diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py
index b3bf792e93..d5fde2a486 100644
--- a/litellm/integrations/prometheus.py
+++ b/litellm/integrations/prometheus.py
@@ -88,7 +88,9 @@ class PrometheusLogger(CustomLogger):
 
             _custom_buckets = litellm.prometheus_latency_buckets
             self.latency_buckets = (
-                tuple(_custom_buckets) if _custom_buckets is not None else LATENCY_BUCKETS
+                tuple(_custom_buckets)
+                if _custom_buckets is not None
+                else LATENCY_BUCKETS
             )
 
             # Create metric factory functions
@@ -1097,9 +1099,11 @@ class PrometheusLogger(CustomLogger):
             ),
             client_ip=standard_logging_payload["metadata"].get("requester_ip_address"),
             user_agent=standard_logging_payload["metadata"].get("user_agent"),
-            stream=str(standard_logging_payload.get("stream"))
-            if litellm.prometheus_emit_stream_label
-            else None,
+            stream=(
+                str(standard_logging_payload.get("stream"))
+                if litellm.prometheus_emit_stream_label
+                else None
+            ),
         )
 
         if (
@@ -1767,9 +1771,11 @@ class PrometheusLogger(CustomLogger):
                 client_ip=_metadata.get("requester_ip_address"),
                 user_agent=_metadata.get("user_agent"),
                 model_id=model_id,
-                stream=str(request_data.get("stream"))
-                if litellm.prometheus_emit_stream_label
-                else None,
+                stream=(
+                    str(request_data.get("stream"))
+                    if litellm.prometheus_emit_stream_label
+                    else None
+                ),
             )
             _labels = prometheus_label_factory(
                 supported_enum_labels=self.get_labels_for_metric(
@@ -2093,9 +2099,9 @@ class PrometheusLogger(CustomLogger):
     ):
         try:
             verbose_logger.debug("setting remaining tokens requests metric")
-            standard_logging_payload: Optional[
-                StandardLoggingPayload
-            ] = request_kwargs.get("standard_logging_object")
+            standard_logging_payload: Optional[StandardLoggingPayload] = (
+                request_kwargs.get("standard_logging_object")
+            )
 
             if standard_logging_payload is None:
                 return
@@ -2728,9 +2734,7 @@ class PrometheusLogger(CustomLogger):
             )
             return
 
-        async def fetch_keys(
-            page_size: int, page: int
-        ) -> Tuple[
+        async def fetch_keys(page_size: int, page: int) -> Tuple[
             List[Union[str, UserAPIKeyAuth, LiteLLM_DeletedVerificationToken]],
             Optional[int],
         ]:
@@ -2921,9 +2925,11 @@ class PrometheusLogger(CustomLogger):
                 org_alias=org.organization_alias or "",
                 spend=org.spend or 0.0,
                 max_budget=budget_table.max_budget if budget_table else None,
-                budget_reset_at=getattr(budget_table, "budget_reset_at", None)
-                if budget_table
-                else None,
+                budget_reset_at=(
+                    getattr(budget_table, "budget_reset_at", None)
+                    if budget_table
+                    else None
+                ),
             )
 
     async def _set_team_budget_metrics_after_api_request(
@@ -3405,10 +3411,10 @@ class PrometheusLogger(CustomLogger):
         from litellm.constants import PROMETHEUS_BUDGET_METRICS_REFRESH_INTERVAL_MINUTES
         from litellm.integrations.custom_logger import CustomLogger
 
-        prometheus_loggers: List[
-            CustomLogger
-        ] = litellm.logging_callback_manager.get_custom_loggers_for_type(
-            callback_type=PrometheusLogger
+        prometheus_loggers: List[CustomLogger] = (
+            litellm.logging_callback_manager.get_custom_loggers_for_type(
+                callback_type=PrometheusLogger
+            )
         )
         # we need to get the initialized prometheus logger instance(s) and call logger.initialize_remaining_budget_metrics() on them
         verbose_logger.debug("found %s prometheus loggers", len(prometheus_loggers))
diff --git a/litellm/proxy/middleware/prometheus_auth_middleware.py b/litellm/proxy/middleware/prometheus_auth_middleware.py
index d5dec6c4bd..3b30fd3d63 100644
--- a/litellm/proxy/middleware/prometheus_auth_middleware.py
+++ b/litellm/proxy/middleware/prometheus_auth_middleware.py
@@ -1,6 +1,7 @@
 """
 Prometheus Auth Middleware - Pure ASGI implementation
 """
+
 import json
 from typing import Any, List, MutableMapping
 
diff --git a/litellm/types/integrations/prometheus.py b/litellm/types/integrations/prometheus.py
index 51a41f97e0..1b36ad5daa 100644
--- a/litellm/types/integrations/prometheus.py
+++ b/litellm/types/integrations/prometheus.py
@@ -676,9 +676,9 @@ class PrometheusMetricLabels:
 
     litellm_managed_batch_created_total = _batch_user_labels
 
-    litellm_managed_file_size_bytes: List[
-        str
-    ] = []  # labels: purpose, file_type, model, api_provider, user (custom)
+    litellm_managed_file_size_bytes: List[str] = (
+        []
+    )  # labels: purpose, file_type, model, api_provider, user (custom)
 
     litellm_managed_batch_duration_seconds = [
         UserAPIKeyLabelNames.v1_LITELLM_MODEL_NAME.value,
@@ -687,9 +687,9 @@ class PrometheusMetricLabels:
 
     litellm_managed_file_created_total = _batch_user_labels
 
-    litellm_managed_file_deleted_total: List[
-        str
-    ] = []  # only "result" label, added at metric creation
+    litellm_managed_file_deleted_total: List[str] = (
+        []
+    )  # only "result" label, added at metric creation
 
     litellm_check_batch_cost_jobs_polled: List[str] = []