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✨ Add structural organization headers to 07_attention module
- Added ## 🔧 DEVELOPMENT section before Step 1 where development begins - Added ## 🤖 AUTO TESTING section before auto testing block - Updated to ## 🎯 MODULE SUMMARY: Attention Mechanisms Improves notebook organization without changing any code logic or content.
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@@ -102,6 +102,11 @@ from tinytorch.core.tensor import Tensor # Foundation
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- **Foundation:** Building block for future transformer modules
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"""
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# %% [markdown]
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"""
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## 🔧 DEVELOPMENT
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"""
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# %% [markdown]
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"""
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## Step 1: Understanding Attention - The Revolutionary Mechanism
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@@ -919,6 +924,12 @@ def test_module_attention_tensor_compatibility():
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print("✅ Integration Test Passed: Scaled dot-product attention is compatible with Tensors.")
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# %% [markdown]
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"""
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## 🤖 AUTO TESTING
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"""
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# %%
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if __name__ == "__main__":
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test_module_attention_tensor_compatibility()
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from tito.tools.testing import run_module_tests_auto
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@@ -928,7 +939,7 @@ if __name__ == "__main__":
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# %% [markdown]
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"""
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## 🎯 Module Summary
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## 🎯 MODULE SUMMARY: Attention Mechanisms
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Congratulations! You've successfully implemented the revolutionary attention mechanism that powers all modern AI systems:
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