diff --git a/test/torchaudio_unittest/sox_io_backend/smoke_test.py b/test/torchaudio_unittest/sox_io_backend/smoke_test.py
index be734afa77..598a98bd3d 100644
--- a/test/torchaudio_unittest/sox_io_backend/smoke_test.py
+++ b/test/torchaudio_unittest/sox_io_backend/smoke_test.py
@@ -1,3 +1,4 @@
+import io
 import itertools
 import unittest
 
@@ -85,3 +86,70 @@ def test_vorbis(self, sample_rate, num_channels, quality_level):
     def test_flac(self, sample_rate, num_channels, compression_level):
         """Run smoke test on flac format"""
         self.run_smoke_test('flac', sample_rate, num_channels, compression=compression_level)
+
+
+@skipIfNoExtension
+class SmokeTestFileObj(TorchaudioTestCase):
+    """Run smoke test on various audio format
+
+    The purpose of this test suite is to verify that sox_io_backend functionalities do not exhibit
+    abnormal behaviors.
+
+    This test suite should be able to run without any additional tools (such as sox command),
+    however without such tools, the correctness of each function cannot be verified.
+    """
+    def run_smoke_test(self, ext, sample_rate, num_channels, *, compression=None, dtype='float32'):
+        duration = 1
+        num_frames = sample_rate * duration
+        original = get_wav_data(dtype, num_channels, normalize=False, num_frames=num_frames)
+
+        fileobj = io.BytesIO()
+        # 1. run save
+        sox_io_backend.save(fileobj, original, sample_rate, compression=compression, format=ext)
+        # 2. run info
+        fileobj.seek(0)
+        info = sox_io_backend.info(fileobj, format=ext)
+        assert info.sample_rate == sample_rate
+        assert info.num_channels == num_channels
+        # 3. run load
+        fileobj.seek(0)
+        loaded, sr = sox_io_backend.load(fileobj, normalize=False, format=ext)
+        assert sr == sample_rate
+        assert loaded.shape[0] == num_channels
+
+    @parameterized.expand(list(itertools.product(
+        ['float32', 'int32', 'int16', 'uint8'],
+        [8000, 16000],
+        [1, 2],
+    )), name_func=name_func)
+    def test_wav(self, dtype, sample_rate, num_channels):
+        """Run smoke test on wav format"""
+        self.run_smoke_test('wav', sample_rate, num_channels, dtype=dtype)
+
+    @parameterized.expand(list(itertools.product(
+        [8000, 16000],
+        [1, 2],
+        [-4.2, -0.2, 0, 0.2, 96, 128, 160, 192, 224, 256, 320],
+    )))
+    @skipIfNoMP3
+    def test_mp3(self, sample_rate, num_channels, bit_rate):
+        """Run smoke test on mp3 format"""
+        self.run_smoke_test('mp3', sample_rate, num_channels, compression=bit_rate)
+
+    @parameterized.expand(list(itertools.product(
+        [8000, 16000],
+        [1, 2],
+        [-1, 0, 1, 2, 3, 3.6, 5, 10],
+    )))
+    def test_vorbis(self, sample_rate, num_channels, quality_level):
+        """Run smoke test on vorbis format"""
+        self.run_smoke_test('vorbis', sample_rate, num_channels, compression=quality_level)
+
+    @parameterized.expand(list(itertools.product(
+        [8000, 16000],
+        [1, 2],
+        list(range(9)),
+    )), name_func=name_func)
+    def test_flac(self, sample_rate, num_channels, compression_level):
+        """Run smoke test on flac format"""
+        self.run_smoke_test('flac', sample_rate, num_channels, compression=compression_level)