hosted Galileo no longer serves /observe/ingest; JWT login should post the same trace payload to /v2/projects/{project_id}/traces.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(galileo): address Greptile review on logging and timestamps

Use debug-level logs for per-request Galileo callback messages and fall back to start_time/end_time when standard_logging_object omits startTime/endTime.

Co-authored-by: Cursor <cursoragent@cursor.com>

* feat(galileo): add Galileo to proxy UI callback configuration

Expose Galileo in the admin callback selector and config APIs so credentials can be configured through the dashboard instead of YAML only.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(galileo): align response type logging with Langfuse

Mirror Langfuse input/output handling for rerank, speech, transcription,
realtime, pass-through, and other response types so Galileo ingest no longer
skips supported call types.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(galileo): redact trace payload in debug logs and format with black

Avoid logging prompts and model responses in flush debug output while
keeping structural metadata for troubleshooting.

Co-authored-by: Cursor <cursoragent@cursor.com>

* fix(galileo): stop logging full trace payload in debug output

Log only flush URL and trace count so prompts and model responses are not
written to application logs when debug logging is enabled.

Co-authored-by: Cursor <cursoragent@cursor.com>

* Fix Galileo token totals and prompt messages

---------

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-06-05 09:03:17 -07:00

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import os
import sys
from datetime import datetime, timezone
from unittest.mock import AsyncMock, MagicMock, patch
import pytest
sys.path.insert(0, os.path.abspath("../.."))
from litellm.integrations.galileo import GalileoObserve
from litellm.types.llms.openai import HttpxBinaryResponseContent, ResponsesAPIResponse
from litellm.types.rerank import RerankResponse
from litellm.types.utils import (
Choices,
EmbeddingResponse,
ImageObject,
ImageResponse,
Message,
ModelResponse,
TextCompletionResponse,
TranscriptionResponse,
)
@pytest.fixture
def galileo_v2_env(monkeypatch):
monkeypatch.setenv("GALILEO_API_KEY", "test-api-key")
monkeypatch.setenv("GALILEO_PROJECT_ID", "86ff8ebe-a297-4134-b167-748bdd8d2c20")
monkeypatch.setenv("GALILEO_LOG_STREAM_ID", "76c4ea50-8aa3-4771-a0d7-8567b112210f")
monkeypatch.setenv("GALILEO_BASE_URL", "https://api.galileo.ai")
@pytest.mark.asyncio
async def test_galileo_v2_ingest_url_and_headers(galileo_v2_env):
logger = GalileoObserve()
logger.in_memory_records = [
{
"latency_ms": 100,
"status_code": 200,
"input_text": "hi",
"output_text": "hello",
"node_type": "acompletion",
"model": "gpt-5.2",
"num_input_tokens": 1,
"num_output_tokens": 2,
"created_at": "2026-05-25T12:00:00",
}
]
url, payload = logger._get_ingest_request()
assert (
url
== "https://api.galileo.ai/ingest/traces/86ff8ebe-a297-4134-b167-748bdd8d2c20"
)
assert payload["log_stream_id"] == "76c4ea50-8aa3-4771-a0d7-8567b112210f"
assert payload["is_complete"] is True
assert payload["traces"][0]["type"] == "trace"
assert payload["traces"][0]["spans"][0]["type"] == "llm"
assert payload["traces"][0]["spans"][0]["output"]["content"] == "hello"
assert payload["traces"][0]["spans"][0]["metrics"]["num_total_tokens"] == 3
assert payload["traces"][0]["metrics"]["num_input_tokens"] == 1
assert payload["traces"][0]["metrics"]["num_output_tokens"] == 2
assert payload["traces"][0]["metrics"]["num_total_tokens"] == 3
