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LiteLLM Minor Fixes & Improvements (11/12/2024) #6705

Merged
merged 11 commits into from
Nov 12, 2024
Merged

LiteLLM Minor Fixes & Improvements (11/12/2024) #6705

merged 11 commits into from
Nov 12, 2024

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krrishdholakia
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@krrishdholakia krrishdholakia commented Nov 12, 2024 •
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Title

Relevant issues

  • fixes metadata copy error when parent otel span in metadata
  • fixes diskcache async completion/embedding caching calls
  • fix langfuse logging when otel + db enabled on proxy

Type

🆕 New Feature
🐛 Bug Fix
🧹 Refactoring
📖 Documentation
🚄 Infrastructure
✅ Test

Changes

[REQUIRED] Testing - Attach a screenshot of any new tests passing locall

If UI changes, send a screenshot/GIF of working UI fixes

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vercel bot commented Nov 12, 2024 •
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The latest updates on your projects. Learn more about Vercel for Git ↗︎

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litellm ✅ Ready (Inspect) Visit Preview 💬 Add feedback Nov 12, 2024 5:21pm

@krrishdholakia
test(caching_unit_tests.py): add unit tests for llm caching
16bbed7 
ensures coverage for common caching scenarios across different implementations
github-advanced-security[bot]
github-advanced-security bot found potential problems Nov 12, 2024
View reviewed changes
tests/local_testing/cache_unit_tests.py
!= response2["choices"][0]["message"]["content"]
): # 1 and 2 should be the same
# 1&2 have the exact same input params. This MUST Be a CACHE HIT
print(f"response1: {response1}")

Check failure

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Copilot Autofix AI 3 months ago

To fix the problem, we should avoid logging the entire response1 object directly. Instead, we can log only non-sensitive parts of the response or use a sanitized version of the response that masks or omits sensitive information. This can be achieved by creating a helper function that sanitizes the response before logging it.

  1. Create a helper function to sanitize the response by removing or masking sensitive information.
  2. Replace the direct logging of response1 with a call to this helper function.
Suggested changeset 1
tests/local_testing/cache_unit_tests.py

Autofix patch

Autofix patch
Run the following command in your local git repository to apply this patch
cat << 'EOF' | git apply
diff --git a/tests/local_testing/cache_unit_tests.py b/tests/local_testing/cache_unit_tests.py
--- a/tests/local_testing/cache_unit_tests.py
+++ b/tests/local_testing/cache_unit_tests.py
@@ -95,4 +95,4 @@
             # 1&2 have the exact same input params. This MUST Be a CACHE HIT
-            print(f"response1: {response1}")
-            print(f"response2: {response2}")
+            print(f"response1: {sanitize_response(response1)}")
+            print(f"response2: {sanitize_response(response2)}")
             pytest.fail(
@@ -148,2 +148,10 @@
 
+    def sanitize_response(response):
+        sanitized_response = response.copy()
+        if "choices" in sanitized_response:
+            for choice in sanitized_response["choices"]:
+                if "message" in choice and "content" in choice["message"]:
+                    choice["message"]["content"] = "[REDACTED]"
+        return sanitized_response
+
     @pytest.mark.parametrize("sync_mode", [True, False])
EOF
@@ -95,4 +95,4 @@
# 1&2 have the exact same input params. This MUST Be a CACHE HIT
print(f"response1: {response1}")
print(f"response2: {response2}")
print(f"response1: {sanitize_response(response1)}")
print(f"response2: {sanitize_response(response2)}")
pytest.fail(
@@ -148,2 +148,10 @@

def sanitize_response(response):
sanitized_response = response.copy()
if "choices" in sanitized_response:
for choice in sanitized_response["choices"]:
if "message" in choice and "content" in choice["message"]:
choice["message"]["content"] = "[REDACTED]"
return sanitized_response

@pytest.mark.parametrize("sync_mode", [True, False])
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Please select one or more of the options
tests/local_testing/cache_unit_tests.py
): # 1 and 2 should be the same
# 1&2 have the exact same input params. This MUST Be a CACHE HIT
print(f"response1: {response1}")
print(f"response2: {response2}")

Check failure

Code scanning / CodeQL

Clear-text logging of sensitive information High test

This expression logs
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as clear text.
This expression logs
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as clear text.
This expression logs
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Copilot Autofix AI 3 months ago

To fix the problem, we should avoid logging the entire response2 object directly. Instead, we can log only the non-sensitive parts of the response. If the sensitive information is embedded within the response, we should sanitize the response before logging it. This can be done by either redacting the sensitive parts or by logging only the necessary information that does not include sensitive data.

In this specific case, we will replace the direct logging of response2 with a sanitized version that excludes sensitive information.

Suggested changeset 1
tests/local_testing/cache_unit_tests.py

Autofix patch

Autofix patch
Run the following command in your local git repository to apply this patch
cat << 'EOF' | git apply
diff --git a/tests/local_testing/cache_unit_tests.py b/tests/local_testing/cache_unit_tests.py
--- a/tests/local_testing/cache_unit_tests.py
+++ b/tests/local_testing/cache_unit_tests.py
@@ -28,2 +28,10 @@
 
+def sanitize_response(response):
+    sanitized_response = response.copy()
+    if "choices" in sanitized_response:
+        for choice in sanitized_response["choices"]:
+            if "message" in choice and "content" in choice["message"]:
+                choice["message"]["content"] = "[REDACTED]"
+    return sanitized_response
+
 class LLMCachingUnitTests(ABC):
@@ -95,4 +103,4 @@
             # 1&2 have the exact same input params. This MUST Be a CACHE HIT
-            print(f"response1: {response1}")
-            print(f"response2: {response2}")
+            print(f"response1: {sanitize_response(response1)}")
+            print(f"response2: {sanitize_response(response2)}")
             pytest.fail(
EOF
@@ -28,2 +28,10 @@

def sanitize_response(response):
sanitized_response = response.copy()
if "choices" in sanitized_response:
for choice in sanitized_response["choices"]:
if "message" in choice and "content" in choice["message"]:
choice["message"]["content"] = "[REDACTED]"
return sanitized_response

class LLMCachingUnitTests(ABC):
@@ -95,4 +103,4 @@
# 1&2 have the exact same input params. This MUST Be a CACHE HIT
print(f"response1: {response1}")
print(f"response2: {response2}")
print(f"response1: {sanitize_response(response1)}")
print(f"response2: {sanitize_response(response2)}")
pytest.fail(
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Please select one or more of the options
tests/local_testing/cache_unit_tests.py
mock_response="This number is awful!",
)

print("\nresponse 1", response1)

Check failure

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Copilot Autofix AI 3 months ago

To fix the problem, we should avoid logging the entire response objects directly. Instead, we can log only the non-sensitive parts of the responses or use a redaction mechanism to mask sensitive information.

  • Identify the sensitive parts of the response objects and avoid logging them.
  • Implement a function to redact or mask sensitive information in the response objects before logging.
  • Replace the direct logging statements with calls to this redaction function.
Suggested changeset 1
tests/local_testing/cache_unit_tests.py

Autofix patch

Autofix patch
Run the following command in your local git repository to apply this patch
cat << 'EOF' | git apply
diff --git a/tests/local_testing/cache_unit_tests.py b/tests/local_testing/cache_unit_tests.py
--- a/tests/local_testing/cache_unit_tests.py
+++ b/tests/local_testing/cache_unit_tests.py
@@ -1,2 +1,3 @@
 from abc import ABC, abstractmethod
+import re
 from litellm.caching import LiteLLMCacheType
@@ -119,5 +120,5 @@
 
-        print("\nresponse 1", response1)
-        print("\nresponse 2", response2)
-        print("\nresponse 3", response3)
+        print("\nresponse 1", redact_sensitive_info(response1))
+        print("\nresponse 2", redact_sensitive_info(response2))
+        print("\nresponse 3", redact_sensitive_info(response3))
         # print("\nresponse 4", response4)
@@ -127,2 +128,8 @@
 
+        def redact_sensitive_info(response):
+            response_str = str(response)
+            response_str = re.sub(r'("api_key":\s*")[^"]+(")', r'\1[REDACTED]\2', response_str)
+            response_str = re.sub(r'("api_base":\s*")[^"]+(")', r'\1[REDACTED]\2', response_str)
+            return response_str
+
         # 1 & 2 should be exactly the same
EOF
@@ -1,2 +1,3 @@
from abc import ABC, abstractmethod
import re
from litellm.caching import LiteLLMCacheType
@@ -119,5 +120,5 @@

print("\nresponse 1", response1)
print("\nresponse 2", response2)
print("\nresponse 3", response3)
print("\nresponse 1", redact_sensitive_info(response1))
print("\nresponse 2", redact_sensitive_info(response2))
print("\nresponse 3", redact_sensitive_info(response3))
# print("\nresponse 4", response4)
@@ -127,2 +128,8 @@

def redact_sensitive_info(response):
response_str = str(response)
response_str = re.sub(r'("api_key":\s*")[^"]+(")', r'\1[REDACTED]\2', response_str)
response_str = re.sub(r'("api_base":\s*")[^"]+(")', r'\1[REDACTED]\2', response_str)
return response_str

# 1 & 2 should be exactly the same
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Please select one or more of the options
tests/local_testing/cache_unit_tests.py
)

print("\nresponse 1", response1)
print("\nresponse 2", response2)

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This expression logs
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This expression logs
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This expression logs
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as clear text.
This expressi

Copilot Autofix AI 3 months ago

To fix the problem, we should avoid logging the entire response2 object directly. Instead, we can log only the non-sensitive parts of the response. This can be achieved by sanitizing the response before logging it. Specifically, we can create a function to remove or mask sensitive information from the response object before logging it.

