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.
This commit is contained in:
Vijay Janapa Reddi
2025-07-20 10:00:33 -04:00
parent 7a8609ac97
commit ecd32a02eb

View File

@@ -102,6 +102,11 @@ from tinytorch.core.tensor import Tensor # Foundation
- **Foundation:** Building block for future transformer modules
"""
# %% [markdown]
"""
## 🔧 DEVELOPMENT
"""
# %% [markdown]
"""
## Step 1: Understanding Attention - The Revolutionary Mechanism
@@ -919,6 +924,12 @@ def test_module_attention_tensor_compatibility():
print("✅ Integration Test Passed: Scaled dot-product attention is compatible with Tensors.")
# %% [markdown]
"""
## 🤖 AUTO TESTING
"""
# %%
if __name__ == "__main__":
test_module_attention_tensor_compatibility()
from tito.tools.testing import run_module_tests_auto
@@ -928,7 +939,7 @@ if __name__ == "__main__":
# %% [markdown]
"""
## 🎯 Module Summary
## 🎯 MODULE SUMMARY: Attention Mechanisms
Congratulations! You've successfully implemented the revolutionary attention mechanism that powers all modern AI systems: