SAP · marikaner · Aug 14, 2026 · Aug 14, 2026 · Aug 14, 2026
@@ -77,4 +77,4 @@ scenario = ai_api_v2_client.scenario.get(scenario_id="<SCENARIO_ID>")
 The [unit tests](tests) are simply python unit tests. They can be run via pytest or directly from IDE.
 
 The [integration_tests](integration_tests) are also python tests. They run against intwdf cluster. 
-
+
@@ -128,4 +128,4 @@ def test_query_resource_group_search_case_insensitive(self):
         self.assertEqual(expected_response.count, response.count)
         self.assertEqual(len(expected_response.resources), len(response.resources))
 
-        self.assert_resource_group(expected_response.resources[0], response.resources[0])
+        self.assert_resource_group(expected_response.resources[0], response.resources[0])
@@ -15,4 +15,4 @@
 class Timeouts(Enum):
     READ_TIMEOUT = 60
     CONNECT_TIMEOUT = 60
-    NUM_REQUEST_RETRIES = 3
+    NUM_REQUEST_RETRIES = 3
@@ -100,4 +100,4 @@ def test_x509_file_path(self):
     def test_x509_str(self):
         client = AICoreV2Client(base_url=BASE_URL, auth_url=X509_CERT_URL, client_id=CLIENT_ID, cert_str=X509_CERT_STR,
                                key_str=X509_KEY_STR, resource_group=RESOURCE_GROUP_ID)
-        self._query_and_assert_scenarios(client)
+        self._query_and_assert_scenarios(client)
@@ -17,4 +17,4 @@ def test_message_string_representation(self):
         message = "dummy_message"
         message_object = Message(message=message)
         self.assertIn("Message: ", message_object.__str__())
-        self.assertIn(message, message_object.__str__())
+        self.assertIn(message, message_object.__str__())
@@ -288,4 +288,4 @@ def test_tracking_query_metrics_within_aicore(self):
 
     def test_tracking_authenticator_exception(self):
         with self.assertRaises(AIAPIAuthenticatorException):
-            self.tracking = Tracking('http://test_url')
+            self.tracking = Tracking('http://test_url')
@@ -49,4 +49,4 @@ High quality documentation is as important as the shipped code. **Developer docu
 
 Collaboration, creativity, and meaningful innovation depend on good communication. To make your contribution a success, be open and transparent about your planned development and closely align with the project team. Use communication tools that allow anyone to easily find discussions that happened in the past.
 
-To contact us or get in touch with our community, please have a look at our [communication channels](SUPPORT.md#communication-channels). 
+To contact us or get in touch with our community, please have a look at our [communication channels](SUPPORT.md#communication-channels). 
@@ -102,4 +102,4 @@ This project is Innersource and if you wish to contribute to this project please
 
 The code for this SDK is originated from [llm-commons](https://github.tools.sap/AI-Playground-Projects/llm-commons).
 
-Kudos to the authors (especially Mathis Börner). 
+Kudos to the authors (especially Mathis Börner). 
@@ -17,4 +17,4 @@ Within the project we are using these communication channels:
 - Issues: [GitHub](https://github.wdf.sap.corp/AI/generative-ai-hub-sdk/issues)
 - Chat: [Slack](#ai-core-sdk)
 - Team: [Contributors](https://github.wdf.sap.corp/AI/generative-ai-hub-sdk/graphs/contributors)
-- Planning: [Jira](https://jira.tools.sap/browse/AI-33952)
+- Planning: [Jira](https://jira.tools.sap/browse/AI-33952)
@@ -46,4 +46,4 @@ comment_out_lines:
 		sed -i '' '/window\.location/s/^/\/\/ /' ./build/html/_static/doctools.js; \
 	else \
 		sed -i '/window\.location/s/^/\/\/ /' ./build/html/_static/doctools.js; \
-	fi
+	fi
@@ -335,4 +335,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}
@@ -10,4 +10,4 @@ SAP Cloud SDK for AI (Python) - generative
    Introduction <./_reference/README_sphynx.md>
    examples
    Release Notes <./_reference/RELEASE_NOTES.md>
-   API Reference <./_api_doc/gen_ai_hub.rst>
+   API Reference <./_api_doc/gen_ai_hub.rst>
@@ -95,4 +95,4 @@
     "RetrievalAPIClient",
     "VectorAPIClient"
 
