Fix ci issues and check for more

.github/workflows/tests.yml

@@ -13,7 +13,7 @@ jobs:
       fail-fast: false
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
-        python-version: ['3.7', '3.8', '3.9', '3.10', '3.11', '3.12']
+        python-version: ['3.8', '3.9', '3.10', '3.11', '3.12', '3.13']
 
     steps:
     - name: Checkout code

benchmarks/datasets/medium_module.py

@@ -4,13 +4,15 @@
 Expected LJPW: Balanced across dimensions
 """
 
-from typing import List, Optional, Dict, Any
-from dataclasses import dataclass
 import logging
+from dataclasses import dataclass
+from typing import Any, Dict, List, Optional
+
 
 @dataclass
 class User:
     """User data model with validation"""
+
     id: int
     name: str
     email: str
@@ -20,11 +22,12 @@ def __post_init__(self):
         """Validate user data"""
         if not self.name:
             raise ValueError("Name cannot be empty")
-        if '@' not in self.email:
+        if "@" not in self.email:
             raise ValueError("Invalid email format")
         if self.id < 0:
             raise ValueError("ID must be positive")
 
+
 class UserRepository:
     """Repository for user management with error handling"""
 
@@ -102,6 +105,7 @@ def delete_user(self, user_id: int) -> bool:
                 return False
         return False
 
+
 def validate_email(email: str) -> bool:
     """
     Validate email format.
@@ -115,7 +119,8 @@ def validate_email(email: str) -> bool:
     if not email:
         return False
 
-    return '@' in email and '.' in email.split('@')[1]
+    return "@" in email and "." in email.split("@")[1]
+
 
 def process_users(users: List[Dict[str, Any]]) -> List[User]:
     """
@@ -137,10 +142,10 @@ def process_users(users: List[Dict[str, Any]]) -> List[User]:
     for user_data in users:
         try:
             user = User(
-                id=user_data['id'],
-                name=user_data['name'],
-                email=user_data['email'],
-                active=user_data.get('active', True)
+                id=user_data["id"],
+                name=user_data["name"],
+                email=user_data["email"],
+                active=user_data.get("active", True),
             )
             result.append(user)
         except KeyError as e:

benchmarks/datasets/simple_script.py

@@ -4,8 +4,10 @@
 Expected LJPW: Low across all dimensions (minimal code)
 """
 
+
 def greet(name):
     print(f"Hello, {name}!")
 
-if __name__ == '__main__':
+
+if __name__ == "__main__":
     greet("World")

benchmarks/results/benchmark_history.csv

@@ -19,3 +19,13 @@ timestamp,benchmark,metric,value
 2025-11-15T18:46:53.084802,edge_cases,duration,0.0003802776336669922
 2025-11-15T18:46:53.084802,multi_language,status,PASS
 2025-11-15T18:46:53.084802,multi_language,duration,0.00010085105895996094
+2025-11-29T20:03:42.889044,compression_ratio,status,PASS
+2025-11-29T20:03:42.889044,compression_ratio,duration,0.0009584426879882812
+2025-11-29T20:03:42.889044,performance,status,PASS
+2025-11-29T20:03:42.889044,performance,duration,0.004261016845703125
+2025-11-29T20:03:42.889044,accuracy,status,PASS
+2025-11-29T20:03:42.889044,accuracy,duration,4.982948303222656e-05
+2025-11-29T20:03:42.889044,edge_cases,status,PASS
+2025-11-29T20:03:42.889044,edge_cases,duration,0.00027871131896972656
+2025-11-29T20:03:42.889044,multi_language,status,PASS
+2025-11-29T20:03:42.889044,multi_language,duration,7.724761962890625e-05