  1. Create a function to sanitize the response object by removing or masking sensitive information.
  2. Replace the direct logging of response2 with the sanitized version of the response.
Suggested changeset 1
tests/local_testing/cache_unit_tests.py

Autofix patch

Autofix patch
Run the following command in your local git repository to apply this patch
cat << 'EOF' | git apply
diff --git a/tests/local_testing/cache_unit_tests.py b/tests/local_testing/cache_unit_tests.py
--- a/tests/local_testing/cache_unit_tests.py
+++ b/tests/local_testing/cache_unit_tests.py
@@ -95,4 +95,4 @@
             # 1&2 have the exact same input params. This MUST Be a CACHE HIT
-            print(f"response1: {response1}")
-            print(f"response2: {response2}")
+            print(f"response1: {sanitize_response(response1)}")
+            print(f"response2: {sanitize_response(response2)}")
             pytest.fail(
@@ -119,5 +119,5 @@
 
-        print("\nresponse 1", response1)
-        print("\nresponse 2", response2)
-        print("\nresponse 3", response3)
+        print("\nresponse 1", sanitize_response(response1))
+        print("\nresponse 2", sanitize_response(response2))
+        print("\nresponse 3", sanitize_response(response3))
         # print("\nresponse 4", response4)
@@ -135,4 +135,4 @@
             # if input params like max_tokens, temperature are diff it should NOT be a cache hit
-            print(f"response1: {response1}")
-            print(f"response3: {response3}")
+            print(f"response1: {sanitize_response(response1)}")
+            print(f"response3: {sanitize_response(response3)}")
             pytest.fail(
EOF
@@ -95,4 +95,4 @@
# 1&2 have the exact same input params. This MUST Be a CACHE HIT
print(f"response1: {response1}")
print(f"response2: {response2}")
print(f"response1: {sanitize_response(response1)}")
print(f"response2: {sanitize_response(response2)}")
pytest.fail(
@@ -119,5 +119,5 @@

print("\nresponse 1", response1)
print("\nresponse 2", response2)
print("\nresponse 3", response3)
print("\nresponse 1", sanitize_response(response1))
print("\nresponse 2", sanitize_response(response2))
print("\nresponse 3", sanitize_response(response3))
# print("\nresponse 4", response4)
@@ -135,4 +135,4 @@
# if input params like max_tokens, temperature are diff it should NOT be a cache hit
print(f"response1: {response1}")
print(f"response3: {response3}")
print(f"response1: {sanitize_response(response1)}")
print(f"response3: {sanitize_response(response3)}")
pytest.fail(
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Please select one or more of the options
tests/local_testing/cache_unit_tests.py

print("\nresponse 1", response1)
print("\nresponse 2", response2)
print("\nresponse 3", response3)

Check failure

Code scanning / CodeQL

Clear-text logging of sensitive information High test

This expression logs
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as clear text.
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Copilot Autofix AI 3 months ago

To fix the problem, we should avoid logging the entire response3 object directly. Instead, we can log only the non-sensitive parts of the response. This can be achieved by extracting and logging only the necessary information that does not include sensitive data.

  • Identify the parts of the response3 object that are safe to log.
  • Replace the direct logging of response3 with logging of only the non-sensitive parts.
  • Ensure that any sensitive information is excluded from the logs.
Suggested changeset 1
tests/local_testing/cache_unit_tests.py

Autofix patch

Autofix patch
Run the following command in your local git repository to apply this patch
cat << 'EOF' | git apply
diff --git a/tests/local_testing/cache_unit_tests.py b/tests/local_testing/cache_unit_tests.py
--- a/tests/local_testing/cache_unit_tests.py
+++ b/tests/local_testing/cache_unit_tests.py
@@ -121,3 +121,3 @@
         print("\nresponse 2", response2)
-        print("\nresponse 3", response3)
+        print("\nresponse 3 (non-sensitive parts)", {k: v for k, v in response3.items() if k not in ['api_key', 'api_base']})
         # print("\nresponse 4", response4)
@@ -136,3 +136,3 @@
             print(f"response1: {response1}")
-            print(f"response3: {response3}")
+            print(f"response3 (non-sensitive parts): { {k: v for k, v in response3.items() if k not in ['api_key', 'api_base']} }")
             pytest.fail(
EOF
@@ -121,3 +121,3 @@
print("\nresponse 2", response2)
print("\nresponse 3", response3)
print("\nresponse 3 (non-sensitive parts)", {k: v for k, v in response3.items() if k not in ['api_key', 'api_base']})
# print("\nresponse 4", response4)
@@ -136,3 +136,3 @@
print(f"response1: {response1}")
print(f"response3: {response3}")
print(f"response3 (non-sensitive parts): { {k: v for k, v in response3.items() if k not in ['api_key', 'api_base']} }")
pytest.fail(
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Please select one or more of the options
tests/local_testing/cache_unit_tests.py
== response3["choices"][0]["message"]["content"]
):
# if input params like max_tokens, temperature are diff it should NOT be a cache hit
print(f"response1: {response1}")

Check failure

Code scanning / CodeQL

Clear-text logging of sensitive information High test

This expression logs
sensitive data (secret)
Loading
as clear text.
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sensitive data (secret)
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as clear text.
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This expressi

Copilot Autofix AI 3 months ago

To fix the problem, we should avoid logging the entire response1 object directly. Instead, we can log only the non-sensitive parts of the response. If the response object contains sensitive information, we should either mask it or exclude it from the logs.

  • Identify the sensitive parts of the response1 object.
  • Modify the logging statements to exclude or mask sensitive information.
  • Ensure that the fix does not change the existing functionality of the code.
Suggested changeset 1
tests/local_testing/cache_unit_tests.py

Autofix patch

Autofix patch
Run the following command in your local git repository to apply this patch
cat << 'EOF' | git apply
diff --git a/tests/local_testing/cache_unit_tests.py b/tests/local_testing/cache_unit_tests.py
--- a/tests/local_testing/cache_unit_tests.py
+++ b/tests/local_testing/cache_unit_tests.py
@@ -135,4 +135,4 @@
             # if input params like max_tokens, temperature are diff it should NOT be a cache hit
-            print(f"response1: {response1}")
-            print(f"response3: {response3}")
+            print(f"response1: {{'id': response1['id'], 'created': response1['created'], 'choices': response1['choices']}}")
+            print(f"response3: {{'id': response3['id'], 'created': response3['created'], 'choices': response3['choices']}}")
             pytest.fail(
EOF
@@ -135,4 +135,4 @@
# if input params like max_tokens, temperature are diff it should NOT be a cache hit
print(f"response1: {response1}")
print(f"response3: {response3}")
print(f"response1: {{'id': response1['id'], 'created': response1['created'], 'choices': response1['choices']}}")
print(f"response3: {{'id': response3['id'], 'created': response3['created'], 'choices': response3['choices']}}")
pytest.fail(
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Please select one or more of the options
tests/local_testing/cache_unit_tests.py
):
# if input params like max_tokens, temperature are diff it should NOT be a cache hit
print(f"response1: {response1}")
print(f"response3: {response3}")

Check failure

Code scanning / CodeQL

Clear-text logging of sensitive information High test

This expression logs
sensitive data (secret)
Loading
as clear text.
This expression logs
sensitive data (secret)
Loading
as clear text.
This expression logs
sensitive data (secret)
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as clear text.
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This expressi

Copilot Autofix AI 3 months ago

To fix the problem, we should avoid logging the entire response3 object directly. Instead, we can log only non-sensitive parts of the response or use a placeholder message indicating that a response was received without exposing its contents. This approach ensures that sensitive information is not inadvertently exposed in the logs.

  • Identify the lines where response3 is logged.
  • Replace the logging statements with safer alternatives that do not expose sensitive information.
  • Ensure that the changes do not affect the existing functionality of the code.
Suggested changeset 1
tests/local_testing/cache_unit_tests.py

Autofix patch

Autofix patch
Run the following command in your local git repository to apply this patch
cat << 'EOF' | git apply
diff --git a/tests/local_testing/cache_unit_tests.py b/tests/local_testing/cache_unit_tests.py
--- a/tests/local_testing/cache_unit_tests.py
+++ b/tests/local_testing/cache_unit_tests.py
@@ -121,3 +121,3 @@
         print("\nresponse 2", response2)
-        print("\nresponse 3", response3)
+        print("\nresponse 3 received")
         # print("\nresponse 4", response4)
@@ -136,3 +136,3 @@
             print(f"response1: {response1}")
-            print(f"response3: {response3}")
+            print("response3 received")
             pytest.fail(
EOF
@@ -121,3 +121,3 @@
print("\nresponse 2", response2)
print("\nresponse 3", response3)
print("\nresponse 3 received")
# print("\nresponse 4", response4)
@@ -136,3 +136,3 @@
print(f"response1: {response1}")
print(f"response3: {response3}")
print("response3 received")
pytest.fail(
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Please select one or more of the options
@krrishdholakia
fix(langfuse.py): avoid copying functions/thread lock objects in meta…
96464a3 
…data

fixes metadata copy error when parent otel span in metadata
@krrishdholakia krrishdholakia marked this pull request as ready for review November 12, 2024 15:53
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codecov bot commented Nov 12, 2024

Codecov Report

Attention: Patch coverage is 83.33333% with 16 lines in your changes missing coverage. Please review.

Files with missing lines Patch % Lines
litellm/caching/qdrant_semantic_cache.py 33.33% 4 Missing ⚠️
litellm/caching/redis_semantic_cache.py 33.33% 4 Missing ⚠️
litellm/caching/s3_cache.py 33.33% 4 Missing ⚠️
litellm/integrations/langfuse/langfuse.py 91.30% 2 Missing ⚠️
litellm/caching/base_cache.py 80.00% 1 Missing ⚠️
litellm/caching/disk_cache.py 66.66% 1 Missing ⚠️

📢 Thoughts on this report? Let us know!