-]
+]
@@ -33,4 +33,4 @@
     "PipelineAPIClient",
     "RetrievalAPIClient",
     "VectorAPIClient",
-]
+]
@@ -26,4 +26,4 @@
 __all__ = [
     "PipelineAPIClient", "RetrievalAPIClient", "VectorAPIClient", "PATH_DOCUMENT_GROUNDING",
     "PATH_DOCUMENT_GROUNDING_VECTOR", "PATH_DOCUMENT_GROUNDING_PIPELINES", "PATH_DOCUMENT_GROUNDING_RETRIEVAL"
-]
+]
@@ -169,4 +169,4 @@
     "DocumentsChunk",
     "VectorPerFilterSearchResult",
     "VectorSearchResults"
-]
+]
@@ -244,4 +244,4 @@
 TRACKING_SERVICE_ENDPOINT = "/lm/metrics"
 CONTENT_TYPE = "application/json"
 DEFAULT_TIMEOUT = 3600
-ADDITIONAL_INFO_KEY = "additional_info"
+ADDITIONAL_INFO_KEY = "additional_info"
@@ -4,4 +4,4 @@
 from .artifact_source import ArtifactSource
 from .evaluation_run import Results, EvaluationRun
 
-__all__ = ["Dataset", "EvaluationConfig", "MetricConfig", "MetricRef", "ArtifactSource", "Results", "EvaluationRun"]
+__all__ = ["Dataset", "EvaluationConfig", "MetricConfig", "MetricRef", "ArtifactSource", "Results", "EvaluationRun"]
@@ -41,4 +41,4 @@ def __init__(
         self.path = path
         self.file_type = file_type
 
-__all__ = ["ArtifactSource"]
+__all__ = ["ArtifactSource"]
@@ -77,4 +77,4 @@ def file_type(self) -> Optional[str]:
 
         return SUFFIX_TO_FILE_TYPE.get(suffix, None)
 
-__all__ = ["Dataset"]
+__all__ = ["Dataset"]
@@ -122,4 +122,4 @@ def __init__(
         self.repetitions = repetitions
         self.debug_mode = debug_mode
 
-__all__ = ["EvaluationConfig"]
+__all__ = ["EvaluationConfig"]
@@ -37,4 +37,4 @@ def __init__(
         self.reference = reference
         self.variable_mapping = variable_mapping
 
-__all__ = ["MetricRef", "MetricConfig"]
+__all__ = ["MetricRef", "MetricConfig"]
@@ -106,4 +106,4 @@ def read_local_csv_file(file_path: Path, error_collector: ValidationCollector) -
         error_collector.add_error(
             ErrorCode.GENERIC_ERROR, f"Reading config file {file_path} failed with: {e}"
         )
-        return []
+        return []
@@ -148,4 +148,4 @@ def validate_name(name):
                              "or contain underscores and dashes, with a maximum length of 64.")
 
         return name
-
+
@@ -77,4 +77,4 @@
 
     # Exceptions
     "OrchestrationError", "OrchestrationErrorList"
-    ]
+    ]
@@ -60,4 +60,4 @@ def __init__(self, errors: list[OrchestrationError]):
         super().__init__(errors[0].message)
 
