Task/remove dynamic retries

.semversioner/next-release/minor-20250520014004743256.json

@@ -0,0 +1,4 @@
+{
+  "type": "minor",
+  "description": "Remove Dynamic Max Retries support. Refactor typer typing in cli interface"
+}

graphrag/api/prompt_tune.py

@@ -17,7 +17,7 @@
 from pydantic import PositiveInt, validate_call
 
 from graphrag.callbacks.noop_workflow_callbacks import NoopWorkflowCallbacks
-from graphrag.config.defaults import graphrag_config_defaults, language_model_defaults
+from graphrag.config.defaults import graphrag_config_defaults
 from graphrag.config.models.graph_rag_config import GraphRagConfig
 from graphrag.language_model.manager import ModelManager
 from graphrag.logger.base import ProgressLogger
@@ -109,15 +109,6 @@ async def generate_indexing_prompts(
     logger.info("Retrieving language model configuration...")
     default_llm_settings = config.get_language_model_config(PROMPT_TUNING_MODEL_ID)
 
-    # if max_retries is not set, inject a dynamically assigned value based on the number of expected LLM calls
-    # to be made or fallback to a default value in the worst case
-    if default_llm_settings.max_retries < -1:
-        default_llm_settings.max_retries = min(
-            len(doc_list), language_model_defaults.max_retries
-        )
-        msg = f"max_retries not set, using default value: {default_llm_settings.max_retries}"
-        logger.warning(msg)
-
     logger.info("Creating language model...")
     llm = ModelManager().register_chat(
         name="prompt_tuning",