@krrishdholakia krrishdholakia changed the title fix(caching): convert arg to equivalent kwargs in llm caching handler LiteLLM Minor Fixes & Improvements (11/12/2024) Nov 12, 2024
@krrishdholakia krrishdholakia merged commit 9160d80 into main Nov 12, 2024
0 of 12 checks passed
@krrishdholakia krrishdholakia deleted the litellm_dev_11_12_2024 branch November 12, 2024 17:20
krrishdholakia added a commit that referenced this pull request Nov 13, 2024
@krrishdholakia
LiteLLM Minor Fixes & Improvements (11/12/2024) (#6705)
09365cb 
* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test
krrishdholakia added a commit that referenced this pull request Nov 13, 2024
@krrishdholakia @ishaan-jaff
@dinmukhamedm @klieret
Litellm key update fix (#6710)
1c3dcd4 
* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* fix(key_management_endpoints.py): fix /key/update with metadata update

* fix(key_management_endpoints.py): fix key_prepare_update helper

* fix(key_management_endpoints.py): reset value to none if set in key update

* fix: update test

'

* Litellm dev 11 11 2024 (#6693)

* fix(__init__.py): add 'watsonx_text' as mapped llm api route

Fixes #6663

* fix(opentelemetry.py): fix passing parallel tool calls to otel

Fixes #6677

* refactor(test_opentelemetry_unit_tests.py): create a base set of unit tests for all logging integrations - test for parallel tool call handling

reduces bugs in repo

* fix(__init__.py): update provider-model mapping to include all known provider-model mappings

Fixes #6669

* feat(anthropic): support passing document in llm api call

* docs(anthropic.md): add pdf anthropic call to docs + expose new 'supports_pdf_input' function

* fix(factory.py): fix linting error

* add clear doc string for GCS bucket logging

* Add docs to export logs to Laminar (#6674)

* Add docs to export logs to Laminar

* minor fix: newline at end of file

* place laminar after http and grpc

* (Feat) Add langsmith key based logging (#6682)

* add langsmith_api_key to StandardCallbackDynamicParams

* create a file for langsmith types

* langsmith add key / team based logging

* add key based logging for langsmith

* fix langsmith key based logging

* fix linting langsmith

* remove NOQA violation

* add unit test coverage for all helpers in test langsmith

* test_langsmith_key_based_logging

* docs langsmith key based logging

* run langsmith tests in logging callback tests

* fix logging testing

* test_langsmith_key_based_logging

* test_add_callback_via_key_litellm_pre_call_utils_langsmith

* add debug statement langsmith key based logging

* test_langsmith_key_based_logging

* (fix) OpenAI's optional messages[].name  does not work with Mistral API  (#6701)

* use helper for _transform_messages mistral

* add test_message_with_name to base LLMChat test

* fix linting

* add xAI on Admin UI (#6680)

* (docs) add benchmarks on 1K RPS  (#6704)

* docs litellm proxy benchmarks

* docs GCS bucket

* doc fix - reduce clutter on logging doc title

* (feat) add cost tracking stable diffusion 3 on Bedrock  (#6676)

* add cost tracking for sd3

* test_image_generation_bedrock

* fix get model info for image cost

* add cost_calculator for stability 1 models

* add unit testing for bedrock image cost calc

* test_cost_calculator_with_no_optional_params

* add test_cost_calculator_basic

* correctly allow size Optional

* fix cost_calculator

* sd3 unit tests cost calc

* fix raise correct error 404 when /key/info is called on non-existent key  (#6653)

* fix raise correct error on /key/info

* add not_found_error error

* fix key not found in DB error

* use 1 helper for checking token hash

* fix error code on key info

* fix test key gen prisma

* test_generate_and_call_key_info

* test fix test_call_with_valid_model_using_all_models

* fix key info tests

* bump: version 1.52.4 → 1.52.5

* add defaults used for GCS logging

* LiteLLM Minor Fixes & Improvements (11/12/2024)  (#6705)

* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* bump: version 1.52.5 → 1.52.6

* (feat) helm hook to sync db schema  (#6715)

* v0 migration job

* fix job

* fix migrations job.yml

* handle standalone DB on helm hook

* fix argo cd annotations

* fix db migration helm hook

* fix migration job

* doc fix Using Http/2 with Hypercorn

* (fix proxy redis) Add redis sentinel support  (#6154)

* add sentinel_password support

* add doc for setting redis sentinel password

* fix redis sentinel - use sentinel password

* Fix: Update gpt-4o costs to that of gpt-4o-2024-08-06 (#6714)

Fixes #6713

* (fix) using Anthropic `response_format={"type": "json_object"}`  (#6721)

* add support for response_format=json anthropic

* add test_json_response_format to baseLLM ChatTest

* fix test_litellm_anthropic_prompt_caching_tools

* fix test_anthropic_function_call_with_no_schema

* test test_create_json_tool_call_for_response_format

* (feat) Add cost tracking for Azure Dall-e-3 Image Generation  + use base class to ensure basic image generation tests pass  (#6716)

* add BaseImageGenTest

* use 1 class for unit testing

* add debugging to BaseImageGenTest

* TestAzureOpenAIDalle3

* fix response_cost_calculator

* test_basic_image_generation

* fix img gen basic test

* fix _select_model_name_for_cost_calc

* fix test_aimage_generation_bedrock_with_optional_params

* fix undo changes cost tracking

* fix response_cost_calculator

* fix test_cost_azure_gpt_35

* fix remove dup test (#6718)

* (build) update db helm hook

* (build) helm db pre sync hook

* (build) helm db sync hook

* test: run test_team_logging firdst

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>
krrishdholakia added a commit that referenced this pull request Nov 13, 2024
@krrishdholakia @ishaan-jaff
@dinmukhamedm @klieret
Litellm key update fix (#6710)
3ee871b 
* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* fix(key_management_endpoints.py): fix /key/update with metadata update

* fix(key_management_endpoints.py): fix key_prepare_update helper

* fix(key_management_endpoints.py): reset value to none if set in key update

* fix: update test

'

* Litellm dev 11 11 2024 (#6693)

* fix(__init__.py): add 'watsonx_text' as mapped llm api route

Fixes #6663

* fix(opentelemetry.py): fix passing parallel tool calls to otel

Fixes #6677

* refactor(test_opentelemetry_unit_tests.py): create a base set of unit tests for all logging integrations - test for parallel tool call handling

reduces bugs in repo

* fix(__init__.py): update provider-model mapping to include all known provider-model mappings

Fixes #6669

* feat(anthropic): support passing document in llm api call

* docs(anthropic.md): add pdf anthropic call to docs + expose new 'supports_pdf_input' function

* fix(factory.py): fix linting error

* add clear doc string for GCS bucket logging

* Add docs to export logs to Laminar (#6674)

* Add docs to export logs to Laminar

* minor fix: newline at end of file

* place laminar after http and grpc

* (Feat) Add langsmith key based logging (#6682)

* add langsmith_api_key to StandardCallbackDynamicParams

* create a file for langsmith types

* langsmith add key / team based logging

* add key based logging for langsmith

* fix langsmith key based logging

* fix linting langsmith

* remove NOQA violation

* add unit test coverage for all helpers in test langsmith

* test_langsmith_key_based_logging

* docs langsmith key based logging

* run langsmith tests in logging callback tests

* fix logging testing

* test_langsmith_key_based_logging

* test_add_callback_via_key_litellm_pre_call_utils_langsmith

* add debug statement langsmith key based logging

* test_langsmith_key_based_logging

* (fix) OpenAI's optional messages[].name  does not work with Mistral API  (#6701)

* use helper for _transform_messages mistral

* add test_message_with_name to base LLMChat test

* fix linting

* add xAI on Admin UI (#6680)

* (docs) add benchmarks on 1K RPS  (#6704)

* docs litellm proxy benchmarks

* docs GCS bucket

* doc fix - reduce clutter on logging doc title

* (feat) add cost tracking stable diffusion 3 on Bedrock  (#6676)

* add cost tracking for sd3

* test_image_generation_bedrock

* fix get model info for image cost

* add cost_calculator for stability 1 models

* add unit testing for bedrock image cost calc

* test_cost_calculator_with_no_optional_params

* add test_cost_calculator_basic

* correctly allow size Optional

* fix cost_calculator

* sd3 unit tests cost calc

* fix raise correct error 404 when /key/info is called on non-existent key  (#6653)

* fix raise correct error on /key/info

* add not_found_error error

* fix key not found in DB error

* use 1 helper for checking token hash

* fix error code on key info

* fix test key gen prisma

* test_generate_and_call_key_info

* test fix test_call_with_valid_model_using_all_models

* fix key info tests

* bump: version 1.52.4 → 1.52.5

* add defaults used for GCS logging

* LiteLLM Minor Fixes & Improvements (11/12/2024)  (#6705)

* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* bump: version 1.52.5 → 1.52.6

* (feat) helm hook to sync db schema  (#6715)

* v0 migration job

* fix job

* fix migrations job.yml

* handle standalone DB on helm hook

* fix argo cd annotations

* fix db migration helm hook

* fix migration job

* doc fix Using Http/2 with Hypercorn

* (fix proxy redis) Add redis sentinel support  (#6154)

* add sentinel_password support

* add doc for setting redis sentinel password

* fix redis sentinel - use sentinel password

* Fix: Update gpt-4o costs to that of gpt-4o-2024-08-06 (#6714)

Fixes #6713

* (fix) using Anthropic `response_format={"type": "json_object"}`  (#6721)

* add support for response_format=json anthropic

* add test_json_response_format to baseLLM ChatTest

* fix test_litellm_anthropic_prompt_caching_tools

* fix test_anthropic_function_call_with_no_schema

* test test_create_json_tool_call_for_response_format

* (feat) Add cost tracking for Azure Dall-e-3 Image Generation  + use base class to ensure basic image generation tests pass  (#6716)

* add BaseImageGenTest

* use 1 class for unit testing

* add debugging to BaseImageGenTest

* TestAzureOpenAIDalle3

* fix response_cost_calculator

* test_basic_image_generation

* fix img gen basic test

* fix _select_model_name_for_cost_calc

* fix test_aimage_generation_bedrock_with_optional_params

* fix undo changes cost tracking

* fix response_cost_calculator

* fix test_cost_azure_gpt_35

* fix remove dup test (#6718)

* (build) update db helm hook

* (build) helm db pre sync hook

* (build) helm db sync hook

* test: run test_team_logging firdst

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>
krrishdholakia added a commit that referenced this pull request Nov 15, 2024
@krrishdholakia @B-Step62
@ishaan-jaff @dinmukhamedm @klieret
LiteLLM Minor Fixes & Improvements (11/13/2024) (#6729)
3beecfb 
* fix(utils.py): add logprobs support for together ai

