Update app.py

app.py

@@ -211,23 +211,44 @@ def prime_factors(n):
     """,
 """
 import numpy
-    def matrix_multiplication(A, B):
+def matrix_multiplication(A, B):
     return np.dot(A, B)
+""",
+"""
+import numpy as np
+
+def efficient_is_semipositive_definite(matrix):
+    try:
+        # Attempt Cholesky decomposition
+        np.linalg.cholesky(matrix)
+        return True
+    except np.linalg.LinAlgError:
+        return False
+""",
+"""
+import numpy as np
+
+def is_semipositive_definite(matrix):
+    # Compute the eigenvalues of the matrix
+    eigenvalues = np.linalg.eigvals(matrix)
+
+    # Check if all eigenvalues are non-negative
+    return all(val >= 0 for val in eigenvalues)
 """
     ]
 example = examples[0]
 
 with gr.Blocks() as demo:
     gr.Markdown("<h1><center>Llama_test: generate unit test for your Python code</center></h1>")
-    code_input = gr.Code(example, label="Provide the code of the function you want to test")
+    code_input = gr.Code(example, language="python", label="Provide the code of the function you want to test")
     gr.Examples(
     examples=examples,
     inputs=code_input,)
 
     generate_btn = gr.Button("Generate test")
     with gr.Row():
-        code_output = gr.Code(label="Passed tests")
-        code_output2 = gr.Code(label="Failed tests")
+        code_output = gr.Code(language="python", label="Passed tests")
+        code_output2 = gr.Code(language="python", label="Failed tests")
 
     generate_btn.click(main, inputs=code_input, outputs=[code_output, code_output2])
 if __name__ == "__main__":