assert payload["traces"][0]["spans"][0]["trace_id"] == payload["traces"][0]["id"]
assert await logger._ensure_headers() is True
assert logger.headers["Galileo-API-Key"] == "test-api-key"
def test_galileo_token_metrics_from_record_falls_back_to_sum():
metrics = GalileoObserve._token_metrics_from_record(
{"num_input_tokens": 5, "num_output_tokens": 7}
)
assert metrics == {
"num_input_tokens": 5,
"num_output_tokens": 7,
"num_total_tokens": 12,
}
def test_galileo_token_metrics_from_record_sums_zero_total():
metrics = GalileoObserve._token_metrics_from_record(
{"num_input_tokens": 5, "num_output_tokens": 7, "num_total_tokens": 0}
)
assert metrics == {
"num_input_tokens": 5,
"num_output_tokens": 7,
"num_total_tokens": 12,
}
def test_galileo_token_metrics_from_record_includes_cost():
metrics = GalileoObserve._token_metrics_from_record(
{
"num_input_tokens": 1,
"num_output_tokens": 2,
"num_total_tokens": 3,
"cost": 0.000855,
}
)
assert metrics["cost"] == 0.000855
def test_galileo_input_text_from_messages():
assert GalileoObserve._input_text_from_messages("hello") == "hello"
assert (
GalileoObserve._input_text_from_messages(
[{"role": "user", "content": "test responses api 1"}]
)
== "test responses api 1"
)
def test_galileo_get_output_str_responses_api(galileo_v2_env):
from litellm.types.llms.openai import ResponsesAPIResponse
logger = GalileoObserve()
resp_dict = {
"id": "resp_123",
"created_at": 1,
"output": [
{
"id": "msg_1",
"type": "message",
"role": "assistant",
"status": "completed",
"content": [
{
"type": "output_text",
"text": "Hi! How can I help?",
"annotations": [],
}
],
}
],
}
response = ResponsesAPIResponse(**resp_dict)
result = logger.get_output_str_from_response(response, {"call_type": "aresponses"})
assert result is not None
assert '"Hi! How can I help?"' in result
assert '"type": "message"' in result
def test_galileo_v2_span_preserves_message_roles(galileo_v2_env):
record = {
"latency_ms": 1,
"status_code": 200,
"input_text": "fallback",
"output_text": "ok",
"node_type": "acompletion",
"model": "gpt-5.2",
"num_input_tokens": 0,
"num_output_tokens": 0,
"created_at": "2026-05-25T12:00:00",
"messages": [
{"role": "system", "content": "be helpful"},
{"role": "user", "content": "hello"},
],
}
span = GalileoObserve._record_to_v2_span(
record, trace_id="trace-id", span_id="span-id"
)
assert span["input"] == [
{"role": "system", "content": "be helpful"},
{"role": "user", "content": "hello"},
]
def test_galileo_v2_span_unwraps_prompt_messages(galileo_v2_env):
record = {
"latency_ms": 1,
"status_code": 200,
"input_text": "fallback",
"output_text": "ok",
"node_type": "pass_through_endpoint",
"model": "gpt-5.2",
"num_input_tokens": 0,
"num_output_tokens": 0,
"created_at": "2026-05-25T12:00:00",
"messages": {
"messages": [
{"role": "system", "content": "be helpful"},
{"role": "user", "content": "hello"},
]
},
}
span = GalileoObserve._record_to_v2_span(
record, trace_id="trace-id", span_id="span-id"
)
assert span["input"] == [
{"role": "system", "content": "be helpful"},
{"role": "user", "content": "hello"},
]
def test_galileo_output_text_from_model_response(galileo_v2_env):
logger = GalileoObserve()
response = ModelResponse(
choices=[
Choices(
message=Message(
content="assistant reply",
role="assistant",
annotations=[],
)
)
]
)
output = logger.get_output_str_from_response(response, {"call_type": "acompletion"})
assert output is not None
assert '"assistant reply"' in output
@pytest.mark.asyncio
async def test_galileo_flush_swallows_http_errors(galileo_v2_env):
logger = GalileoObserve()