Fixes

#6724

* feat(pass_through_endpoints/): add anthropic/ pass-through endpoint

adds new `anthropic/` pass-through endpoint + refactors docs

* feat(spend_management_endpoints.py): allow /global/spend/report to query team + customer id

enables seeing spend for a customer in a team

* Add integration with MLflow Tracing (#6147)

* Add MLflow logger

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Streaming handling

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* lint

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* address comments and fix issues

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* address comments and fix issues

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Move logger construction code

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Add docs

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* async handlers

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* new picture

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

---------

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* fix(mlflow.py): fix ruff linting errors

* ci(config.yml): add mlflow to ci testing

* fix: fix test

* test: fix test

* Litellm key update fix (#6710)

* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* fix(key_management_endpoints.py): fix /key/update with metadata update

* fix(key_management_endpoints.py): fix key_prepare_update helper

* fix(key_management_endpoints.py): reset value to none if set in key update

* fix: update test

'

* Litellm dev 11 11 2024 (#6693)

* fix(__init__.py): add 'watsonx_text' as mapped llm api route

Fixes #6663

* fix(opentelemetry.py): fix passing parallel tool calls to otel

Fixes #6677

* refactor(test_opentelemetry_unit_tests.py): create a base set of unit tests for all logging integrations - test for parallel tool call handling

reduces bugs in repo

* fix(__init__.py): update provider-model mapping to include all known provider-model mappings

Fixes #6669

* feat(anthropic): support passing document in llm api call

* docs(anthropic.md): add pdf anthropic call to docs + expose new 'supports_pdf_input' function

* fix(factory.py): fix linting error

* add clear doc string for GCS bucket logging

* Add docs to export logs to Laminar (#6674)

* Add docs to export logs to Laminar

* minor fix: newline at end of file

* place laminar after http and grpc

* (Feat) Add langsmith key based logging (#6682)

* add langsmith_api_key to StandardCallbackDynamicParams

* create a file for langsmith types

* langsmith add key / team based logging

* add key based logging for langsmith

* fix langsmith key based logging

* fix linting langsmith

* remove NOQA violation

* add unit test coverage for all helpers in test langsmith

* test_langsmith_key_based_logging

* docs langsmith key based logging

* run langsmith tests in logging callback tests

* fix logging testing

* test_langsmith_key_based_logging

* test_add_callback_via_key_litellm_pre_call_utils_langsmith

* add debug statement langsmith key based logging

* test_langsmith_key_based_logging

* (fix) OpenAI's optional messages[].name  does not work with Mistral API  (#6701)

* use helper for _transform_messages mistral

* add test_message_with_name to base LLMChat test

* fix linting

* add xAI on Admin UI (#6680)

* (docs) add benchmarks on 1K RPS  (#6704)

* docs litellm proxy benchmarks

* docs GCS bucket

* doc fix - reduce clutter on logging doc title

* (feat) add cost tracking stable diffusion 3 on Bedrock  (#6676)

* add cost tracking for sd3

* test_image_generation_bedrock

* fix get model info for image cost

* add cost_calculator for stability 1 models

* add unit testing for bedrock image cost calc

* test_cost_calculator_with_no_optional_params

* add test_cost_calculator_basic

* correctly allow size Optional

* fix cost_calculator

* sd3 unit tests cost calc

* fix raise correct error 404 when /key/info is called on non-existent key  (#6653)

* fix raise correct error on /key/info

* add not_found_error error

* fix key not found in DB error

* use 1 helper for checking token hash

* fix error code on key info

* fix test key gen prisma

* test_generate_and_call_key_info

* test fix test_call_with_valid_model_using_all_models

* fix key info tests

* bump: version 1.52.4 → 1.52.5

* add defaults used for GCS logging

* LiteLLM Minor Fixes & Improvements (11/12/2024)  (#6705)

* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* bump: version 1.52.5 → 1.52.6

* (feat) helm hook to sync db schema  (#6715)

* v0 migration job

* fix job

* fix migrations job.yml

* handle standalone DB on helm hook

* fix argo cd annotations

* fix db migration helm hook

* fix migration job

* doc fix Using Http/2 with Hypercorn

* (fix proxy redis) Add redis sentinel support  (#6154)

* add sentinel_password support

* add doc for setting redis sentinel password

* fix redis sentinel - use sentinel password

* Fix: Update gpt-4o costs to that of gpt-4o-2024-08-06 (#6714)

Fixes #6713

* (fix) using Anthropic `response_format={"type": "json_object"}`  (#6721)

* add support for response_format=json anthropic

* add test_json_response_format to baseLLM ChatTest

* fix test_litellm_anthropic_prompt_caching_tools

* fix test_anthropic_function_call_with_no_schema

* test test_create_json_tool_call_for_response_format

* (feat) Add cost tracking for Azure Dall-e-3 Image Generation  + use base class to ensure basic image generation tests pass  (#6716)

* add BaseImageGenTest

* use 1 class for unit testing

* add debugging to BaseImageGenTest

* TestAzureOpenAIDalle3

* fix response_cost_calculator

* test_basic_image_generation

* fix img gen basic test

* fix _select_model_name_for_cost_calc

* fix test_aimage_generation_bedrock_with_optional_params

* fix undo changes cost tracking

* fix response_cost_calculator

* fix test_cost_azure_gpt_35

* fix remove dup test (#6718)

* (build) update db helm hook

* (build) helm db pre sync hook

* (build) helm db sync hook

* test: run test_team_logging firdst

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>

* test: update test

* test: skip anthropic overloaded error

* test: cleanup test

* test: update tests

* test: fix test

* test: handle gemini overloaded model error

* test: handle internal server error

* test: handle anthropic overloaded error

* test: handle claude instability

---------

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>
Co-authored-by: Yuki Watanabe <31463517+B-Step62@users.noreply.github.com>
Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>
krrishdholakia added a commit that referenced this pull request Nov 15, 2024
@krrishdholakia @B-Step62
@ishaan-jaff @dinmukhamedm @klieret
LiteLLM Minor Fixes & Improvements (11/13/2024) (#6729)
b99921d 
* fix(utils.py): add logprobs support for together ai

Fixes

#6724

* feat(pass_through_endpoints/): add anthropic/ pass-through endpoint

adds new `anthropic/` pass-through endpoint + refactors docs

* feat(spend_management_endpoints.py): allow /global/spend/report to query team + customer id

enables seeing spend for a customer in a team

* Add integration with MLflow Tracing (#6147)

* Add MLflow logger

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Streaming handling

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* lint

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* address comments and fix issues

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* address comments and fix issues

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Move logger construction code

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Add docs

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* async handlers

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* new picture

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

---------

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* fix(mlflow.py): fix ruff linting errors

* ci(config.yml): add mlflow to ci testing

* fix: fix test

* test: fix test

* Litellm key update fix (#6710)

* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* fix(key_management_endpoints.py): fix /key/update with metadata update

* fix(key_management_endpoints.py): fix key_prepare_update helper

* fix(key_management_endpoints.py): reset value to none if set in key update

* fix: update test

'

* Litellm dev 11 11 2024 (#6693)

* fix(__init__.py): add 'watsonx_text' as mapped llm api route

Fixes #6663

* fix(opentelemetry.py): fix passing parallel tool calls to otel

Fixes #6677

* refactor(test_opentelemetry_unit_tests.py): create a base set of unit tests for all logging integrations - test for parallel tool call handling

reduces bugs in repo

* fix(__init__.py): update provider-model mapping to include all known provider-model mappings

Fixes #6669

* feat(anthropic): support passing document in llm api call

* docs(anthropic.md): add pdf anthropic call to docs + expose new 'supports_pdf_input' function

* fix(factory.py): fix linting error

* add clear doc string for GCS bucket logging

* Add docs to export logs to Laminar (#6674)

* Add docs to export logs to Laminar

* minor fix: newline at end of file

* place laminar after http and grpc

* (Feat) Add langsmith key based logging (#6682)

* add langsmith_api_key to StandardCallbackDynamicParams

* create a file for langsmith types

* langsmith add key / team based logging

* add key based logging for langsmith

* fix langsmith key based logging

* fix linting langsmith

* remove NOQA violation

* add unit test coverage for all helpers in test langsmith

* test_langsmith_key_based_logging

* docs langsmith key based logging

* run langsmith tests in logging callback tests

* fix logging testing

* test_langsmith_key_based_logging

* test_add_callback_via_key_litellm_pre_call_utils_langsmith

* add debug statement langsmith key based logging

* test_langsmith_key_based_logging

* (fix) OpenAI's optional messages[].name  does not work with Mistral API  (#6701)

* use helper for _transform_messages mistral

* add test_message_with_name to base LLMChat test

* fix linting

* add xAI on Admin UI (#6680)

* (docs) add benchmarks on 1K RPS  (#6704)

* docs litellm proxy benchmarks

* docs GCS bucket

* doc fix - reduce clutter on logging doc title

* (feat) add cost tracking stable diffusion 3 on Bedrock  (#6676)

* add cost tracking for sd3

* test_image_generation_bedrock

* fix get model info for image cost

* add cost_calculator for stability 1 models

* add unit testing for bedrock image cost calc

* test_cost_calculator_with_no_optional_params

* add test_cost_calculator_basic

* correctly allow size Optional

* fix cost_calculator

* sd3 unit tests cost calc

* fix raise correct error 404 when /key/info is called on non-existent key  (#6653)

* fix raise correct error on /key/info

* add not_found_error error

* fix key not found in DB error

* use 1 helper for checking token hash

* fix error code on key info

* fix test key gen prisma

* test_generate_and_call_key_info

* test fix test_call_with_valid_model_using_all_models

* fix key info tests

* bump: version 1.52.4 → 1.52.5

* add defaults used for GCS logging

* LiteLLM Minor Fixes & Improvements (11/12/2024)  (#6705)

* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* bump: version 1.52.5 → 1.52.6

* (feat) helm hook to sync db schema  (#6715)

* v0 migration job

* fix job

* fix migrations job.yml

* handle standalone DB on helm hook

* fix argo cd annotations

* fix db migration helm hook

* fix migration job

* doc fix Using Http/2 with Hypercorn

* (fix proxy redis) Add redis sentinel support  (#6154)

* add sentinel_password support

* add doc for setting redis sentinel password

* fix redis sentinel - use sentinel password

* Fix: Update gpt-4o costs to that of gpt-4o-2024-08-06 (#6714)

Fixes #6713

* (fix) using Anthropic `response_format={"type": "json_object"}`  (#6721)

* add support for response_format=json anthropic

* add test_json_response_format to baseLLM ChatTest

* fix test_litellm_anthropic_prompt_caching_tools

* fix test_anthropic_function_call_with_no_schema

* test test_create_json_tool_call_for_response_format

* (feat) Add cost tracking for Azure Dall-e-3 Image Generation  + use base class to ensure basic image generation tests pass  (#6716)

* add BaseImageGenTest

* use 1 class for unit testing

* add debugging to BaseImageGenTest

* TestAzureOpenAIDalle3

* fix response_cost_calculator

* test_basic_image_generation

* fix img gen basic test

* fix _select_model_name_for_cost_calc

* fix test_aimage_generation_bedrock_with_optional_params

* fix undo changes cost tracking

* fix response_cost_calculator

* fix test_cost_azure_gpt_35

* fix remove dup test (#6718)

* (build) update db helm hook

* (build) helm db pre sync hook

* (build) helm db sync hook

* test: run test_team_logging firdst

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>

* test: update test

* test: skip anthropic overloaded error

* test: cleanup test

* test: update tests

* test: fix test

* test: handle gemini overloaded model error

* test: handle internal server error

* test: handle anthropic overloaded error

* test: handle claude instability

---------

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>
Co-authored-by: Yuki Watanabe <31463517+B-Step62@users.noreply.github.com>
Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>
krrishdholakia added a commit that referenced this pull request Nov 19, 2024
@krrishdholakia @ishaan-jaff
@Aiden-Jeon @CamdenClark @IamRash-7 @B-Step62 @dinmukhamedm @klieret
Litellm lm studio embedding params (#6746)
ba28e52 
* fix(ollama.py): fix get model info request

Fixes #6703

* feat(anthropic/chat/transformation.py): support passing user id to anthropic via openai 'user' param

* docs(anthropic.md): document all supported openai params for anthropic

* test: fix tests

* fix: fix tests

* feat(jina_ai/): add rerank support

Closes #6691

* test: handle service unavailable error

* fix(handler.py): refactor together ai rerank call

* test: update test to handle overloaded error

* test: fix test

* Litellm router trace (#6742)

* feat(router.py): add trace_id to parent functions - allows tracking retry/fallbacks

* feat(router.py): log trace id across retry/fallback logic

allows grouping llm logs for the same request

* test: fix tests

* fix: fix test

* fix(transformation.py): only set non-none stop_sequences

* Litellm router disable fallbacks (#6743)

* bump: version 1.52.6 → 1.52.7

* feat(router.py): enable dynamically disabling fallbacks

Allows for enabling/disabling fallbacks per key

* feat(litellm_pre_call_utils.py): support setting 'disable_fallbacks' on litellm key

* test: fix test

* fix(exception_mapping_utils.py): map 'model is overloaded' to internal server error

* fix(lm_studio/embed): support translating lm studio optional params

'

* feat(auth_checks.py): fix auth check inside route - `/team/list`

Fixes regression where non-admin w/ user_id=None able to query all teams

* docs proxy_budget_rescheduler_min_time

* helm run DISABLE_SCHEMA_UPDATE

* docs helm pre sync hook

* fix migration job.yaml

* fix DATABASE_URL

* use existing spec for migrations job

* fix yaml on migrations job

* fix migration job

* update doc on pre sync hook

* fix migrations-job.yaml

* fix migration job

* fix prisma migration

* test - handle eol model claude-2, use claude-2.1 instead

* (docs) add instructions on how to contribute to docker image

* Update code blocks huggingface.md (#6737)

* Update prefix.md (#6734)

* fix test_supports_response_schema

* mark Helm PreSyn as BETA

* (Feat) Add support for storing virtual keys in AWS SecretManager  (#6728)

* add SecretManager to httpxSpecialProvider

* fix importing AWSSecretsManagerV2

* add unit testing for writing keys to AWS secret manager

* use KeyManagementEventHooks for key/generated events

* us event hooks for key management endpoints

* working AWSSecretsManagerV2

* fix write secret to AWS secret manager on /key/generate

* fix KeyManagementSettings

* use tasks for key management hooks

* add async_delete_secret

* add test for async_delete_secret

* use _delete_virtual_keys_from_secret_manager

* fix test secret manager

* test_key_generate_with_secret_manager_call

* fix check for key_management_settings

* sync_read_secret

* test_aws_secret_manager

* fix sync_read_secret

* use helper to check when _should_read_secret_from_secret_manager

* test_get_secret_with_access_mode

* test - handle eol model claude-2, use claude-2.1 instead

* docs AWS secret manager

* fix test_read_nonexistent_secret

* fix test_supports_response_schema

* ci/cd run again

* LiteLLM Minor Fixes & Improvement (11/14/2024)  (#6730)

* fix(ollama.py): fix get model info request

Fixes #6703

* feat(anthropic/chat/transformation.py): support passing user id to anthropic via openai 'user' param

* docs(anthropic.md): document all supported openai params for anthropic

* test: fix tests

* fix: fix tests

* feat(jina_ai/): add rerank support

Closes #6691

* test: handle service unavailable error

* fix(handler.py): refactor together ai rerank call

* test: update test to handle overloaded error

* test: fix test

* Litellm router trace (#6742)

* feat(router.py): add trace_id to parent functions - allows tracking retry/fallbacks

* feat(router.py): log trace id across retry/fallback logic

allows grouping llm logs for the same request

* test: fix tests

* fix: fix test

* fix(transformation.py): only set non-none stop_sequences

* Litellm router disable fallbacks (#6743)

* bump: version 1.52.6 → 1.52.7

* feat(router.py): enable dynamically disabling fallbacks

Allows for enabling/disabling fallbacks per key

* feat(litellm_pre_call_utils.py): support setting 'disable_fallbacks' on litellm key

* test: fix test

* fix(exception_mapping_utils.py): map 'model is overloaded' to internal server error

* test: handle gemini error

* test: fix test

* fix: new run

* bump: version 1.52.7 → 1.52.8

* docs: add docs on jina ai rerank support

* docs(reliability.md): add tutorial on disabling fallbacks per key

* docs(logging.md): add 'trace_id' param to standard logging payload

* (feat) add bedrock/stability.stable-image-ultra-v1:0 (#6723)

* add stability.stable-image-ultra-v1:0

* add pricing for stability.stable-image-ultra-v1:0

* fix test_supports_response_schema

* ci/cd run again

* [Feature]: Stop swallowing up AzureOpenAi exception responses in litellm's implementation for a BadRequestError (#6745)

* fix azure exceptions

* test_bad_request_error_contains_httpx_response

* test_bad_request_error_contains_httpx_response

* use safe access to get exception response

* fix get attr

* [Feature]: json_schema in response support for Anthropic  (#6748)

* _convert_tool_response_to_message

* fix ModelResponseIterator

* fix test_json_response_format

* test_json_response_format_stream

* fix _convert_tool_response_to_message

* use helper _handle_json_mode_chunk

* fix _process_response

* unit testing for test_convert_tool_response_to_message_no_arguments

* update doc for JSON mode

* fix: import audio check (#6740)

* fix imagegeneration output_cost_per_image on model cost map (#6752)

* (feat) Vertex AI - add support for fine tuned embedding models  (#6749)

* fix use fine tuned vertex embedding models

* test_vertex_embedding_url

* add _transform_openai_request_to_fine_tuned_embedding_request

* add _transform_openai_request_to_fine_tuned_embedding_request

* add transform_openai_request_to_vertex_embedding_request

* add _transform_vertex_response_to_openai_for_fine_tuned_models

* test_vertexai_embedding for ft models

* fix test_vertexai_embedding_finetuned

* doc fine tuned / custom embedding models

* fix test test_partner_models_httpx

* bump: version 1.52.8 → 1.52.9

* LiteLLM Minor Fixes & Improvements (11/13/2024)  (#6729)

* fix(utils.py): add logprobs support for together ai

Fixes

#6724

* feat(pass_through_endpoints/): add anthropic/ pass-through endpoint

adds new `anthropic/` pass-through endpoint + refactors docs

* feat(spend_management_endpoints.py): allow /global/spend/report to query team + customer id

enables seeing spend for a customer in a team

* Add integration with MLflow Tracing (#6147)

* Add MLflow logger

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Streaming handling

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* lint

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* address comments and fix issues

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* address comments and fix issues

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Move logger construction code

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Add docs

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* async handlers

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* new picture

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

---------

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* fix(mlflow.py): fix ruff linting errors

* ci(config.yml): add mlflow to ci testing

* fix: fix test

* test: fix test

* Litellm key update fix (#6710)

* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* fix(key_management_endpoints.py): fix /key/update with metadata update

* fix(key_management_endpoints.py): fix key_prepare_update helper

* fix(key_management_endpoints.py): reset value to none if set in key update

* fix: update test

'

* Litellm dev 11 11 2024 (#6693)

* fix(__init__.py): add 'watsonx_text' as mapped llm api route

Fixes #6663

* fix(opentelemetry.py): fix passing parallel tool calls to otel

Fixes #6677

* refactor(test_opentelemetry_unit_tests.py): create a base set of unit tests for all logging integrations - test for parallel tool call handling

reduces bugs in repo

* fix(__init__.py): update provider-model mapping to include all known provider-model mappings

Fixes #6669

* feat(anthropic): support passing document in llm api call

* docs(anthropic.md): add pdf anthropic call to docs + expose new 'supports_pdf_input' function

* fix(factory.py): fix linting error

* add clear doc string for GCS bucket logging

* Add docs to export logs to Laminar (#6674)

* Add docs to export logs to Laminar

* minor fix: newline at end of file

* place laminar after http and grpc

* (Feat) Add langsmith key based logging (#6682)

