diff --git a/tests/test_main.py b/tests/test_main.py
index 827b9f7..7f5dc4e 100644
--- a/tests/test_main.py
+++ b/tests/test_main.py
@@ -10,7 +10,7 @@
     short_context_recovery,
 )
 
-
+# Testing the load_data function
 def test_load_data():
     tokenizer = GPT2Tokenizer.from_pretrained("gpt2")
     data = load_data("data/raw/enwik8.gz", tokenizer, 65536)
@@ -19,6 +19,7 @@ def test_load_data():
     assert data[0].shape[0] <= 65536
 
 
+# Testing the non_uniform_interpolation function
 def test_non_uniform_interpolation():
     pos_embed = torch.randn(1, 100, 512)
     lambda_factors = torch.ones(256)
@@ -28,6 +29,7 @@ def test_non_uniform_interpolation():
     assert not torch.equal(pos_embed, interpolated)
 
 
+# Testing the RoPEPositionalEncoding class
 def test_rope_positional_encoding():
     rope = RoPEPositionalEncoding(d_model=512, max_len=100)
     positions = torch.arange(100).unsqueeze(0)
@@ -36,6 +38,7 @@ def test_rope_positional_encoding():
     assert not torch.equal(positions, pos_embeddings)
 
 
+# Testing the LongRoPEModel class
 def test_longrope_model_initialization():
     model = LongRoPEModel(
         d_model=512, n_heads=8, num_layers=6, vocab_size=50257, max_len=65536