 
-__all__ = ["OrchestrationError", "OrchestrationErrorList"]
+__all__ = ["OrchestrationError", "OrchestrationErrorList"]
@@ -104,4 +104,4 @@
     "TranslationConfig", "SAPDocumentTranslation", "SAPDocumentTranslationApplyToSelector",
     "InputTranslationConfig", "OutputTranslationConfig", "SAPDocumentTranslationInput",
     "SAPDocumentTranslationOutput", "TranslationModuleConfig"
-]
+]
@@ -80,4 +80,4 @@ class AzureContentSafetyOutput(AzureContentFilter):
 
     protected_material_code: Optional[bool] = False
 
-__all__ = ["AzureContentFilter", "AzureContentSafetyInput", "AzureContentSafetyOutput", "AzureThreshold"]
+__all__ = ["AzureContentFilter", "AzureContentSafetyInput", "AzureContentSafetyOutput", "AzureThreshold"]
@@ -87,4 +87,4 @@ class CompletionRequestConfigurationReferenceByNameScenarioVersionConfigRef(Base
 
 __all__ = ["ModuleConfig", "OrchestrationConfig", "OrchestrationConfigReference",
            "CompletionRequestConfigurationReferenceByIdConfigRef",
-           "CompletionRequestConfigurationReferenceByNameScenarioVersionConfigRef"]
+           "CompletionRequestConfigurationReferenceByNameScenarioVersionConfigRef"]
@@ -65,4 +65,4 @@ class FilteringStreamOptions(BaseModel):
     overlap: Optional[int] = Field(default=0, ge=0, le=10000)
 
 __all__ = ["ContentFilterProvider", "ContentFilter", "LlamaGuard38bFilterConfig", "AzureContentSafetyInputFilterConfig",
-           "AzureContentSafetyOutputFilterConfig", "FilteringStreamOptions"]
+           "AzureContentSafetyOutputFilterConfig", "FilteringStreamOptions"]
@@ -58,4 +58,4 @@ def enforce_min_properties(cls, values):  # pylint: disable=no-self-argument
             "FilteringModuleConfig must have at least one property: input or output."
         return values
 
-__all__ = ["InputFiltering", "OutputFiltering", "FilteringModuleConfig"]
+__all__ = ["InputFiltering", "OutputFiltering", "FilteringModuleConfig"]
@@ -218,4 +218,4 @@ def enforce_exactly_one_provider_list(self):
         return self
 
 __all__ = ["DataMaskingProviderName", "MaskingMethod", "ProfileEntity", "DPIMethodConstant", "DPIMethodFabricatedData",
-           "DPICustomEntity", "DPIStandardEntity", "MaskGroundingInput", "MaskingProviderConfig", "MaskingModuleConfig"]
+           "DPICustomEntity", "DPIStandardEntity", "MaskGroundingInput", "MaskingProviderConfig", "MaskingModuleConfig"]
@@ -134,4 +134,4 @@ class GroundingModuleConfig(BaseModel):
     config: DocumentGroundingConfig
 
 __all__ = ["GroundingType", "DataRepositoryType", "DocumentGroundingFilter", "DocumentGroundingPlaceholders",
-           "DocumentGroundingConfig", "GroundingModuleConfig", "KeyValueListPair", "DocumentMetadataKeyValueListPairs"]
+           "DocumentGroundingConfig", "GroundingModuleConfig", "KeyValueListPair", "DocumentMetadataKeyValueListPairs"]
@@ -186,4 +186,4 @@ class EmbeddingsRequest(BaseModel):
 
 __all__ = ["EmbeddingsEncodingFormat", "EmbeddingsInputType", "EmbeddingsModelParams", "EmbeddingsModelDetails",
            "EmbeddingsModelConfig", "EmbeddingsModuleConfigs", "EmbeddingsOrchestrationConfig", "EmbeddingsInput",
-           "EmbeddingsUsage", "EmbeddingResult", "EmbeddingsResponse", "EmbeddingsPostResponse", "EmbeddingsRequest"]
+           "EmbeddingsUsage", "EmbeddingResult", "EmbeddingsResponse", "EmbeddingsPostResponse", "EmbeddingsRequest"]
@@ -55,4 +55,4 @@ class LlamaGuard38bFilter(BaseModel):
     elections: bool = False
     code_interpreter_abuse: bool = False
 
