Removes the evaluation inference default parameters from the code.

Author: mrDzurb

ads/aqua/config/evaluation/evaluation_service_config.py

@@ -10,14 +10,6 @@
 
 from ads.aqua.config.utils.serializer import Serializable
 
-# Constants
-INFERENCE_RPS = 25  # Max RPS for inferencing deployed model.
-INFERENCE_TIMEOUT = 120
-INFERENCE_MAX_THREADS = 10  # Maximum parallel threads for model inference.
-INFERENCE_RETRIES = 3
-INFERENCE_BACKOFF_FACTOR = 3
-INFERENCE_DELAY = 0
-
 
 class ModelParamsOverrides(Serializable):
     """Defines overrides for model parameters, including exclusions and additional inclusions."""
@@ -54,13 +46,6 @@ class Config:
 class InferenceParams(Serializable):
     """Contains inference-related parameters with defaults."""
 
-    inference_rps: Optional[int] = INFERENCE_RPS
-    inference_timeout: Optional[int] = INFERENCE_TIMEOUT
-    inference_max_threads: Optional[int] = INFERENCE_MAX_THREADS
-    inference_retries: Optional[int] = INFERENCE_RETRIES
-    inference_backoff_factor: Optional[float] = INFERENCE_BACKOFF_FACTOR
-    inference_delay: Optional[float] = INFERENCE_DELAY
-
     class Config:
         extra = "allow"
 
@@ -224,20 +209,18 @@ def search_shapes(
         -------
         List[ShapeConfig]: A list of shapes that match the filters.
         """
-        results = []
-        for shape in self.shapes:
-            if (
-                evaluation_container
-                and evaluation_container not in shape.filter.evaluation_container
-            ):
-                continue
+        return [
+            shape
+            for shape in self.shapes
             if (
-                evaluation_target
-                and evaluation_target not in shape.filter.evaluation_target
-            ):
-                continue
-            results.append(shape)
-        return results
+                not evaluation_container
+                or evaluation_container in shape.filter.evaluation_container
+            )
+            and (
+                not evaluation_target
+                or evaluation_target in shape.filter.evaluation_target
+            )
+        ]
 
     class Config:
         extra = "ignore"

tests/unitary/with_extras/aqua/test_data/config/evaluation_config_with_default_params.json

@@ -5,14 +5,7 @@
   },
   "inference_params": {
     "containers": [],
-    "default": {
-      "inference_backoff_factor": 3,
-      "inference_delay": 0,
-      "inference_max_threads": 10,
-      "inference_retries": 3,
-      "inference_rps": 25,
-      "inference_timeout": 120
-    }
+    "default": {}
   },
   "kind": "evaluation",
   "report_params": {