4646from ads .config import (
4747 AQUA_CONFIG_FOLDER ,
4848 AQUA_DEPLOYMENT_CONTAINER_METADATA_NAME ,
49- AQUA_DEPLOYMENT_CONTAINER_OVERRIDE_FLAG_METADATA_NAME ,
5049 AQUA_MODEL_DEPLOYMENT_CONFIG ,
5150 AQUA_MODEL_DEPLOYMENT_CONFIG_DEFAULTS ,
5251 COMPARTMENT_OCID ,
@@ -87,26 +86,26 @@ class AquaDeploymentApp(AquaApp):
8786
8887 @telemetry (entry_point = "plugin=deployment&action=create" , name = "aqua" )
8988 def create (
90- self ,
91- model_id : str ,
92- instance_shape : str ,
93- display_name : str ,
94- instance_count : int = None ,
95- log_group_id : str = None ,
96- access_log_id : str = None ,
97- predict_log_id : str = None ,
98- compartment_id : str = None ,
99- project_id : str = None ,
100- description : str = None ,
101- bandwidth_mbps : int = None ,
102- web_concurrency : int = None ,
103- server_port : int = None ,
104- health_check_port : int = None ,
105- env_var : Dict = None ,
106- container_family : str = None ,
107- memory_in_gbs : Optional [float ] = None ,
108- ocpus : Optional [float ] = None ,
109- model_file : Optional [str ] = None ,
89+ self ,
90+ model_id : str ,
91+ instance_shape : str ,
92+ display_name : str ,
93+ instance_count : int = None ,
94+ log_group_id : str = None ,
95+ access_log_id : str = None ,
96+ predict_log_id : str = None ,
97+ compartment_id : str = None ,
98+ project_id : str = None ,
99+ description : str = None ,
100+ bandwidth_mbps : int = None ,
101+ web_concurrency : int = None ,
102+ server_port : int = None ,
103+ health_check_port : int = None ,
104+ env_var : Dict = None ,
105+ container_family : str = None ,
106+ memory_in_gbs : Optional [float ] = None ,
107+ ocpus : Optional [float ] = None ,
108+ model_file : Optional [str ] = None ,
110109 ) -> "AquaDeployment" :
111110 """
112111 Creates a new Aqua deployment
@@ -175,6 +174,7 @@ def create(
175174 tags [tag ] = aqua_model .freeform_tags [tag ]
176175
177176 tags .update ({Tags .AQUA_MODEL_NAME_TAG : aqua_model .display_name })
177+ tags .update ({Tags .TASK : aqua_model .freeform_tags .get (Tags .TASK , None )})
178178
179179 # Set up info to get deployment config
180180 config_source_id = model_id
@@ -231,8 +231,7 @@ def create(
231231 env_var .update ({"FT_MODEL" : f"{ fine_tune_output_path } " })
232232
233233 container_type_key = self ._get_container_type_key (
234- model = aqua_model ,
235- container_family = container_family
234+ model = aqua_model , container_family = container_family
236235 )
237236
238237 # fetch image name from config
@@ -248,7 +247,11 @@ def create(
248247 model_format = model_formats_str .split ("," )
249248
250249 # Figure out a better way to handle this in future release
251- if ModelFormat .GGUF .value in model_format and container_type_key .lower () == InferenceContainerTypeFamily .AQUA_LLAMA_CPP_CONTAINER_FAMILY :
250+ if (
251+ ModelFormat .GGUF .value in model_format
252+ and container_type_key .lower ()
253+ == InferenceContainerTypeFamily .AQUA_LLAMA_CPP_CONTAINER_FAMILY
254+ ):
252255 if model_file is not None :
253256 logger .info (
254257 f"Overriding { model_file } as model_file for model { aqua_model .id } ."
@@ -299,8 +302,8 @@ def create(
299302 if user_params :
300303 # todo: remove this check in the future version, logic to be moved to container_index
301304 if (
302- container_type_key .lower ()
303- == InferenceContainerTypeFamily .AQUA_LLAMA_CPP_CONTAINER_FAMILY
305+ container_type_key .lower ()
306+ == InferenceContainerTypeFamily .AQUA_LLAMA_CPP_CONTAINER_FAMILY
304307 ):
305308 # AQUA_LLAMA_CPP_CONTAINER_FAMILY container uses uvicorn that required model/server params
306309 # to be set as env vars
@@ -422,9 +425,8 @@ def _get_container_type_key(model: DataScienceModel, container_family: str) -> s
422425 f"for model { model .id } . For unverified Aqua models, { AQUA_DEPLOYMENT_CONTAINER_METADATA_NAME } should be"
423426 f"set and value can be one of { ', ' .join (InferenceContainerTypeFamily .values ())} ."
