From ab3fee9aaa1ff624cddd1e60e8783a332f9661ba Mon Sep 17 00:00:00 2001
From: "google-labs-jules[bot]"
 <161369871+google-labs-jules[bot]@users.noreply.github.com>
Date: Sat, 13 Jun 2026 12:37:09 +0000
Subject: [PATCH] Optimize sine wave generation with NumPy vectorization

Co-authored-by: ManupaKDU <95234271+ManupaKDU@users.noreply.github.com>
---
 Learning/Part-1/Python/assignment1.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/Learning/Part-1/Python/assignment1.py b/Learning/Part-1/Python/assignment1.py
index 8f388aa..b058a17 100644
--- a/Learning/Part-1/Python/assignment1.py
+++ b/Learning/Part-1/Python/assignment1.py
@@ -7,10 +7,8 @@
 sampling_rate = 48000.0
 amplitude = 16000
 file = "test.wav"
-sine_wave = []
-for x in range(num_samples):
-    val = np.sin(2 * np.pi * frequency * x/sampling_rate)
-    sine_wave.append(val)
+x = np.arange(num_samples)
+sine_wave = np.sin(2 * np.pi * frequency * x / sampling_rate)
 nframes=num_samples
 comptype="NONE"
 compname="not compressed"