* add langsmith_api_key to StandardCallbackDynamicParams

* create a file for langsmith types

* langsmith add key / team based logging

* add key based logging for langsmith

* fix langsmith key based logging

* fix linting langsmith

* remove NOQA violation

* add unit test coverage for all helpers in test langsmith

* test_langsmith_key_based_logging

* docs langsmith key based logging

* run langsmith tests in logging callback tests

* fix logging testing

* test_langsmith_key_based_logging

* test_add_callback_via_key_litellm_pre_call_utils_langsmith

* add debug statement langsmith key based logging

* test_langsmith_key_based_logging

* (fix) OpenAI's optional messages[].name  does not work with Mistral API  (#6701)

* use helper for _transform_messages mistral

* add test_message_with_name to base LLMChat test

* fix linting

* add xAI on Admin UI (#6680)

* (docs) add benchmarks on 1K RPS  (#6704)

* docs litellm proxy benchmarks

* docs GCS bucket

* doc fix - reduce clutter on logging doc title

* (feat) add cost tracking stable diffusion 3 on Bedrock  (#6676)

* add cost tracking for sd3

* test_image_generation_bedrock

* fix get model info for image cost

* add cost_calculator for stability 1 models

* add unit testing for bedrock image cost calc

* test_cost_calculator_with_no_optional_params

* add test_cost_calculator_basic

* correctly allow size Optional

* fix cost_calculator

* sd3 unit tests cost calc

* fix raise correct error 404 when /key/info is called on non-existent key  (#6653)

* fix raise correct error on /key/info

* add not_found_error error

* fix key not found in DB error

* use 1 helper for checking token hash

* fix error code on key info

* fix test key gen prisma

* test_generate_and_call_key_info

* test fix test_call_with_valid_model_using_all_models

* fix key info tests

* bump: version 1.52.4 → 1.52.5

* add defaults used for GCS logging

* LiteLLM Minor Fixes & Improvements (11/12/2024)  (#6705)

* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* bump: version 1.52.5 → 1.52.6

* (feat) helm hook to sync db schema  (#6715)

* v0 migration job

* fix job

* fix migrations job.yml

* handle standalone DB on helm hook

* fix argo cd annotations

* fix db migration helm hook

* fix migration job

* doc fix Using Http/2 with Hypercorn

* (fix proxy redis) Add redis sentinel support  (#6154)

* add sentinel_password support

* add doc for setting redis sentinel password

* fix redis sentinel - use sentinel password

* Fix: Update gpt-4o costs to that of gpt-4o-2024-08-06 (#6714)

Fixes #6713

* (fix) using Anthropic `response_format={"type": "json_object"}`  (#6721)

* add support for response_format=json anthropic

* add test_json_response_format to baseLLM ChatTest

* fix test_litellm_anthropic_prompt_caching_tools

* fix test_anthropic_function_call_with_no_schema

* test test_create_json_tool_call_for_response_format

* (feat) Add cost tracking for Azure Dall-e-3 Image Generation  + use base class to ensure basic image generation tests pass  (#6716)

* add BaseImageGenTest

* use 1 class for unit testing

* add debugging to BaseImageGenTest

* TestAzureOpenAIDalle3

* fix response_cost_calculator

* test_basic_image_generation

* fix img gen basic test

* fix _select_model_name_for_cost_calc

* fix test_aimage_generation_bedrock_with_optional_params

* fix undo changes cost tracking

* fix response_cost_calculator

* fix test_cost_azure_gpt_35

* fix remove dup test (#6718)

* (build) update db helm hook

* (build) helm db pre sync hook

* (build) helm db sync hook

* test: run test_team_logging firdst

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>

* test: update test

* test: skip anthropic overloaded error

* test: cleanup test

* test: update tests

* test: fix test

* test: handle gemini overloaded model error

* test: handle internal server error

* test: handle anthropic overloaded error

* test: handle claude instability

---------

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>
Co-authored-by: Yuki Watanabe <31463517+B-Step62@users.noreply.github.com>
Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>

---------

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>
Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Jongseob Jeon <aiden.jongseob@gmail.com>
Co-authored-by: Camden Clark <camdenaws@gmail.com>
Co-authored-by: Rasswanth <61219215+IamRash-7@users.noreply.github.com>
Co-authored-by: Yuki Watanabe <31463517+B-Step62@users.noreply.github.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>
rajatvig pushed a commit to rajatvig/litellm that referenced this pull request Jan 16, 2025
@krrishdholakia @rajatvig
LiteLLM Minor Fixes & Improvements (11/12/2024) (BerriAI#6705)
26a7849 
* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test
rajatvig pushed a commit to rajatvig/litellm that referenced this pull request Jan 16, 2025
@krrishdholakia @ishaan-jaff
@dinmukhamedm @klieret @rajatvig
Litellm key update fix (BerriAI#6710)
e9d98a2 
* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* fix(key_management_endpoints.py): fix /key/update with metadata update

* fix(key_management_endpoints.py): fix key_prepare_update helper

* fix(key_management_endpoints.py): reset value to none if set in key update

* fix: update test

'

* Litellm dev 11 11 2024 (BerriAI#6693)

* fix(__init__.py): add 'watsonx_text' as mapped llm api route

Fixes BerriAI#6663

* fix(opentelemetry.py): fix passing parallel tool calls to otel

Fixes BerriAI#6677

* refactor(test_opentelemetry_unit_tests.py): create a base set of unit tests for all logging integrations - test for parallel tool call handling

reduces bugs in repo

* fix(__init__.py): update provider-model mapping to include all known provider-model mappings

Fixes BerriAI#6669

* feat(anthropic): support passing document in llm api call

* docs(anthropic.md): add pdf anthropic call to docs + expose new 'supports_pdf_input' function

* fix(factory.py): fix linting error

* add clear doc string for GCS bucket logging

* Add docs to export logs to Laminar (BerriAI#6674)

* Add docs to export logs to Laminar

* minor fix: newline at end of file

* place laminar after http and grpc

* (Feat) Add langsmith key based logging (BerriAI#6682)

* add langsmith_api_key to StandardCallbackDynamicParams

* create a file for langsmith types

* langsmith add key / team based logging

* add key based logging for langsmith

* fix langsmith key based logging

* fix linting langsmith

* remove NOQA violation

* add unit test coverage for all helpers in test langsmith

* test_langsmith_key_based_logging

* docs langsmith key based logging

* run langsmith tests in logging callback tests

* fix logging testing

* test_langsmith_key_based_logging

* test_add_callback_via_key_litellm_pre_call_utils_langsmith

* add debug statement langsmith key based logging

* test_langsmith_key_based_logging

* (fix) OpenAI's optional messages[].name  does not work with Mistral API  (BerriAI#6701)

* use helper for _transform_messages mistral

* add test_message_with_name to base LLMChat test

* fix linting

* add xAI on Admin UI (BerriAI#6680)

* (docs) add benchmarks on 1K RPS  (BerriAI#6704)

* docs litellm proxy benchmarks

* docs GCS bucket

* doc fix - reduce clutter on logging doc title

* (feat) add cost tracking stable diffusion 3 on Bedrock  (BerriAI#6676)

* add cost tracking for sd3

* test_image_generation_bedrock

* fix get model info for image cost

* add cost_calculator for stability 1 models

* add unit testing for bedrock image cost calc

* test_cost_calculator_with_no_optional_params

* add test_cost_calculator_basic

* correctly allow size Optional

* fix cost_calculator

* sd3 unit tests cost calc

* fix raise correct error 404 when /key/info is called on non-existent key  (BerriAI#6653)

* fix raise correct error on /key/info

* add not_found_error error

* fix key not found in DB error

* use 1 helper for checking token hash

* fix error code on key info

* fix test key gen prisma

* test_generate_and_call_key_info

* test fix test_call_with_valid_model_using_all_models

* fix key info tests

* bump: version 1.52.4 → 1.52.5

* add defaults used for GCS logging

* LiteLLM Minor Fixes & Improvements (11/12/2024)  (BerriAI#6705)

* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* bump: version 1.52.5 → 1.52.6

* (feat) helm hook to sync db schema  (BerriAI#6715)

* v0 migration job

* fix job

* fix migrations job.yml

* handle standalone DB on helm hook

* fix argo cd annotations

* fix db migration helm hook

* fix migration job

* doc fix Using Http/2 with Hypercorn

* (fix proxy redis) Add redis sentinel support  (BerriAI#6154)

* add sentinel_password support

* add doc for setting redis sentinel password

* fix redis sentinel - use sentinel password

* Fix: Update gpt-4o costs to that of gpt-4o-2024-08-06 (BerriAI#6714)

Fixes BerriAI#6713

* (fix) using Anthropic `response_format={"type": "json_object"}`  (BerriAI#6721)

* add support for response_format=json anthropic

* add test_json_response_format to baseLLM ChatTest

* fix test_litellm_anthropic_prompt_caching_tools

* fix test_anthropic_function_call_with_no_schema

* test test_create_json_tool_call_for_response_format

* (feat) Add cost tracking for Azure Dall-e-3 Image Generation  + use base class to ensure basic image generation tests pass  (BerriAI#6716)

* add BaseImageGenTest

* use 1 class for unit testing

* add debugging to BaseImageGenTest

* TestAzureOpenAIDalle3

* fix response_cost_calculator

* test_basic_image_generation

* fix img gen basic test

* fix _select_model_name_for_cost_calc

* fix test_aimage_generation_bedrock_with_optional_params

* fix undo changes cost tracking

* fix response_cost_calculator

* fix test_cost_azure_gpt_35

* fix remove dup test (BerriAI#6718)

* (build) update db helm hook

* (build) helm db pre sync hook

* (build) helm db sync hook

* test: run test_team_logging firdst

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>
rajatvig pushed a commit to rajatvig/litellm that referenced this pull request Jan 16, 2025
@krrishdholakia @B-Step62
@ishaan-jaff @dinmukhamedm @klieret @rajatvig
LiteLLM Minor Fixes & Improvements (11/13/2024) (BerriAI#6729)
f79e654 
* fix(utils.py): add logprobs support for together ai