424427 ) from err
425-
428+
426429 return container_type_key
427-
428430
429431 @telemetry (entry_point = "plugin=deployment&action=list" , name = "aqua" )
430432 def list (self , ** kwargs ) -> List ["AquaDeployment" ]:
@@ -453,8 +455,8 @@ def list(self, **kwargs) -> List["AquaDeployment"]:
453455 for model_deployment in model_deployments :
454456 oci_aqua = (
455457 (
456- Tags .AQUA_TAG in model_deployment .freeform_tags
457- or Tags .AQUA_TAG .lower () in model_deployment .freeform_tags
458+ Tags .AQUA_TAG in model_deployment .freeform_tags
459+ or Tags .AQUA_TAG .lower () in model_deployment .freeform_tags
458460 )
459461 if model_deployment .freeform_tags
460462 else False
@@ -508,8 +510,8 @@ def get(self, model_deployment_id: str, **kwargs) -> "AquaDeploymentDetail":
508510
509511 oci_aqua = (
510512 (
511- Tags .AQUA_TAG in model_deployment .freeform_tags
512- or Tags .AQUA_TAG .lower () in model_deployment .freeform_tags
513+ Tags .AQUA_TAG in model_deployment .freeform_tags
514+ or Tags .AQUA_TAG .lower () in model_deployment .freeform_tags
513515 )
514516 if model_deployment .freeform_tags
515517 else False
@@ -526,8 +528,8 @@ def get(self, model_deployment_id: str, **kwargs) -> "AquaDeploymentDetail":
526528 log_group_name = ""
527529
528530 logs = (
529- model_deployment .category_log_details .access
530- or model_deployment .category_log_details .predict
531+ model_deployment .category_log_details .access
532+ or model_deployment .category_log_details .predict
531533 )
532534 if logs :
533535 log_id = logs .log_id
@@ -582,9 +584,9 @@ def get_deployment_config(self, model_id: str) -> Dict:
582584 return config
583585
584586 def get_deployment_default_params (
585- self ,
586- model_id : str ,
587- instance_shape : str ,
587+ self ,
588+ model_id : str ,
589+ instance_shape : str ,
588590 ) -> List [str ]:
589591 """Gets the default params set in the deployment configs for the given model and instance shape.
590592
@@ -616,8 +618,8 @@ def get_deployment_default_params(
616618 )
617619
618620 if (
619- container_type_key
620- and container_type_key in InferenceContainerTypeFamily .values ()
621+ container_type_key
622+ and container_type_key in InferenceContainerTypeFamily .values ()
621623 ):
622624 deployment_config = self .get_deployment_config (model_id )
623625 config_params = (
@@ -640,10 +642,10 @@ def get_deployment_default_params(
640642 return default_params
641643
642644 def validate_deployment_params (
643- self ,
644- model_id : str ,
645- params : List [str ] = None ,
646- container_family : str = None ,
645+ self ,
646+ model_id : str ,
647+ params : List [str ] = None ,
648+ container_family : str = None ,
647649 ) -> Dict :
648650 """Validate if the deployment parameters passed by the user can be overridden. Parameter values are not
649651 validated, only param keys are validated.
@@ -666,8 +668,7 @@ def validate_deployment_params(
666668 if params :
667669 model = DataScienceModel .from_id (model_id )
668670 container_type_key = self ._get_container_type_key (
669- model = model ,
670- container_family = container_family
671+ model = model , container_family = container_family
671672 )
672673
673674 container_config = get_container_config ()
@@ -689,9 +690,9 @@ def validate_deployment_params(
689690
690691 @staticmethod
691692 def _find_restricted_params (
692- default_params : Union [str , List [str ]],
693- user_params : Union [str , List [str ]],
694- container_family : str ,
693+ default_params : Union [str , List [str ]],
694+ user_params : Union [str , List [str ]],
695+ container_family : str ,
695696 ) -> List [str ]:
696697 """Returns a list of restricted params that user chooses to override when creating an Aqua deployment.
697698 The default parameters coming from the container index json file cannot be overridden.
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