Merge pull request #3599 from taralika/patch-1

Ignore 0 failures and 0s latency in daily slack reports
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Krish Dholakia 2024-05-14 11:47:46 -07:00 committed by GitHub
commit adaafd72be
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2 changed files with 59 additions and 6 deletions

View file

@ -347,8 +347,9 @@ class SlackAlerting(CustomLogger):
all_none = True all_none = True
for val in combined_metrics_values: for val in combined_metrics_values:
if val is not None: if val is not None and val > 0:
all_none = False all_none = False
break
if all_none: if all_none:
return False return False
@ -366,12 +367,13 @@ class SlackAlerting(CustomLogger):
for value in failed_request_values for value in failed_request_values
] ]
## Get the indices of top 5 keys with the highest numerical values (ignoring None values) ## Get the indices of top 5 keys with the highest numerical values (ignoring None and 0 values)
top_5_failed = sorted( top_5_failed = sorted(
range(len(replaced_failed_values)), range(len(replaced_failed_values)),
key=lambda i: replaced_failed_values[i], key=lambda i: replaced_failed_values[i],
reverse=True, reverse=True,
)[:5] )[:5]
top_5_failed = [index for index in top_5_failed if replaced_failed_values[index] > 0]
# find top 5 slowest # find top 5 slowest
# Replace None values with a placeholder value (-1 in this case) # Replace None values with a placeholder value (-1 in this case)
@ -381,17 +383,20 @@ class SlackAlerting(CustomLogger):
for value in latency_values for value in latency_values
] ]
# Get the indices of top 5 values with the highest numerical values (ignoring None values) # Get the indices of top 5 values with the highest numerical values (ignoring None and 0 values)
top_5_slowest = sorted( top_5_slowest = sorted(
range(len(replaced_slowest_values)), range(len(replaced_slowest_values)),
key=lambda i: replaced_slowest_values[i], key=lambda i: replaced_slowest_values[i],
reverse=True, reverse=True,
)[:5] )[:5]
top_5_slowest = [index for index in top_5_slowest if replaced_slowest_values[index] > 0]
# format alert -> return the litellm model name + api base # format alert -> return the litellm model name + api base
message = f"\n\nHere are today's key metrics 📈: \n\n" message = f"\n\nHere are today's key metrics 📈: \n\n"
message += "\n\n*❗️ Top 5 Deployments with Most Failed Requests:*\n\n" message += "\n\n*❗️ Top Deployments with Most Failed Requests:*\n\n"
if not top_5_failed:
message += "\tNone\n"
for i in range(len(top_5_failed)): for i in range(len(top_5_failed)):
key = failed_request_keys[top_5_failed[i]].split(":")[0] key = failed_request_keys[top_5_failed[i]].split(":")[0]
_deployment = router.get_model_info(key) _deployment = router.get_model_info(key)
@ -411,7 +416,9 @@ class SlackAlerting(CustomLogger):
value = replaced_failed_values[top_5_failed[i]] value = replaced_failed_values[top_5_failed[i]]
message += f"\t{i+1}. Deployment: `{deployment_name}`, Failed Requests: `{value}`, API Base: `{api_base}`\n" message += f"\t{i+1}. Deployment: `{deployment_name}`, Failed Requests: `{value}`, API Base: `{api_base}`\n"
message += "\n\n*😅 Top 5 Slowest Deployments:*\n\n" message += "\n\n*😅 Top Slowest Deployments:*\n\n"
if not top_5_slowest:
message += "\tNone\n"
for i in range(len(top_5_slowest)): for i in range(len(top_5_slowest)):
key = latency_keys[top_5_slowest[i]].split(":")[0] key = latency_keys[top_5_slowest[i]].split(":")[0]
_deployment = router.get_model_info(key) _deployment = router.get_model_info(key)

View file

@ -359,3 +359,49 @@ async def test_send_llm_exception_to_slack():
) )
await asyncio.sleep(3) await asyncio.sleep(3)
# test models with 0 metrics are ignored
@pytest.mark.asyncio
async def test_send_daily_reports_ignores_zero_values():
router = MagicMock()
router.get_model_ids.return_value = ['model1', 'model2', 'model3']
slack_alerting = SlackAlerting(internal_usage_cache=MagicMock())
# model1:failed=None, model2:failed=0, model3:failed=10, model1:latency=0; model2:latency=0; model3:latency=None
slack_alerting.internal_usage_cache.async_batch_get_cache = AsyncMock(return_value=[None, 0, 10, 0, 0, None])
slack_alerting.internal_usage_cache.async_batch_set_cache = AsyncMock()
router.get_model_info.side_effect = lambda x: {"litellm_params": {"model": x}}
with patch.object(slack_alerting, 'send_alert', new=AsyncMock()) as mock_send_alert:
result = await slack_alerting.send_daily_reports(router)
# Check that the send_alert method was called
mock_send_alert.assert_called_once()
message = mock_send_alert.call_args[1]['message']
# Ensure the message includes only the non-zero, non-None metrics
assert "model3" in message
assert "model2" not in message
assert "model1" not in message
assert result == True
# test no alert is sent if all None or 0 metrics
@pytest.mark.asyncio
async def test_send_daily_reports_all_zero_or_none():
router = MagicMock()
router.get_model_ids.return_value = ['model1', 'model2', 'model3']
slack_alerting = SlackAlerting(internal_usage_cache=MagicMock())
slack_alerting.internal_usage_cache.async_batch_get_cache = AsyncMock(return_value=[None, 0, None, 0, None, 0])
with patch.object(slack_alerting, 'send_alert', new=AsyncMock()) as mock_send_alert:
result = await slack_alerting.send_daily_reports(router)
# Check that the send_alert method was not called
mock_send_alert.assert_not_called()
assert result == False