logger.in_memory_records = [
{
"latency_ms": 1,
"status_code": 200,
"input_text": "a",
"output_text": "b",
"node_type": "acompletion",
"model": "gpt-5.2",
"num_input_tokens": 0,
"num_output_tokens": 0,
"created_at": "2026-05-25T12:00:00",
}
]
with patch.object(
logger.async_httpx_handler, "post", new_callable=AsyncMock
) as mock_post:
mock_post.side_effect = Exception("404 Not Found")
await logger.flush_in_memory_records()
assert len(logger.in_memory_records) == 1
@pytest.mark.asyncio
async def test_galileo_flush_clears_records_on_201(galileo_v2_env):
logger = GalileoObserve()
logger.in_memory_records = [
{
"latency_ms": 1,
"status_code": 200,
"input_text": "a",
"output_text": "b",
"node_type": "acompletion",
"model": "gpt-5.2",
"num_input_tokens": 0,
"num_output_tokens": 0,
"created_at": "2026-05-25T12:00:00",
}
]
mock_response = AsyncMock()
mock_response.is_success = True
mock_response.status_code = 201
with patch.object(
logger.async_httpx_handler, "post", new_callable=AsyncMock
) as mock_post:
mock_post.return_value = mock_response
await logger.flush_in_memory_records()
assert logger.in_memory_records == []
def test_galileo_normalize_base_url_none(monkeypatch):
monkeypatch.delenv("GALILEO_API_KEY", raising=False)
monkeypatch.delenv("GALILEO_BASE_URL", raising=False)
monkeypatch.delenv("GALILEO_PROJECT_ID", raising=False)
logger = GalileoObserve()
assert logger.base_url is None
assert logger._normalize_base_url(None) is None
assert logger._normalize_base_url("https://x.example/") == "https://x.example"
def test_galileo_is_configured_branches(monkeypatch):
monkeypatch.delenv("GALILEO_API_KEY", raising=False)
monkeypatch.delenv("GALILEO_BASE_URL", raising=False)
monkeypatch.delenv("GALILEO_PROJECT_ID", raising=False)
monkeypatch.delenv("GALILEO_USERNAME", raising=False)
monkeypatch.delenv("GALILEO_PASSWORD", raising=False)
no_env = GalileoObserve()
assert no_env._is_configured() is False
monkeypatch.setenv("GALILEO_API_KEY", "k")
monkeypatch.setenv("GALILEO_PROJECT_ID", "p")
v2 = GalileoObserve()
assert v2._is_configured() is True
monkeypatch.delenv("GALILEO_API_KEY", raising=False)
monkeypatch.setenv("GALILEO_USERNAME", "u")
monkeypatch.setenv("GALILEO_PASSWORD", "pw")
monkeypatch.setenv("GALILEO_BASE_URL", "https://galileo.example")
legacy = GalileoObserve()
assert legacy._is_configured() is True
monkeypatch.delenv("GALILEO_PASSWORD", raising=False)
no_pw = GalileoObserve()
assert no_pw._is_configured() is False
def test_galileo_input_messages_fallbacks():
assert GalileoObserve._galileo_input_messages(None, "hi") == [
{"role": "user", "content": "hi"}
]
assert GalileoObserve._galileo_input_messages(
["not-a-dict", {"content": "no role"}], "fallback"
) == [{"role": "user", "content": "fallback"}]
def test_galileo_format_created_at_converts_local_naive_to_utc():
from datetime import timedelta
ist = timezone(timedelta(hours=5, minutes=30))
with patch.object(GalileoObserve, "_local_timezone", return_value=ist):
local_naive = datetime(2026, 6, 4, 9, 44, 49)
assert GalileoObserve._format_created_at(local_naive) == "2026-06-04T04:14:49Z"
aware_utc = datetime(2026, 6, 4, 4, 14, 49, tzinfo=timezone.utc)
assert GalileoObserve._format_created_at(aware_utc) == "2026-06-04T04:14:49Z"
def test_galileo_record_to_v2_span_with_tags_and_offset():
span = GalileoObserve._record_to_v2_span(
{
"latency_ms": 5,
"status_code": 200,
"input_text": "in",
"output_text": "out",
"node_type": "acompletion",
"model": "gpt-5.2",
"num_input_tokens": 1,
"num_output_tokens": 2,
"created_at": "2026-05-25T12:00:00",
"tags": ["t1"],
},
trace_id="trace-id",
