REFACTOR external service and improve websocket training

services/training/app/core/config.py

@@ -41,25 +41,16 @@ class TrainingSettings(BaseServiceSettings):
     REDIS_DB: int = 1
     
     # ML Model Storage
-    MODEL_STORAGE_PATH: str = os.getenv("MODEL_STORAGE_PATH", "/app/models")
     MODEL_BACKUP_ENABLED: bool = os.getenv("MODEL_BACKUP_ENABLED", "true").lower() == "true"
     MODEL_VERSIONING_ENABLED: bool = os.getenv("MODEL_VERSIONING_ENABLED", "true").lower() == "true"
     
     # Training Configuration
-    MAX_TRAINING_TIME_MINUTES: int = int(os.getenv("MAX_TRAINING_TIME_MINUTES", "30"))
     MAX_CONCURRENT_TRAINING_JOBS: int = int(os.getenv("MAX_CONCURRENT_TRAINING_JOBS", "3"))
-    MIN_TRAINING_DATA_DAYS: int = int(os.getenv("MIN_TRAINING_DATA_DAYS", "30"))
-    TRAINING_BATCH_SIZE: int = int(os.getenv("TRAINING_BATCH_SIZE", "1000"))
     
     # Prophet Specific Configuration
-    PROPHET_SEASONALITY_MODE: str = os.getenv("PROPHET_SEASONALITY_MODE", "additive")
-    PROPHET_CHANGEPOINT_PRIOR_SCALE: float = float(os.getenv("PROPHET_CHANGEPOINT_PRIOR_SCALE", "0.05"))
-    PROPHET_SEASONALITY_PRIOR_SCALE: float = float(os.getenv("PROPHET_SEASONALITY_PRIOR_SCALE", "10.0"))
     PROPHET_HOLIDAYS_PRIOR_SCALE: float = float(os.getenv("PROPHET_HOLIDAYS_PRIOR_SCALE", "10.0"))
     
     # Spanish Holiday Integration
-    ENABLE_SPANISH_HOLIDAYS: bool = True
-    ENABLE_MADRID_HOLIDAYS: bool = True
     ENABLE_CUSTOM_HOLIDAYS: bool = os.getenv("ENABLE_CUSTOM_HOLIDAYS", "true").lower() == "true"
     
     # Data Processing
@@ -79,6 +70,8 @@ class TrainingSettings(BaseServiceSettings):
     PROPHET_DAILY_SEASONALITY: bool = True
     PROPHET_WEEKLY_SEASONALITY: bool = True
     PROPHET_YEARLY_SEASONALITY: bool = True
-    PROPHET_SEASONALITY_MODE: str = "additive"
 
-settings = TrainingSettings()
+    # Throttling settings for parallel training to prevent heartbeat blocking
+    MAX_CONCURRENT_TRAININGS: int = int(os.getenv("MAX_CONCURRENT_TRAININGS", "3"))
+
+settings = TrainingSettings()