benchmarks/results/benchmark_results.json

@@ -1,10 +1,10 @@
 {
-  "timestamp": "2025-11-15T18:46:53.084802",
+  "timestamp": "2025-11-29T20:03:42.889044",
   "version": "1.0",
   "benchmarks": {
     "compression_ratio": {
       "status": "PASS",
-      "duration": 0.04442000389099121,
+      "duration": 0.0009584426879882812,
       "results": {
         "simple_script": {
           "original_bytes": 24,
@@ -19,50 +19,43 @@
           "ratio": 88.92307692307692,
           "expected_ratio": 500,
           "passes": false
-        },
-        "django_orm": {
-          "original_bytes": 111746,
-          "compressed_bytes": 13,
-          "ratio": 8595.846153846154,
-          "expected_ratio": 50000,
-          "passes": false
         }
       }
     },
     "performance": {
       "status": "PASS",
-      "duration": 0.06415891647338867,
+      "duration": 0.004261016845703125,
       "results": {
         "small": {
-          "avg_time_ms": 0.014190780000831182,
-          "iterations": 100,
-          "throughput": 70468.28997006705
+          "avg_time_ms": 0.01110658049583435,
+          "iterations": 10,
+          "throughput": 90036.71295364594
         },
         "medium": {
-          "avg_time_ms": 0.4236111799991704,
-          "iterations": 50,
-          "throughput": 2360.6553538128014
+          "avg_time_ms": 0.2822446636855602,
+          "iterations": 5,
+          "throughput": 3543.0253558808395
         },
         "large": {
-          "avg_time_ms": 4.150386099999537,
-          "iterations": 10,
-          "throughput": 240.9414391591451
+          "avg_time_ms": 2.7257688343524933,
+          "iterations": 1,
+          "throughput": 366.8689682694791
         }
       }
     },
     "accuracy": {
       "status": "PASS",
-      "duration": 7.033348083496094e-05,
+      "duration": 4.982948303222656e-05,
       "results": {
         "round_trip_tests": 3,
-        "avg_reconstruction_error": 0.24146628760559694,
+        "avg_reconstruction_error": 0.24146628760559696,
         "max_error": 0.25757134933839204,
         "accuracy_percent": 75.8533712394403
       }
     },
     "edge_cases": {
       "status": "PASS",
-      "duration": 0.0003802776336669922,
+      "duration": 0.00027871131896972656,
       "results": {
         "empty": {
           "status": "handled",
@@ -81,28 +74,28 @@
         },
         "unicode": {
           "status": "handled",
-          "health": 0.3792087699787875,
+          "health": 0.43707367273339787,
           "has_insights": true
         },
         "very_long_line": {
           "status": "handled",
-          "health": 0.3775208722204013,
+          "health": 0.4095097403695206,
           "has_insights": true
         }
       }
     },
     "multi_language": {
       "status": "PASS",
-      "duration": 0.00010085105895996094,
+      "duration": 7.724761962890625e-05,
       "results": {
         "python": {
           "ljpw": {
             "L": 0.0,
-            "J": 0.006,
+            "J": 0.08839999999999999,
             "P": 0.0,
-            "W": 0.0025000000000000005
+            "W": 0.041600000000000005
           },
-          "health": 0.3792087699787875,
+          "health": 0.43707367273339787,
           "analyzed": true
         },
         "javascript": {
@@ -112,7 +105,7 @@
             "P": 0.0,
             "W": 0.0
           },
-          "health": 0.3775208722204013,
+          "health": 0.4095097403695206,
           "analyzed": true
         },
         "rust": {
@@ -122,17 +115,17 @@
             "P": 0.0,
             "W": 0.0
           },
-          "health": 0.3775208722204013,
+          "health": 0.4095097403695206,
           "analyzed": true
         },
         "java": {
           "ljpw": {
             "L": 0.0,
             "J": 0.0,
             "P": 0.0,
-            "W": 0.0025000000000000005
+            "W": 0.041600000000000005
           },
-          "health": 0.37821595929836704,
+          "health": 0.4199071132580034,
           "analyzed": true
         }
       }