span_id="span-id",
)
assert span["tags"] == ["t1"]
assert span["created_at"].endswith("Z")
offset = GalileoObserve._record_to_v2_span(
{"created_at": "2026-05-25T12:00:00-05:00"},
trace_id="trace-id",
span_id="span-id",
)
assert offset["created_at"] == "2026-05-25T12:00:00-05:00"
def test_galileo_get_output_str_variants(galileo_v2_env):
logger = GalileoObserve()
assert logger.get_output_str_from_response(None, {}) is None
assert (
logger.get_output_str_from_response(
EmbeddingResponse(), {"call_type": "embedding"}
)
is None
)
text_resp = TextCompletionResponse()
text_resp.choices = [MagicMock(text="text-completion-output")]
assert (
logger.get_output_str_from_response(text_resp, {"call_type": "text_completion"})
== "text-completion-output"
)
image_resp = ImageResponse(data=[ImageObject(url="https://x/y.png")])
assert "y.png" in logger.get_output_str_from_response(image_resp, {})
speech_resp = HttpxBinaryResponseContent(response=MagicMock())
assert (
logger.get_output_str_from_response(speech_resp, {"call_type": "aspeech"})
== "speech-output"
)
transcription_resp = TranscriptionResponse(text="hello world")
assert (
logger.get_output_str_from_response(
transcription_resp, {"call_type": "atranscription"}
)
== "hello world"
)
realtime_output = [{"type": "response", "text": "hi"}]
assert (
logger.get_output_str_from_response(
realtime_output,
{"call_type": "_arealtime", "input": {"session": "abc"}},
)
== '[{"type": "response", "text": "hi"}]'
)
pass_through_output = {"response": "passthrough-body", "status": 200}
assert (
logger.get_output_str_from_response(
pass_through_output, {"call_type": "pass_through_endpoint"}
)
== "passthrough-body"
)
model_resp = ModelResponse(
choices=[Choices(message=Message(content="chat reply", role="assistant"))]
)
assert '"chat reply"' in logger.get_output_str_from_response(
model_resp,
{"call_type": "acompletion", "messages": [{"role": "user", "content": "hi"}]},
)
assert logger.get_output_str_from_response("not-a-supported-type", {}) is None
def test_galileo_get_input_output_error_status_message(galileo_v2_env):
logger = GalileoObserve()
input_text, output_text, _ = logger._get_galileo_input_output_content(
kwargs={"messages": [{"role": "user", "content": "fail me"}]},
response_obj=None,
level="ERROR",
status_message="provider timeout",
)
assert input_text == "fail me"
assert output_text == "provider timeout"
def test_galileo_get_output_str_rerank_response(galileo_v2_env):
logger = GalileoObserve()
rerank_response = RerankResponse(
results=[
{"index": 2, "relevance_score": 0.98},
{"index": 0, "relevance_score": 0.12},
]
)
output = logger.get_output_str_from_response(
rerank_response, {"call_type": "arerank"}
)
assert output is not None
assert '"index": 2' in output
assert '"relevance_score": 0.98' in output
@pytest.mark.asyncio
async def test_galileo_async_log_success_rerank(galileo_v2_env):
import datetime
logger = GalileoObserve()
rerank_response = RerankResponse(results=[{"index": 1, "relevance_score": 0.95}])
mock_response = MagicMock()
mock_response.is_success = True
mock_response.status_code = 201
with patch.object(logger.async_httpx_handler, "post", return_value=mock_response):
await logger.async_log_success_event(
kwargs={
"call_type": "arerank",
"model": "cohere/rerank-english-v3.0",
"query": "What is the capital of the United States?",
"documents": ["doc-a", "doc-b"],
"standard_logging_object": {
"call_type": "arerank",
"model": "cohere/rerank-english-v3.0",
"messages": "What is the capital of the United States?",
"prompt_tokens": 0,
"completion_tokens": 0,
"total_tokens": 0,
"response_cost": 0.0,
"startTime": datetime.datetime(
2026, 5, 25, 12, 0, 0, tzinfo=datetime.timezone.utc
).timestamp(),
"endTime": datetime.datetime(
2026, 5, 25, 12, 0, 1, tzinfo=datetime.timezone.utc
).timestamp(),
},
},
response_obj=rerank_response,
start_time=datetime.datetime(2026, 5, 25, 12, 0, 0),
end_time=datetime.datetime(2026, 5, 25, 12, 0, 1),
)
assert logger.in_memory_records == []
def test_galileo_get_ingest_request_unconfigured(monkeypatch):
monkeypatch.delenv("GALILEO_API_KEY", raising=False)
monkeypatch.delenv("GALILEO_BASE_URL", raising=False)
monkeypatch.delenv("GALILEO_PROJECT_ID", raising=False)
logger = GalileoObserve()
assert logger._get_ingest_request() is None
def test_galileo_get_ingest_request_legacy(monkeypatch):
monkeypatch.delenv("GALILEO_API_KEY", raising=False)
monkeypatch.setenv("GALILEO_USERNAME", "u")
monkeypatch.setenv("GALILEO_PASSWORD", "pw")
monkeypatch.setenv("GALILEO_BASE_URL", "https://galileo.example/")
monkeypatch.setenv("GALILEO_PROJECT_ID", "proj")
monkeypatch.setenv("GALILEO_LOG_STREAM_ID", "stream-id")
logger = GalileoObserve()
logger.in_memory_records = [
{
"latency_ms": 1,
"status_code": 200,
"input_text": "hi",
"output_text": "ok",
"node_type": "acompletion",
"model": "gpt",
"num_input_tokens": 1,
"num_output_tokens": 1,
"num_total_tokens": 2,
"created_at": "2026-05-25T12:00:00",
}
]
url, payload = logger._get_ingest_request()
assert url == "https://galileo.example/v2/projects/proj/traces"
assert "traces" in payload
assert payload["log_stream_id"] == "stream-id"
assert payload["traces"][0]["input"] == "hi"
@pytest.mark.asyncio
async def test_galileo_ensure_headers_v2_missing_key(monkeypatch):
monkeypatch.delenv("GALILEO_API_KEY", raising=False)
monkeypatch.setenv("GALILEO_PROJECT_ID", "p")
monkeypatch.setenv("GALILEO_BASE_URL", "https://x")
logger = GalileoObserve()
logger.use_v2_api = True
logger.api_key = None
assert await logger._ensure_headers() is False
@pytest.mark.asyncio
async def test_galileo_ensure_headers_cached(galileo_v2_env):
logger = GalileoObserve()
logger.headers = {"Galileo-API-Key": "already-set"}
assert await logger._ensure_headers() is True
@pytest.mark.asyncio
async def test_galileo_ensure_headers_legacy_login(monkeypatch):
monkeypatch.delenv("GALILEO_API_KEY", raising=False)
monkeypatch.setenv("GALILEO_USERNAME", "u")
monkeypatch.setenv("GALILEO_PASSWORD", "pw")
monkeypatch.setenv("GALILEO_BASE_URL", "https://galileo.example")
monkeypatch.setenv("GALILEO_PROJECT_ID", "p")
logger = GalileoObserve()
login_resp = MagicMock()
login_resp.raise_for_status = MagicMock()
login_resp.json = MagicMock(return_value={"access_token": "tok"})
with patch.object(
logger.async_httpx_handler, "post", new_callable=AsyncMock
) as mock_post:
mock_post.return_value = login_resp
assert await logger._ensure_headers() is True
assert logger.headers["Authorization"] == "Bearer tok"
@pytest.mark.asyncio
async def test_galileo_ensure_headers_legacy_login_failure(monkeypatch):
monkeypatch.delenv("GALILEO_API_KEY", raising=False)
monkeypatch.setenv("GALILEO_USERNAME", "u")
monkeypatch.setenv("GALILEO_PASSWORD", "pw")
monkeypatch.setenv("GALILEO_BASE_URL", "https://galileo.example")
monkeypatch.setenv("GALILEO_PROJECT_ID", "p")
logger = GalileoObserve()
with patch.object(
logger.async_httpx_handler, "post", new_callable=AsyncMock
) as mock_post:
mock_post.side_effect = Exception("boom")
assert await logger._ensure_headers() is False
@pytest.mark.asyncio
async def test_galileo_flush_noop_when_unconfigured(monkeypatch):
monkeypatch.delenv("GALILEO_API_KEY", raising=False)
