Update website for mlcli-toolkit package name - Changed all pip install mlcli to pip install mlcli-toolkit - Changed all pipx install mlcli to pipx install mlcli-toolkit - Updated author name from Harsora to Lalani - Updated contact email to devarshilalani.devflow@gmail.com - Updated installation examples in fallback release notes

Author: codeMaestro78

configs/hotel_dnn_config.json

@@ -1,6 +1,6 @@
 {
   "dataset": {
-    "path": "data/hotel_bookings_processed.csv",
+    "path": "mlcli/data/hotel_bookings_processed.csv",
     "type": "csv",
     "target_column": "is_canceled",
     "features": null

configs/hotel_logistic_config.json

@@ -1,6 +1,6 @@
 {
   "dataset": {
-    "path": "data/hotel_bookings_processed.csv",
+    "path": "mlcli/data/hotel_bookings_processed.csv",
     "type": "csv",
     "target_column": "is_canceled",
     "features": null

configs/hotel_rf_config.json

@@ -1,6 +1,6 @@
 {
   "dataset": {
-    "path": "data/hotel_bookings_processed.csv",
+    "path": "mlcli/data/hotel_bookings_processed.csv",
     "type": "csv",
     "target_column": "is_canceled",
     "features": null

configs/hotel_svm_config.json

@@ -1,6 +1,6 @@
 {
   "dataset": {
-    "path": "data/hotel_bookings_processed.csv",
+    "path": "mlcli/data/hotel_bookings_processed.csv",
     "type": "csv",
     "target_column": "is_canceled",
     "features": null

configs/hotel_xgb_config.json

@@ -1,6 +1,6 @@
 {
   "dataset": {
-    "path": "data/hotel_bookings_processed.csv",
+    "path": "mlcli/data/hotel_bookings_processed.csv",
     "type": "csv",
     "target_column": "is_canceled",
     "features": null

configs/tune_rf_config.json

@@ -4,7 +4,7 @@
     "params": {}
   },
   "dataset": {
-    "path": "data/hotel_bookings_processed.csv",
+    "path": "mlcli/data/hotel_bookings_processed.csv",
     "type": "csv",
     "target_column": "is_canceled"
   },

mlcli/trainers/__init__.py

@@ -79,7 +79,7 @@ def __getattr__(name: str):
 def register_all_models():
     """Register all models in the registry without importing heavy modules."""
     from mlcli import registry
-    
+
     for model_name, meta in _MODEL_METADATA.items():
         if not registry.is_registered(model_name):
             # Register with lazy loader
@@ -97,7 +97,7 @@ def get_trainer_class(model_type: str):
     """Get trainer class by model type, importing only when needed."""
     if model_type not in _MODEL_METADATA:
         raise ValueError(f"Unknown model type: {model_type}")
-    
+
     import importlib
     meta = _MODEL_METADATA[model_type]
     module = importlib.import_module(meta["module"])

mlcli/utils/registry.py

@@ -87,20 +87,20 @@ def _resolve_lazy(self, name: str) -> Optional[Type]:
         """Resolve a lazy-registered model by importing it."""
         if name not in self._lazy_registry:
             return None
-        
+
         import importlib
         lazy_info = self._lazy_registry[name]
         module = importlib.import_module(lazy_info["module_path"])
         trainer_class = getattr(module, lazy_info["class_name"])
-        
+
         # Move from lazy to regular registry
         self._registry[name] = trainer_class
         del self._lazy_registry[name]
-        
+
         # Update metadata
         if name in self._metadata:
             self._metadata[name]["lazy"] = False
-        
+
         return trainer_class
 
     def get(self, name: str) -> Optional[Type]:
@@ -116,11 +116,11 @@ def get(self, name: str) -> Optional[Type]:
         # Check regular registry first
         if name in self._registry:
             return self._registry.get(name)
-        
+
         # Try lazy loading
         if name in self._lazy_registry:
             return self._resolve_lazy(name)
-        
+
         return None
 
     def get_trainer(self, name: str, **kwargs) -> Any:
@@ -222,8 +222,8 @@ def __len__(self)->int:
         return len(self._registry)
 
     def __contains__(self,name:str)->bool:
-        """Check if models is registered using 'in' operator. """
-        return name in self._registry
+        """Check if models is registered using 'in' operator (includes lazy). """
+        return name in self._registry or name in self._lazy_registry
 
     def __repr__(self)->str:
         """String representation of registry. """