From ecd32a02ebaceb48143ed4de64bc97a4ff9c5cf8 Mon Sep 17 00:00:00 2001 From: Vijay Janapa Reddi Date: Sun, 20 Jul 2025 10:00:33 -0400 Subject: [PATCH] =?UTF-8?q?=E2=9C=A8=20Add=20structural=20organization=20h?= =?UTF-8?q?eaders=20to=2007=5Fattention=20module?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - 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. --- modules/source/07_attention/attention_dev.py | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/modules/source/07_attention/attention_dev.py b/modules/source/07_attention/attention_dev.py index fcc3ce7f..73c9ecb9 100644 --- a/modules/source/07_attention/attention_dev.py +++ b/modules/source/07_attention/attention_dev.py @@ -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: