From 2e11633a618696f6e6780eaede5b0c6abc3cbe37 Mon Sep 17 00:00:00 2001 From: Vijay Janapa Reddi Date: Sun, 20 Jul 2025 10:09:46 -0400 Subject: [PATCH] =?UTF-8?q?=E2=9C=A8=20Add=20structural=20organization=20h?= =?UTF-8?q?eaders=20to=2013=5Fkernels=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 nbgrader block - Updated to ## 🎯 MODULE SUMMARY: Hardware-Optimized Operations Improves notebook organization without changing any code logic or content. --- modules/source/13_kernels/kernels_dev.py | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/modules/source/13_kernels/kernels_dev.py b/modules/source/13_kernels/kernels_dev.py index 39010292..d9de4198 100644 --- a/modules/source/13_kernels/kernels_dev.py +++ b/modules/source/13_kernels/kernels_dev.py @@ -175,6 +175,11 @@ GPU kernels: 1000x speed (massive parallelism) Let's build the optimizations that power modern AI! """ +# %% [markdown] +""" +## 🔧 DEVELOPMENT +""" + # %% [markdown] """ ## Step 1: Custom Operations - Beyond NumPy @@ -1387,6 +1392,11 @@ Time to test your implementation! This section uses TinyTorch's standardized tes **This testing section is locked** - it provides consistent feedback across all modules and cannot be modified. """ +# %% [markdown] +""" +## 🤖 AUTO TESTING +""" + # %% nbgrader={"grade": false, "grade_id": "standardized-testing", "locked": true, "schema_version": 3, "solution": false, "task": false} # ============================================================================= # STANDARDIZED MODULE TESTING - DO NOT MODIFY @@ -1411,7 +1421,7 @@ if __name__ == "__main__": # %% [markdown] """ -## 🎯 Module Summary: Hardware-Optimized ML Operations +## 🎯 MODULE SUMMARY: Hardware-Optimized Operations ### What You've Built You've implemented a complete set of hardware-optimized ML kernels: