Update pattern_analyzer.py

pattern_analyzer.py

@@ -8,8 +8,14 @@ from pattern_logic import PatternLogic
 
 class PatternAnalyzer:
     def __init__(self):
-        self.model = AutoModelForCausalLM.from_pretrained("tmmdev/codellama-pattern-analysis")
+        self.model = AutoModelForCausalLM.from_pretrained(
+            "tmmdev/codellama-pattern-analysis",
+            load_in_8bit=True,  # Enable 8-bit quantization
+            device_map="auto",   # Optimize device usage
+            torch_dtype="auto"   # Automatic precision selection
+        )
         self.tokenizer = AutoTokenizer.from_pretrained("tmmdev/codellama-pattern-analysis")
+
         self.basic_patterns = {
             'channel': {'min_points': 4, 'confidence_threshold': 0.7},
             'triangle': {'min_points': 3, 'confidence_threshold': 0.75},