-__all__ = ["LlamaGuard38bFilter"]
+__all__ = ["LlamaGuard38bFilter"]
@@ -31,4 +31,4 @@ class LLMModelDetails(BaseModel):
     timeout: Optional[int] = Field(default=600, ge=1, le=600)
     max_retries: Optional[int] = Field(default=2, ge=0, le=5)
 
-__all__ = ["LLMModelDetails"]
+__all__ = ["LLMModelDetails"]
@@ -192,4 +192,4 @@ class ResponseChatMessage(BaseModel):
 ResponseChatMessage]
 
 __all__ = ["Role", "SystemMessage", "UserMessage", "AssistantMessage", "ToolChatMessage", "DeveloperChatMessage",
-           "ChatMessage", "ResponseChatMessage", "FunctionCall", "MessageToolCall"]
+           "ChatMessage", "ResponseChatMessage", "FunctionCall", "MessageToolCall"]
@@ -159,4 +159,4 @@ def model_dump(  # pylint: disable=arguments-differ
             serialize_as_any=serialize_as_any,
         )
 
-__all__ = ["ImageDetailLevel", "TextPart", "ImageUrl", "ImagePart", "ContentPart", "ImageItem"]
+__all__ = ["ImageDetailLevel", "TextPart", "ImageUrl", "ImagePart", "ContentPart", "ImageItem"]
@@ -29,4 +29,4 @@ def validate_config_or_ref(self):
             )
         return self
 
-__all__ = ["CompletionPostRequest"]
+__all__ = ["CompletionPostRequest"]
@@ -408,4 +408,4 @@ class OrchestrationResponseWithRetries(CompletionPostResponse):
     "StreamCompletionPostResponse",
     "ErrorResponse",
     "ErrorResponseStreaming",
-    "OrchestrationResponseWithRetries"]
+    "OrchestrationResponseWithRetries"]
@@ -91,4 +91,4 @@ class ResponseFormatJsonSchema(BaseModel):
     json_schema: JSONResponseSchema
 
 __all__ = ["ResponseFormatType", "ResponseFormatText", "ResponseFormatJsonObject", "ResponseFormatJsonSchema",
-           "JSONResponseSchema"]
+           "JSONResponseSchema"]
@@ -34,4 +34,4 @@ def model_dump(self, **kwargs):
             data.pop('delimiters', None)
         return data
 
-__all__ = ["GlobalStreamOptions"]
+__all__ = ["GlobalStreamOptions"]
@@ -39,4 +39,4 @@ class PromptTemplatingModuleConfig(BaseModel):
     prompt: Template | TemplateRef
     model: LLMModelDetails
 
-__all__ = ["Template", "PromptTemplatingModuleConfig"]
+__all__ = ["Template", "PromptTemplatingModuleConfig"]
@@ -43,4 +43,4 @@ class TemplateRefByScenarioNameVersion(BaseModel):
 class TemplateRef(BaseModel):
     template_ref: TemplateRefByID | TemplateRefByScenarioNameVersion
 
-__all__ = ["TemplateRef", "TemplateRefByID", "TemplateRefByScenarioNameVersion"]
+__all__ = ["TemplateRef", "TemplateRefByID", "TemplateRefByScenarioNameVersion"]
@@ -221,4 +221,4 @@ def decorator(func_: Callable) -> FunctionTool:
     "FunctionObject",
     "FunctionTool",
     "function_tool"
-]
+]
@@ -111,4 +111,4 @@ class TranslationModuleConfig(BaseModel):
 
 __al__ = ["TranslationType", "TranslationConfig", "SAPDocumentTranslation", "SAPDocumentTranslationApplyToSelector",
           "InputTranslationConfig", "OutputTranslationConfig", "SAPDocumentTranslationInput",
-          "SAPDocumentTranslationOutput", "TranslationModuleConfig"]
+          "SAPDocumentTranslationOutput", "TranslationModuleConfig"]
@@ -813,4 +813,4 @@ async def aclose_http_connection(self):
         await self.async_client.aclose()
 
 
-__all__ = ["OrchestrationService"]
+__all__ = ["OrchestrationService"]
@@ -6,4 +6,4 @@
            'PromptTemplateSubstitutionResponse', 'PromptTemplateGetResponse', 'PromptTemplatePostResponse',
            'PromptTemplateDeleteResponse', 'PromptTemplateListResponse', 'OrchestrationConfigPostRequest',
            'OrchestrationConfigPostResponse', 'OrchestrationConfigGetResponse', 'OrchestrationConfigListResponse',
-           'OrchestrationConfigDeleteResponse']
+           'OrchestrationConfigDeleteResponse']
@@ -376,4 +376,4 @@ def export_orchestration_config(self, config_id: str) -> bytes:
 
         return response
 
-__all__ = ["PromptTemplateClient", "OrchestrationConfigClient"]
+__all__ = ["PromptTemplateClient", "OrchestrationConfigClient"]
@@ -10,4 +10,4 @@
            'PromptTemplateSubstitutionResponse', 'PromptTemplateGetResponse', 'PromptTemplatePostResponse',
            'PromptTemplateDeleteResponse', 'PromptTemplateListResponse', 'OrchestrationConfigPostRequest',
            'OrchestrationConfigPostResponse', 'OrchestrationConfigGetResponse', 'OrchestrationConfigListResponse',
-           'OrchestrationConfigDeleteResponse']
+           'OrchestrationConfigDeleteResponse']
@@ -2,4 +2,4 @@
                       ClientWrapper, Session, AsyncSession, AsyncClientWrapper)
 
 __all__ = ["set_deployment", "get_current_deployment","prepare_request_dict", "tolerate_missing_model_id",
-           "ClientWrapper", "Session", "AsyncSession", "AsyncClientWrapper"]
+           "ClientWrapper", "Session", "AsyncSession", "AsyncClientWrapper"]
@@ -1,3 +1,3 @@
 from .clients import Client, AICoreDynamicTransport, AsyncAICoreDynamicTransport
 
-__all__ = ['Client', 'AICoreDynamicTransport', 'AsyncAICoreDynamicTransport']
+__all__ = ['Client', 'AICoreDynamicTransport', 'AsyncAICoreDynamicTransport']
@@ -3,4 +3,4 @@
                      PredictionItem, PredictionConfig, ErrorResponseDetails, DataType)
 
 __all__ = ['RPTClient', 'TargetColumn', 'RPTRequest', 'RPTResponse', 'RPTException', 'ResponseStatus',
-           'ResponseMetadata', 'Prediction', 'PredictionItem', 'PredictionConfig', 'ErrorResponseDetails', 'DataType']
+           'ResponseMetadata', 'Prediction', 'PredictionItem', 'PredictionConfig', 'ErrorResponseDetails', 'DataType']
@@ -99,4 +99,4 @@ def test_search_pipelines(self):
         )
         response = self.client.search_pipelines(request)
         self.assertIsInstance(response, SearchPipelinesResponse)
-        self.assertGreaterEqual(response.count, 0)
+        self.assertGreaterEqual(response.count, 0)
@@ -316,4 +316,4 @@ def test_integration(self):
         # Verify deletion status after deletion.
         self.assertTrue(self.__class__.collection_id)
         response = self.client.get_collection_deletion_status(self.__class__.collection_id)
-        self.assertIn(response.status, ["DELETED", "PENDING"])
+        self.assertIn(response.status, ["DELETED", "PENDING"])
@@ -233,4 +233,4 @@ async def test_apredict_by_columns(self):
         self.assertEqual(response.metadata.num_columns, 5)
         self.assertEqual(response.metadata.num_predictions, 1)
         self.assertIn("COSTCENTER", response.predictions[0].model_dump())
-        self.assertNotIn("ID", response.predictions[0].model_dump())
+        self.assertNotIn("ID", response.predictions[0].model_dump())
@@ -329,4 +329,4 @@ def test_blocked_input_filtering_with_azure_and_llama(self):
         config = OrchestrationConfig(modules=module_config)
 
