ain

Author: saqibdz

.kiro/specs/neurolite-data-detection/tasks.md

@@ -196,22 +196,31 @@
     - Write unit tests for preprocessing recommendations
     - _Requirements: 9.3_
 
-- [ ] 10. Create ComplexityAnalyzer for performance estimation
-  - [ ] 10.1 Implement computational requirement estimation
+- [x] 10. Create ComplexityAnalyzer for performance estimation
+
+
+
+  - [x] 10.1 Implement computational requirement estimation
+
     - Create CPU vs GPU suitability assessment algorithms
     - Add memory requirement prediction logic
     - Implement processing time estimation functions
     - Write unit tests for resource requirement accuracy
     - _Requirements: 10.1, 10.2_
 
-  - [ ] 10.2 Implement model complexity assessment
+  - [x] 10.2 Implement model complexity assessment
+
+
     - Code overfitting risk detection algorithms
     - Add regularization requirement identification
     - Create cross-validation strategy recommendation logic
     - Write unit tests for complexity assessment accuracy
     - _Requirements: 10.3, 10.4_
 
-- [ ] 11. Build central DataProfiler orchestrator
+
+- [-] 11. Build central DataProfiler orchestrator
+
+
   - [ ] 11.1 Implement core analysis pipeline
     - Create main analyze() method that coordinates all detectors and analyzers
     - Add error handling and graceful degradation logic

neurolite/__init__.py

@@ -27,7 +27,8 @@
 )
 
 from .analyzers import (
-    StatisticalAnalyzer
+    StatisticalAnalyzer,
+    ComplexityAnalyzer
 )
 
 # Simple DataProfiler class for easy usage
@@ -118,6 +119,7 @@ def analyze(self, data_source, quick: bool = False):
     "DataTypeDetector",
     "QualityDetector",
     "StatisticalAnalyzer",
+    "ComplexityAnalyzer",
     "NeuroLiteException",
     "UnsupportedFormatError",
     "InsufficientDataError",

neurolite/analyzers/__init__.py

@@ -1,10 +1,12 @@
 """Analyzer modules for statistical and complexity analysis."""
 
 from .statistical_analyzer import StatisticalAnalyzer, DistributionAnalysis, CorrelationMatrix, RelationshipAnalysis
+from .complexity_analyzer import ComplexityAnalyzer
 
 __all__ = [
     'StatisticalAnalyzer',
     'DistributionAnalysis', 
     'CorrelationMatrix',
-    'RelationshipAnalysis'
+    'RelationshipAnalysis',
+    'ComplexityAnalyzer'
 ]