Fixes

BerriAI#6724

* feat(pass_through_endpoints/): add anthropic/ pass-through endpoint

adds new `anthropic/` pass-through endpoint + refactors docs

* feat(spend_management_endpoints.py): allow /global/spend/report to query team + customer id

enables seeing spend for a customer in a team

* Add integration with MLflow Tracing (BerriAI#6147)

* Add MLflow logger

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Streaming handling

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* lint

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* address comments and fix issues

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* address comments and fix issues

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Move logger construction code

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Add docs

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* async handlers

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* new picture

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

---------

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* fix(mlflow.py): fix ruff linting errors

* ci(config.yml): add mlflow to ci testing

* fix: fix test

* test: fix test

* Litellm key update fix (BerriAI#6710)

* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* fix(key_management_endpoints.py): fix /key/update with metadata update

* fix(key_management_endpoints.py): fix key_prepare_update helper

* fix(key_management_endpoints.py): reset value to none if set in key update

* fix: update test

'

* Litellm dev 11 11 2024 (BerriAI#6693)

* fix(__init__.py): add 'watsonx_text' as mapped llm api route

Fixes BerriAI#6663

* fix(opentelemetry.py): fix passing parallel tool calls to otel

Fixes BerriAI#6677

* refactor(test_opentelemetry_unit_tests.py): create a base set of unit tests for all logging integrations - test for parallel tool call handling

reduces bugs in repo

* fix(__init__.py): update provider-model mapping to include all known provider-model mappings

Fixes BerriAI#6669

* feat(anthropic): support passing document in llm api call

* docs(anthropic.md): add pdf anthropic call to docs + expose new 'supports_pdf_input' function

* fix(factory.py): fix linting error

* add clear doc string for GCS bucket logging

* Add docs to export logs to Laminar (BerriAI#6674)

* Add docs to export logs to Laminar

* minor fix: newline at end of file

* place laminar after http and grpc

* (Feat) Add langsmith key based logging (BerriAI#6682)

* add langsmith_api_key to StandardCallbackDynamicParams

* create a file for langsmith types

* langsmith add key / team based logging

* add key based logging for langsmith

* fix langsmith key based logging

* fix linting langsmith

* remove NOQA violation

* add unit test coverage for all helpers in test langsmith

* test_langsmith_key_based_logging

* docs langsmith key based logging

* run langsmith tests in logging callback tests

* fix logging testing

* test_langsmith_key_based_logging

* test_add_callback_via_key_litellm_pre_call_utils_langsmith

* add debug statement langsmith key based logging

* test_langsmith_key_based_logging

* (fix) OpenAI's optional messages[].name  does not work with Mistral API  (BerriAI#6701)

* use helper for _transform_messages mistral

* add test_message_with_name to base LLMChat test

* fix linting

* add xAI on Admin UI (BerriAI#6680)

* (docs) add benchmarks on 1K RPS  (BerriAI#6704)

* docs litellm proxy benchmarks

* docs GCS bucket

* doc fix - reduce clutter on logging doc title

* (feat) add cost tracking stable diffusion 3 on Bedrock  (BerriAI#6676)

* add cost tracking for sd3

* test_image_generation_bedrock

* fix get model info for image cost

* add cost_calculator for stability 1 models

* add unit testing for bedrock image cost calc

* test_cost_calculator_with_no_optional_params

* add test_cost_calculator_basic

* correctly allow size Optional

* fix cost_calculator

* sd3 unit tests cost calc

* fix raise correct error 404 when /key/info is called on non-existent key  (BerriAI#6653)

* fix raise correct error on /key/info

* add not_found_error error

* fix key not found in DB error

* use 1 helper for checking token hash

* fix error code on key info

* fix test key gen prisma

* test_generate_and_call_key_info

* test fix test_call_with_valid_model_using_all_models

* fix key info tests

* bump: version 1.52.4 → 1.52.5

* add defaults used for GCS logging

* LiteLLM Minor Fixes & Improvements (11/12/2024)  (BerriAI#6705)

* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* bump: version 1.52.5 → 1.52.6

* (feat) helm hook to sync db schema  (BerriAI#6715)

* v0 migration job

* fix job

* fix migrations job.yml

* handle standalone DB on helm hook

* fix argo cd annotations

* fix db migration helm hook

* fix migration job

* doc fix Using Http/2 with Hypercorn

* (fix proxy redis) Add redis sentinel support  (BerriAI#6154)

* add sentinel_password support

* add doc for setting redis sentinel password

* fix redis sentinel - use sentinel password

* Fix: Update gpt-4o costs to that of gpt-4o-2024-08-06 (BerriAI#6714)

Fixes BerriAI#6713

* (fix) using Anthropic `response_format={"type": "json_object"}`  (BerriAI#6721)

* add support for response_format=json anthropic

* add test_json_response_format to baseLLM ChatTest

* fix test_litellm_anthropic_prompt_caching_tools

* fix test_anthropic_function_call_with_no_schema

* test test_create_json_tool_call_for_response_format

* (feat) Add cost tracking for Azure Dall-e-3 Image Generation  + use base class to ensure basic image generation tests pass  (BerriAI#6716)

* add BaseImageGenTest

* use 1 class for unit testing

* add debugging to BaseImageGenTest

* TestAzureOpenAIDalle3

* fix response_cost_calculator

* test_basic_image_generation

* fix img gen basic test

* fix _select_model_name_for_cost_calc

* fix test_aimage_generation_bedrock_with_optional_params

* fix undo changes cost tracking

* fix response_cost_calculator

* fix test_cost_azure_gpt_35

* fix remove dup test (BerriAI#6718)

* (build) update db helm hook

* (build) helm db pre sync hook

* (build) helm db sync hook

* test: run test_team_logging firdst

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>

* test: update test

* test: skip anthropic overloaded error

* test: cleanup test

* test: update tests

* test: fix test

* test: handle gemini overloaded model error

* test: handle internal server error

* test: handle anthropic overloaded error

* test: handle claude instability

---------

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>
Co-authored-by: Yuki Watanabe <31463517+B-Step62@users.noreply.github.com>
Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>
rajatvig pushed a commit to rajatvig/litellm that referenced this pull request Jan 16, 2025
@krrishdholakia @ishaan-jaff
@Aiden-Jeon @CamdenClark @IamRash-7 @B-Step62 @dinmukhamedm @klieret @rajatvig
Litellm lm studio embedding params (BerriAI#6746)
ed31561 
* fix(ollama.py): fix get model info request

Fixes BerriAI#6703

* feat(anthropic/chat/transformation.py): support passing user id to anthropic via openai 'user' param

* docs(anthropic.md): document all supported openai params for anthropic

* test: fix tests

* fix: fix tests

* feat(jina_ai/): add rerank support

Closes BerriAI#6691

* test: handle service unavailable error

* fix(handler.py): refactor together ai rerank call

* test: update test to handle overloaded error

* test: fix test

* Litellm router trace (BerriAI#6742)

* feat(router.py): add trace_id to parent functions - allows tracking retry/fallbacks

* feat(router.py): log trace id across retry/fallback logic

allows grouping llm logs for the same request

* test: fix tests

* fix: fix test

* fix(transformation.py): only set non-none stop_sequences

* Litellm router disable fallbacks (BerriAI#6743)

* bump: version 1.52.6 → 1.52.7

* feat(router.py): enable dynamically disabling fallbacks

Allows for enabling/disabling fallbacks per key

* feat(litellm_pre_call_utils.py): support setting 'disable_fallbacks' on litellm key

* test: fix test

* fix(exception_mapping_utils.py): map 'model is overloaded' to internal server error

* fix(lm_studio/embed): support translating lm studio optional params

'

* feat(auth_checks.py): fix auth check inside route - `/team/list`

Fixes regression where non-admin w/ user_id=None able to query all teams

* docs proxy_budget_rescheduler_min_time

* helm run DISABLE_SCHEMA_UPDATE

* docs helm pre sync hook

* fix migration job.yaml

* fix DATABASE_URL

* use existing spec for migrations job

* fix yaml on migrations job

* fix migration job

* update doc on pre sync hook

* fix migrations-job.yaml

* fix migration job

* fix prisma migration

* test - handle eol model claude-2, use claude-2.1 instead

* (docs) add instructions on how to contribute to docker image

* Update code blocks huggingface.md (BerriAI#6737)

* Update prefix.md (BerriAI#6734)

* fix test_supports_response_schema

* mark Helm PreSyn as BETA

* (Feat) Add support for storing virtual keys in AWS SecretManager  (BerriAI#6728)

* add SecretManager to httpxSpecialProvider

* fix importing AWSSecretsManagerV2

* add unit testing for writing keys to AWS secret manager

* use KeyManagementEventHooks for key/generated events

* us event hooks for key management endpoints

* working AWSSecretsManagerV2

* fix write secret to AWS secret manager on /key/generate

* fix KeyManagementSettings

* use tasks for key management hooks

* add async_delete_secret

* add test for async_delete_secret

* use _delete_virtual_keys_from_secret_manager

* fix test secret manager

* test_key_generate_with_secret_manager_call

* fix check for key_management_settings

* sync_read_secret

* test_aws_secret_manager

* fix sync_read_secret

* use helper to check when _should_read_secret_from_secret_manager

* test_get_secret_with_access_mode

* test - handle eol model claude-2, use claude-2.1 instead

* docs AWS secret manager

* fix test_read_nonexistent_secret

* fix test_supports_response_schema

* ci/cd run again

* LiteLLM Minor Fixes & Improvement (11/14/2024)  (BerriAI#6730)

* fix(ollama.py): fix get model info request

Fixes BerriAI#6703

* feat(anthropic/chat/transformation.py): support passing user id to anthropic via openai 'user' param

* docs(anthropic.md): document all supported openai params for anthropic

* test: fix tests

* fix: fix tests

* feat(jina_ai/): add rerank support

Closes BerriAI#6691

* test: handle service unavailable error

* fix(handler.py): refactor together ai rerank call

* test: update test to handle overloaded error

* test: fix test

* Litellm router trace (BerriAI#6742)

* feat(router.py): add trace_id to parent functions - allows tracking retry/fallbacks

