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| purl | pkg:pypi/tensorflow@2.11.1 |
| Vulnerability | Summary | Fixed by |
|---|---|---|
| This package is not known to be affected by vulnerabilities. | ||
| Vulnerability | Summary | Aliases |
|---|---|---|
| VCID-1jte-hpg7-gydx | Incorrect Comparison TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, if the stride and window size are not positive for `tf.raw_ops.AvgPoolGrad`, it can give a floating point exception. A fix is included in TensorFlow version 2.12.0 and version 2.11.1. |
CVE-2023-25669
GHSA-rcf8-g8jv-vg6p |
| VCID-6f4y-m6ca-nyf6 | NULL Pointer Dereference TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, when `ctx->step_containter()` is a null ptr, the Lookup function will be executed with a null pointer. A fix is included in TensorFlow 2.12.0 and 2.11.1. |
CVE-2023-25663
GHSA-64jg-wjww-7c5w |
| VCID-c1qd-61t7-2fe3 | Integer Overflow or Wraparound TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, integer overflow occurs when `2^31 <= num_frames * height * width * channels < 2^32`, for example Full HD screencast of at least 346 frames. A fix is included in TensorFlow version 2.12.0 and version 2.11.1. |
CVE-2023-25667
GHSA-fqm2-gh8w-gr68 |
| VCID-cvdm-ubbq-63ew | NULL Pointer Dereference TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, when the parameter `summarize` of `tf.raw_ops.Print` is zero, the new method `SummarizeArray<bool>` will reference to a nullptr, leading to a seg fault. A fix is included in TensorFlow version 2.12 and version 2.11.1. |
CVE-2023-25660
GHSA-qjqc-vqcf-5qvj |
| VCID-ev9c-cxzc-p7hb | Integer Overflow or Wraparound TensorFlow is an open source platform for machine learning. Versions prior to 2.12.0 and 2.11.1 is vulnerable to integer overflow in EditDistance. A fix is included in TensorFlow version 2.12.0 and version 2.11.1. |
CVE-2023-25662
GHSA-7jvm-xxmr-v5cw |
| VCID-h18h-987d-q7he | Incorrect Comparison TensorFlow is an end-to-end open source platform for machine learning. Constructing a tflite model with a paramater `filter_input_channel` of less than 1 gives a FPE. This issue has been patched in version 2.12. TensorFlow will also cherrypick the fix commit on TensorFlow 2.11.1. |
CVE-2023-27579
GHSA-5w96-866f-6rm8 |
| VCID-j7jy-3r33-x7fy | NULL Pointer Dereference TensorFlow is an open source machine learning platform. Versions prior to 2.12.0 and 2.11.1 have a null pointer error in RandomShuffle with XLA enabled. A fix is included in TensorFlow 2.12.0 and 2.11.1. |
CVE-2023-25674
GHSA-gf97-q72m-7579 |
| VCID-jswv-zqu6-efee | TensorFlow Denial of Service vulnerability ### Impact A malicious invalid input crashes a tensorflow model (Check Failed) and can be used to trigger a denial of service attack. To minimize the bug, we built a simple single-layer TensorFlow model containing a Convolution3DTranspose layer, which works well with expected inputs and can be deployed in real-world systems. However, if we call the model with a malicious input which has a zero dimension, it gives Check Failed failure and crashes. ```python import tensorflow as tf class MyModel(tf.keras.Model): def __init__(self): super().__init__() self.conv = tf.keras.layers.Convolution3DTranspose(2, [3,3,3], padding="same") def call(self, input): return self.conv(input) model = MyModel() # Defines a valid model. x = tf.random.uniform([1, 32, 32, 32, 3], minval=0, maxval=0, dtype=tf.float32) # This is a valid input. output = model.predict(x) print(output.shape) # (1, 32, 32, 32, 2) x = tf.random.uniform([1, 32, 32, 0, 3], dtype=tf.float32) # This is an invalid input. output = model(x) # crash ``` This Convolution3DTranspose layer is a very common API in modern neural networks. The ML models containing such vulnerable components could be deployed in ML applications or as cloud services. This failure could be potentially used to trigger a denial of service attack on ML cloud services. ### Patches We have patched the issue in - GitHub commit [948fe6369a5711d4b4568ea9bbf6015c6dfb77e2](https://github.com/tensorflow/tensorflow/commit/948fe6369a5711d4b4568ea9bbf6015c6dfb77e2) - GitHub commit [85db5d07db54b853484bfd358c3894d948c36baf](https://github.com/keras-team/keras/commit/85db5d07db54b853484bfd358c3894d948c36baf). 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. |
CVE-2023-25661
GHSA-fxgc-95xx-grvq |
| VCID-mj52-z2qy-4bd8 | NULL Pointer Dereference TensorFlow is an open source platform for machine learning. The function `tf.raw_ops.LookupTableImportV2` cannot handle scalars in the `values` parameter and gives an NPE. A fix is included in TensorFlow version 2.12.0 and version 2.11.1. |
CVE-2023-25672
GHSA-94mm-g2mv-8p7r |
| VCID-mkr8-shuu-1qhk | Out-of-bounds Write TensorFlow is an open source platform for machine learning. There is out-of-bounds access due to mismatched integer type sizes. A fix is included in TensorFlow version 2.12.0 and version 2.11.1. |
CVE-2023-25671
GHSA-j5w9-hmfh-4cr6 |
| VCID-qh3y-aeak-u3hg | Out-of-bounds Read TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, if the parameter `indices` for `DynamicStitch` does not match the shape of the parameter `data`, it can trigger an stack OOB read. A fix is included in TensorFlow version 2.12.0 and version 2.11.1. |
CVE-2023-25659
GHSA-93vr-9q9m-pj8p |
| VCID-upnq-6wx8-gug8 | Incorrect Comparison TensorFlow is an open source platform for machine learning. Versions prior to 2.12.0 and 2.11.1 have a Floating Point Exception in TensorListSplit with XLA. A fix is included in TensorFlow version 2.12.0 and version 2.11.1. |
CVE-2023-25673
GHSA-647v-r7qq-24fh |
| VCID-w5vq-nwu5-pken | NULL Pointer Dereference TensorFlow is an open source platform for machine learning. Versions prior to 2.12.0 and 2.11.1 have a null point error in QuantizedMatMulWithBiasAndDequantize with MKL enabled. A fix is included in TensorFlow version 2.12.0 and version 2.11.1. |
CVE-2023-25670
GHSA-49rq-hwc3-x77w |
| VCID-xej2-7wvk-xuec | Out-of-bounds Read TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, an out-of-bounds read is in GRUBlockCellGrad. A fix is included in TensorFlow 2.12.0 and 2.11.1. |
CVE-2023-25658
GHSA-68v3-g9cm-rmm6 |