         with self.assertRaises(OrchestrationError):
-            self.service.run(config=config)
+            self.service.run(config=config)
Original file line number	Diff line number	Diff line change
Expand Up		@@ -77,4 +77,4 @@ scenario = ai_api_v2_client.scenario.get(scenario_id="<SCENARIO_ID>")
		The [unit tests](tests) are simply python unit tests. They can be run via pytest or directly from IDE.

		The [integration_tests](integration_tests) are also python tests. They run against intwdf cluster.
Original file line number	Diff line number	Diff line change
Expand Up		@@ -49,4 +49,4 @@ High quality documentation is as important as the shipped code. **Developer docu

		Collaboration, creativity, and meaningful innovation depend on good communication. To make your contribution a success, be open and transparent about your planned development and closely align with the project team. Use communication tools that allow anyone to easily find discussions that happened in the past.

		To contact us or get in touch with our community, please have a look at our [communication channels](SUPPORT.md#communication-channels).
		To contact us or get in touch with our community, please have a look at our [communication channels](SUPPORT.md#communication-channels).
Original file line number	Diff line number	Diff line change
Expand Up		@@ -102,4 +102,4 @@ This project is Innersource and if you wish to contribute to this project please

		The code for this SDK is originated from [llm-commons](https://github.tools.sap/AI-Playground-Projects/llm-commons).

		Kudos to the authors (especially Mathis Börner).
		Kudos to the authors (especially Mathis Börner).
-Original file line number
+Diff line change
@@ Expand Up / @@ -46,4 +46,4 @@ comment_out_lines: @@
     		sed -i '' '/window\.location/s/^/\/\/ /' ./build/html/_static/doctools.js; \
     	else \
     		sed -i '/window\.location/s/^/\/\/ /' ./build/html/_static/doctools.js; \
-    	fi
+    	fi
Original file line number	Diff line number	Diff line change
Expand Up		@@ -77,4 +77,4 @@ def file_type(self) -> Optional[str]:

		return SUFFIX_TO_FILE_TYPE.get(suffix, None)

		__all__ = ["Dataset"]
		__all__ = ["Dataset"]
Original file line number	Diff line number	Diff line change
Expand Up		@@ -148,4 +148,4 @@ def validate_name(name):
		"or contain underscores and dashes, with a maximum length of 64.")

		return name
Original file line number	Diff line number	Diff line change
Expand Up		@@ -60,4 +60,4 @@ def __init__(self, errors: list[OrchestrationError]):
		super().__init__(errors[0].message)


		__all__ = ["OrchestrationError", "OrchestrationErrorList"]
		__all__ = ["OrchestrationError", "OrchestrationErrorList"]
Original file line number	Diff line number	Diff line change
Expand Up		@@ -80,4 +80,4 @@ class AzureContentSafetyOutput(AzureContentFilter):

		protected_material_code: Optional[bool] = False

		__all__ = ["AzureContentFilter", "AzureContentSafetyInput", "AzureContentSafetyOutput", "AzureThreshold"]
		__all__ = ["AzureContentFilter", "AzureContentSafetyInput", "AzureContentSafetyOutput", "AzureThreshold"]
Original file line number	Diff line number	Diff line change
Expand Up		@@ -813,4 +813,4 @@ async def aclose_http_connection(self):
		await self.async_client.aclose()


		__all__ = ["OrchestrationService"]
		__all__ = ["OrchestrationService"]
Original file line number	Diff line number	Diff line change
Expand Up		@@ -376,4 +376,4 @@ def export_orchestration_config(self, config_id: str) -> bytes:

		return response

		__all__ = ["PromptTemplateClient", "OrchestrationConfigClient"]
		__all__ = ["PromptTemplateClient", "OrchestrationConfigClient"]