* feat(router.py): log trace id across retry/fallback logic

allows grouping llm logs for the same request

* test: fix tests

* fix: fix test

* fix(transformation.py): only set non-none stop_sequences

* Litellm router disable fallbacks (BerriAI#6743)

* bump: version 1.52.6 → 1.52.7

* feat(router.py): enable dynamically disabling fallbacks

Allows for enabling/disabling fallbacks per key

* feat(litellm_pre_call_utils.py): support setting 'disable_fallbacks' on litellm key

* test: fix test

* fix(exception_mapping_utils.py): map 'model is overloaded' to internal server error

* test: handle gemini error

* test: fix test

* fix: new run

* bump: version 1.52.7 → 1.52.8

* docs: add docs on jina ai rerank support

* docs(reliability.md): add tutorial on disabling fallbacks per key

* docs(logging.md): add 'trace_id' param to standard logging payload

* (feat) add bedrock/stability.stable-image-ultra-v1:0 (BerriAI#6723)

* add stability.stable-image-ultra-v1:0

* add pricing for stability.stable-image-ultra-v1:0

* fix test_supports_response_schema

* ci/cd run again

* [Feature]: Stop swallowing up AzureOpenAi exception responses in litellm's implementation for a BadRequestError (BerriAI#6745)

* fix azure exceptions

* test_bad_request_error_contains_httpx_response

* test_bad_request_error_contains_httpx_response

* use safe access to get exception response

* fix get attr

* [Feature]: json_schema in response support for Anthropic  (BerriAI#6748)

* _convert_tool_response_to_message

* fix ModelResponseIterator

* fix test_json_response_format

* test_json_response_format_stream

* fix _convert_tool_response_to_message

* use helper _handle_json_mode_chunk

* fix _process_response

* unit testing for test_convert_tool_response_to_message_no_arguments

* update doc for JSON mode

* fix: import audio check (BerriAI#6740)

* fix imagegeneration output_cost_per_image on model cost map (BerriAI#6752)

* (feat) Vertex AI - add support for fine tuned embedding models  (BerriAI#6749)

* fix use fine tuned vertex embedding models

* test_vertex_embedding_url

* add _transform_openai_request_to_fine_tuned_embedding_request

* add _transform_openai_request_to_fine_tuned_embedding_request

* add transform_openai_request_to_vertex_embedding_request

* add _transform_vertex_response_to_openai_for_fine_tuned_models

* test_vertexai_embedding for ft models

* fix test_vertexai_embedding_finetuned

* doc fine tuned / custom embedding models

* fix test test_partner_models_httpx

* bump: version 1.52.8 → 1.52.9

* LiteLLM Minor Fixes & Improvements (11/13/2024)  (BerriAI#6729)

* fix(utils.py): add logprobs support for together ai

Fixes

BerriAI#6724

* feat(pass_through_endpoints/): add anthropic/ pass-through endpoint

adds new `anthropic/` pass-through endpoint + refactors docs

* feat(spend_management_endpoints.py): allow /global/spend/report to query team + customer id

enables seeing spend for a customer in a team

* Add integration with MLflow Tracing (BerriAI#6147)

* Add MLflow logger

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Streaming handling

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* lint

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* address comments and fix issues

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* address comments and fix issues

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Move logger construction code

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* Add docs

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* async handlers

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* new picture

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

---------

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>

* fix(mlflow.py): fix ruff linting errors

* ci(config.yml): add mlflow to ci testing

* fix: fix test

* test: fix test

* Litellm key update fix (BerriAI#6710)

* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* fix(key_management_endpoints.py): fix /key/update with metadata update

* fix(key_management_endpoints.py): fix key_prepare_update helper

* fix(key_management_endpoints.py): reset value to none if set in key update

* fix: update test

'

* Litellm dev 11 11 2024 (BerriAI#6693)

* fix(__init__.py): add 'watsonx_text' as mapped llm api route

Fixes BerriAI#6663

* fix(opentelemetry.py): fix passing parallel tool calls to otel

Fixes BerriAI#6677

* refactor(test_opentelemetry_unit_tests.py): create a base set of unit tests for all logging integrations - test for parallel tool call handling

reduces bugs in repo

* fix(__init__.py): update provider-model mapping to include all known provider-model mappings

Fixes BerriAI#6669

* feat(anthropic): support passing document in llm api call

* docs(anthropic.md): add pdf anthropic call to docs + expose new 'supports_pdf_input' function

* fix(factory.py): fix linting error

* add clear doc string for GCS bucket logging

* Add docs to export logs to Laminar (BerriAI#6674)

* Add docs to export logs to Laminar

* minor fix: newline at end of file

* place laminar after http and grpc

* (Feat) Add langsmith key based logging (BerriAI#6682)

* add langsmith_api_key to StandardCallbackDynamicParams

* create a file for langsmith types

* langsmith add key / team based logging

* add key based logging for langsmith

* fix langsmith key based logging

* fix linting langsmith

* remove NOQA violation

* add unit test coverage for all helpers in test langsmith

* test_langsmith_key_based_logging

* docs langsmith key based logging

* run langsmith tests in logging callback tests

* fix logging testing

* test_langsmith_key_based_logging

* test_add_callback_via_key_litellm_pre_call_utils_langsmith

* add debug statement langsmith key based logging

* test_langsmith_key_based_logging

* (fix) OpenAI's optional messages[].name  does not work with Mistral API  (BerriAI#6701)

* use helper for _transform_messages mistral

* add test_message_with_name to base LLMChat test

* fix linting

* add xAI on Admin UI (BerriAI#6680)

* (docs) add benchmarks on 1K RPS  (BerriAI#6704)

* docs litellm proxy benchmarks

* docs GCS bucket

* doc fix - reduce clutter on logging doc title

* (feat) add cost tracking stable diffusion 3 on Bedrock  (BerriAI#6676)

* add cost tracking for sd3

* test_image_generation_bedrock

* fix get model info for image cost

* add cost_calculator for stability 1 models

* add unit testing for bedrock image cost calc

* test_cost_calculator_with_no_optional_params

* add test_cost_calculator_basic

* correctly allow size Optional

* fix cost_calculator

* sd3 unit tests cost calc

* fix raise correct error 404 when /key/info is called on non-existent key  (BerriAI#6653)

* fix raise correct error on /key/info

* add not_found_error error

* fix key not found in DB error

* use 1 helper for checking token hash

* fix error code on key info

* fix test key gen prisma

* test_generate_and_call_key_info

* test fix test_call_with_valid_model_using_all_models

* fix key info tests

* bump: version 1.52.4 → 1.52.5

* add defaults used for GCS logging

* LiteLLM Minor Fixes & Improvements (11/12/2024)  (BerriAI#6705)

* fix(caching): convert arg to equivalent kwargs in llm caching handler

prevent unexpected errors

* fix(caching_handler.py): don't pass args to caching

* fix(caching): remove all *args from caching.py

* fix(caching): consistent function signatures + abc method

* test(caching_unit_tests.py): add unit tests for llm caching

ensures coverage for common caching scenarios across different implementations

* refactor(litellm_logging.py): move to using cache key from hidden params instead of regenerating one

* fix(router.py): drop redis password requirement

* fix(proxy_server.py): fix faulty slack alerting check

* fix(langfuse.py): avoid copying functions/thread lock objects in metadata

fixes metadata copy error when parent otel span in metadata

* test: update test

* bump: version 1.52.5 → 1.52.6

* (feat) helm hook to sync db schema  (BerriAI#6715)

* v0 migration job

* fix job

* fix migrations job.yml

* handle standalone DB on helm hook

* fix argo cd annotations

* fix db migration helm hook

* fix migration job

* doc fix Using Http/2 with Hypercorn

* (fix proxy redis) Add redis sentinel support  (BerriAI#6154)

* add sentinel_password support

* add doc for setting redis sentinel password

* fix redis sentinel - use sentinel password

* Fix: Update gpt-4o costs to that of gpt-4o-2024-08-06 (BerriAI#6714)

Fixes BerriAI#6713

* (fix) using Anthropic `response_format={"type": "json_object"}`  (BerriAI#6721)

* add support for response_format=json anthropic

* add test_json_response_format to baseLLM ChatTest

* fix test_litellm_anthropic_prompt_caching_tools

* fix test_anthropic_function_call_with_no_schema

* test test_create_json_tool_call_for_response_format

* (feat) Add cost tracking for Azure Dall-e-3 Image Generation  + use base class to ensure basic image generation tests pass  (BerriAI#6716)

* add BaseImageGenTest

* use 1 class for unit testing

* add debugging to BaseImageGenTest

* TestAzureOpenAIDalle3

* fix response_cost_calculator

* test_basic_image_generation

* fix img gen basic test

* fix _select_model_name_for_cost_calc

* fix test_aimage_generation_bedrock_with_optional_params

* fix undo changes cost tracking

* fix response_cost_calculator

* fix test_cost_azure_gpt_35

* fix remove dup test (BerriAI#6718)

* (build) update db helm hook

* (build) helm db pre sync hook

* (build) helm db sync hook

* test: run test_team_logging firdst

---------

Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>

* test: update test

* test: skip anthropic overloaded error

* test: cleanup test

* test: update tests

* test: fix test

* test: handle gemini overloaded model error

* test: handle internal server error

* test: handle anthropic overloaded error

* test: handle claude instability

---------

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>
Co-authored-by: Yuki Watanabe <31463517+B-Step62@users.noreply.github.com>
Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>

---------

Signed-off-by: B-Step62 <yuki.watanabe@databricks.com>
Co-authored-by: Ishaan Jaff <ishaanjaffer0324@gmail.com>
Co-authored-by: Jongseob Jeon <aiden.jongseob@gmail.com>
Co-authored-by: Camden Clark <camdenaws@gmail.com>
Co-authored-by: Rasswanth <61219215+IamRash-7@users.noreply.github.com>
Co-authored-by: Yuki Watanabe <31463517+B-Step62@users.noreply.github.com>
Co-authored-by: Dinmukhamed Mailibay <47117969+dinmukhamedm@users.noreply.github.com>
Co-authored-by: Kilian Lieret <kilian.lieret@posteo.de>
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