diff --git a/imperative/python/test/unit/random/test_rng.py b/imperative/python/test/unit/random/test_rng.py
index a33a5840..1083e947 100644
--- a/imperative/python/test/unit/random/test_rng.py
+++ b/imperative/python/test/unit/random/test_rng.py
@@ -226,7 +226,7 @@ def test_UniformRNG():
     out2 = m2.uniform(size=(100,))
     out3 = m3.uniform(size=(100,))
 
-    np.testing.assert_equal(out1.numpy(), out2.numpy())
+    np.testing.assert_allclose(out1.numpy(), out2.numpy(), atol=1e-6)
     assert out1.device == "xpu0" and out2.device == "xpu1"
     assert not (out1.numpy() == out3.numpy()).all()
     assert not (out1.numpy() == out1_.numpy()).all()
@@ -254,7 +254,7 @@ def test_NormalRNG():
     out2 = m2.normal(size=(100,))
     out3 = m3.normal(size=(100,))
 
-    np.testing.assert_equal(out1.numpy(), out2.numpy())
+    np.testing.assert_allclose(out1.numpy(), out2.numpy(), atol=1e-6)
     assert out1.device == "xpu0" and out2.device == "xpu1"
     assert not (out1.numpy() == out3.numpy()).all()
     assert not (out1.numpy() == out1_.numpy()).all()
@@ -283,7 +283,7 @@ def test_GammaRNG():
     out2 = m2.gamma(2, size=(100,))
     out3 = m3.gamma(2, size=(100,))
 
-    np.testing.assert_equal(out1.numpy(), out2.numpy())
+    np.testing.assert_allclose(out1.numpy(), out2.numpy(), atol=1e-6)
     assert out1.device == "xpu0" and out2.device == "xpu1"
     assert not (out1.numpy() == out3.numpy()).all()
     assert not (out1.numpy() == out1_.numpy()).all()
@@ -316,7 +316,7 @@ def test_BetaRNG():
     out2 = m2.beta(2, 1, size=(100,))
     out3 = m3.beta(2, 1, size=(100,))
 
-    np.testing.assert_equal(out1.numpy(), out2.numpy())
+    np.testing.assert_allclose(out1.numpy(), out2.numpy(), atol=1e-6)
     assert out1.device == "xpu0" and out2.device == "xpu1"
     assert not (out1.numpy() == out3.numpy()).all()
     assert not (out1.numpy() == out1_.numpy()).all()
@@ -351,7 +351,7 @@ def test_PoissonRNG():
     out2 = m2.poisson(lam.to("xpu1"), size=(100,))
     out3 = m3.poisson(lam.to("xpu0"), size=(100,))
 
-    np.testing.assert_equal(out1.numpy(), out2.numpy())
+    np.testing.assert_allclose(out1.numpy(), out2.numpy(), atol=1e-6)
     assert out1.device == "xpu0" and out2.device == "xpu1"
     assert not (out1.numpy() == out3.numpy()).all()
 
@@ -381,7 +381,7 @@ def test_PermutationRNG(symbolic):
     out2 = m2.permutation(1000)
     out3 = m3.permutation(1000)
 
-    np.testing.assert_equal(out1.numpy(), out2.numpy())
+    np.testing.assert_allclose(out1.numpy(), out2.numpy(), atol=1e-6)
     assert out1.device == "xpu0" and out2.device == "xpu1"
     assert not (out1.numpy() == out3.numpy()).all()
     assert not (out1.numpy() == out1_.numpy()).all()
@@ -443,7 +443,7 @@ def test_ShuffleRNG():
     m2.shuffle(out2)
     m3.shuffle(out3)
 
-    np.testing.assert_equal(out1.numpy(), out2.numpy())
+    np.testing.assert_allclose(out1.numpy(), out2.numpy(), atol=1e-6)
     assert out1.device == "xpu0" and out2.device == "xpu1"
     assert not (out1.numpy() == out3.numpy()).all()
 
@@ -465,7 +465,7 @@ def test_seed():
 
     set_global_seed(10)
     out3 = uniform(size=[10, 10])
-    np.testing.assert_equal(out1.numpy(), out3.numpy())
+    np.testing.assert_allclose(out1.numpy(), out3.numpy(), atol=1e-6)
 
     set_global_seed(11)
     out4 = uniform(size=[10, 10])