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TensorFI is a fault injection framework for injecting both hardware and software faults into applications written using the TensorFlow framework. You can find more information about TensorFI in the pa...

Results 14 TensorFI issues
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I got this following error. I noticed in the source code `def injectFaultMean(a, b)`, there is a FIXME - `This only works if we call np.mean on b[0]. Need to...

bug

Hi, As far as I understand, TensorFI is capable of injecting faults at the level of nodes but not in the nodes rather the output of one node acts as...

enhancement
question

Hi, While running the logistic_regression.py test case, I am encountering an error. **System Information:** Python=2.7 TensorFlow=1.1.5 (GPU Support) **Command used:** `python Tests/logistic_regression.py` **Log** WARNING:tensorflow:From Tests/logistic_regression.py:19: read_data_sets (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated...

Hi, I am trying to run TensorFI on an object detection framework. I am using TensorFlow 1.15 and the algorithm of Object Detection is implemented in Python 2.7 and tested...

While specifying the path for config file, I am getting this error: Traceback (most recent call last): File "train/test.py", line 516, in test_from_rgb_detection(FLAGS.output+'.pickle', FLAGS.output) File "train/test.py", line 298, in test_from_rgb_detection...

question

### Environment info Operating System: NAME="Ubuntu" VERSION="20.04.1 LTS (Focal Fossa)" ID=ubuntu ID_LIKE=debian PRETTY_NAME="Ubuntu 20.04.1 LTS" VERSION_ID="20.04" HOME_URL="https://www.ubuntu.com/" SUPPORT_URL="https://help.ubuntu.com/" BUG_REPORT_URL="https://bugs.launchpad.net/ubuntu/" PRIVACY_POLICY_URL="https://www.ubuntu.com/legal/terms-and-policies/privacy-policy" VERSION_CODENAME=focal UBUNTU_CODENAME=focal Installed version of CUDA and cuDNN: None (please...

We've experienced an error during testing a CapsuleNet implementation and it gives this error: `ERROR:root:Encountered exception exceptions.TypeError: injectFaultPack() takes exactly 2 arguments (3 given) [[Node: fi_import/primarycap_reshape/Reshape/shape = PyFunc[Tin=[DT_INT32, DT_INT32, DT_INT32],...

When running VGG model provided in the repo, I get a `TypeError: Unknown type `. For now, TensorFI supports four types - int and floats of 32 and 64, it...

enhancement

For the "oneFaultPerRun" mode, faults were injected into operators sampled from a uniform probability distribution. However it makes more sense to sample across the operator state space as it is...

Injecting operators like `Shape` should be excluded. Accuracy reported might be wrong in these cases, as number of elements changes. Also, curate a list of operators which just get values...

enhancement