diff options
Diffstat (limited to 'candle-nn/tests/ops.rs')
-rw-r--r-- | candle-nn/tests/ops.rs | 27 |
1 files changed, 27 insertions, 0 deletions
diff --git a/candle-nn/tests/ops.rs b/candle-nn/tests/ops.rs index f9cfe46d..65a8fbf2 100644 --- a/candle-nn/tests/ops.rs +++ b/candle-nn/tests/ops.rs @@ -77,6 +77,32 @@ fn rms_norm(device: &Device) -> Result<()> { Ok(()) } +fn layer_norm(device: &Device) -> Result<()> { + let data = &[[[3f32, 1., 4.], [1., 5., 9.]], [[2., 1., 7.], [8., 2., 8.]]]; + let tensor = Tensor::new(data, device)?; + let alpha = Tensor::new(&[1f32, 2f32, 3f32], device)?; + let beta = Tensor::new(&[0.5f32, 0f32, -0.2f32], device)?; + let t = candle_nn::ops::layer_norm(&tensor, &alpha, &beta, 1e-5)?; + assert_eq!( + to_vec3_round(&t, 4)?, + &[ + [[0.7673, -2.6726, 3.0071], [-0.7247, 0.0, 3.4742]], + [[-0.008, -1.778, 3.991], [1.2071, -2.8284, 1.9213]] + ] + ); + let t2 = candle_nn::ops::layer_norm_slow(&tensor, &alpha, &beta, 1e-5)?; + assert_eq!( + to_vec3_round(&t2, 4)?, + &[ + [[0.7673, -2.6726, 3.0071], [-0.7247, 0.0, 3.4742]], + [[-0.008, -1.778, 3.991], [1.2071, -2.8284, 1.9213]] + ] + ); + let diff = (t - t2)?.abs()?.sum_all()?.to_vec0::<f32>()?; + assert!(diff < 1e-5); + Ok(()) +} + #[test] fn softmax_numerical_stability() -> Result<()> { let dev = &Device::Cpu; @@ -185,4 +211,5 @@ test_device!(rope, rope_cpu, rope_gpu, rope_metal); test_device!(rope_thd, rope_thd_cpu, rope_thd_gpu, rope_thd_metal); test_device!(softmax, softmax_cpu, softmax_gpu, softmax_metal); test_device!(rms_norm, rms_norm_cpu, rms_norm_gpu, rms_norm_metal); +test_device!(layer_norm, ln_cpu, ln_gpu, ln_metal); test_device!(sigmoid, sigmoid_cpu, sigmoid_gpu, sigmoid_metal); |