monkeypatch.delenv("GALILEO_BASE_URL", raising=False)
monkeypatch.delenv("GALILEO_PROJECT_ID", raising=False)
logger = GalileoObserve()
logger.in_memory_records = [{"foo": "bar"}]
await logger.flush_in_memory_records()
assert logger.in_memory_records == [{"foo": "bar"}]
@pytest.mark.asyncio
async def test_galileo_flush_resets_headers_on_401(monkeypatch):
monkeypatch.delenv("GALILEO_API_KEY", raising=False)
monkeypatch.setenv("GALILEO_USERNAME", "u")
monkeypatch.setenv("GALILEO_PASSWORD", "pw")
monkeypatch.setenv("GALILEO_BASE_URL", "https://galileo.example")
monkeypatch.setenv("GALILEO_PROJECT_ID", "p")
logger = GalileoObserve()
logger.headers = {"Authorization": "Bearer stale"}
logger.in_memory_records = [{"records": "x"}]
mock_response = MagicMock()
mock_response.is_success = False
mock_response.status_code = 401
mock_response.text = "unauthorized"
with patch.object(
logger.async_httpx_handler, "post", new_callable=AsyncMock
) as mock_post:
mock_post.return_value = mock_response
await logger.flush_in_memory_records()
assert logger.headers is None
assert logger.in_memory_records == [{"records": "x"}]
@pytest.mark.asyncio
async def test_galileo_async_log_success_preserves_passthrough_messages(
galileo_v2_env,
):
import datetime
logger = GalileoObserve()
logger.batch_size = 2
messages = [
{"role": "system", "content": "be helpful"},
{"role": "user", "content": "hi"},
]
await logger.async_log_success_event(
kwargs={
"call_type": "pass_through_endpoint",
"model": "gpt",
"messages": messages,
"standard_logging_object": {
"call_type": "pass_through_endpoint",
"model": "gpt",
"prompt_tokens": 1,
"completion_tokens": 2,
"total_tokens": 0,
"response_cost": 0.001,
"startTime": datetime.datetime(
2026, 5, 25, 12, 0, 0, tzinfo=datetime.timezone.utc
).timestamp(),
"endTime": datetime.datetime(
2026, 5, 25, 12, 0, 1, tzinfo=datetime.timezone.utc
).timestamp(),
},
},
response_obj={"response": "ok"},
start_time=datetime.datetime(2026, 5, 25, 12, 0, 0),
end_time=datetime.datetime(2026, 5, 25, 12, 0, 1),
)
assert logger.in_memory_records[0]["messages"] == messages
assert logger.in_memory_records[0]["num_total_tokens"] == 3
@pytest.mark.asyncio
async def test_galileo_async_log_success_appends_and_flushes(galileo_v2_env):
import datetime
logger = GalileoObserve()
response = ModelResponse(
choices=[
Choices(message=Message(content="reply", role="assistant", annotations=[]))
],
usage={"prompt_tokens": 1, "completion_tokens": 2},
)
flushed_url: dict = {}
mock_response = MagicMock()
mock_response.is_success = True
mock_response.status_code = 200
async def fake_post(**kwargs):
flushed_url["url"] = kwargs.get("url")
return mock_response
with patch.object(logger.async_httpx_handler, "post", side_effect=fake_post):
await logger.async_log_success_event(
kwargs={
"call_type": "acompletion",
"model": "gpt",
"messages": [{"role": "user", "content": "hi"}],
"standard_logging_object": {
"call_type": "acompletion",
"model": "gpt",
"messages": [{"role": "user", "content": "hi"}],
"prompt_tokens": 1,
"completion_tokens": 2,
"total_tokens": 3,
"response_cost": 0.001,
"startTime": datetime.datetime(
2026, 5, 25, 12, 0, 0, tzinfo=datetime.timezone.utc
).timestamp(),
"endTime": datetime.datetime(
2026, 5, 25, 12, 0, 1, tzinfo=datetime.timezone.utc
).timestamp(),
},
},
response_obj=response,
start_time=datetime.datetime(2026, 5, 25, 12, 0, 0),
end_time=datetime.datetime(2026, 5, 25, 12, 0, 1),
)
assert "/ingest/traces/" in flushed_url["url"]
assert logger.in_memory_records == []
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