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🧪 Add standardized module testing to all modules
Ensures consistent testing framework across all TinyTorch modules with: ✅ Added standardized testing sections to modules that were missing them: - 01_setup: Added complete testing section + module summary - 02_tensor: Added testing section + comprehensive module summary - 15_mlops: Standardized existing testing section to match convention ✅ All modules now follow the consistent pattern: 1. ## 🧪 Module Testing (markdown explanation) 2. Locked nbgrader cell with standardized-testing ID 3. run_module_tests_auto call to discover and run all tests 4. ## 🎯 Module Summary (educational wrap-up) ✅ Benefits: - Consistent testing experience across all 16 modules - Automatic test discovery and execution before module completion - Standardized educational flow: learn → implement → test → reflect - Professional testing practices with locked testing framework ✅ Verification: All 16 modules now have both: - '## 🧪 Module Testing' section ✓ - 'run_module_tests_auto' call ✓ This ensures students always verify their implementations work correctly before moving to the next module, following TinyTorch's educational philosophy.
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@@ -533,6 +533,27 @@ def test_unit_system_info_basic():
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print("✅ System info function tests passed!")
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print(f"✅ Python: {sys_info['python_version']} on {sys_info['platform']}")
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# %% [markdown]
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"""
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## 🧪 Module Testing
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Time to test your implementation! This section uses TinyTorch's standardized testing framework to ensure your implementation works correctly.
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**This testing section is locked** - it provides consistent feedback across all modules and cannot be modified.
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"""
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# %% nbgrader={"grade": false, "grade_id": "standardized-testing", "locked": true, "schema_version": 3, "solution": false, "task": false}
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# =============================================================================
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# STANDARDIZED MODULE TESTING - DO NOT MODIFY
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# This cell is locked to ensure consistent testing across all TinyTorch modules
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# =============================================================================
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if __name__ == "__main__":
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from tito.tools.testing import run_module_tests_auto
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# Automatically discover and run all tests in this module
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success = run_module_tests_auto("Setup")
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# %% [markdown]
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"""
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## 🎯 Professional ML Engineering Skills
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