NVIDIA / framework-reproducibility

Providing reproducibility in deep learning frameworks

NVIDIA/framework-reproducibility Issues

Changing class name/structure changes program functionality (using TensorFlow)
Closed a year ago2
Determinism across GPU architectures?
Closed 4 years ago5
Non-reproducible model training results with TensorFlow 2.5
Closed 3 years ago7
`torch_status.md` determinism tracker similiar to `tensorflow_status.md`
Updated 2 years ago1
tf.data.experimental.sample_from_datasets non-deterministic in multi-gpu.
Updated 3 years ago4
Model nondeterminism when using `K.layers.DepthwiseConv2D` / `tf.nn.depthwise_conv2d` (known issue)
Updated 3 years ago18
Reproducibility issue with transformers (BERT) and tf2.2
Updated 3 years ago21
Message passing neural network determinism thwarted by tf.math.segment_sum and tf.gather
Closed 4 years ago13
Early versions of TensorFlow (e.g. 1.9) do not have a version attribute
Updated 3 years ago3
Usage of numpy.random.Generator to deal with Data-Loader Parallelism
Closed 3 years ago7
patch tf.image.resize with bilinear by casting image to tf.float64
Closed 3 years ago2
Don't get deterministic results with NGC 20.09
Updated 3 years ago8
garder14/byol-tensorflow2 (batch-norm & softmax/cross-entropy)
Updated 3 years ago1
Nondeterminism from tf.image.crop_and_resize
Closed 4 years ago2
More segment ops need to be patched
Closed 3 years ago5
Model not deterministic/reproducible with all seeds set and os.environ['TF_DETERMINISTIC_OPS'] = '1'
Updated 4 years ago
Exception thrown with "No algorithm worked!" message on NGC 20.09
Closed 4 years ago13
Why tensorflow-determinism and not simply determinism?
Closed 5 years ago4
non-determinism on tf.keras.layers.UpSampling2D(..., interpolation='nearest')
Closed 4 years ago3
How can I get deterministic, back-propagatable upsampling?
Closed 4 years ago5
Running on stock TensorFlow version >= 2.1
Closed 4 years ago5
Make tf_determinism.patch() handle tf>=2.1 as well
Closed 4 years ago4
Lack of reproducibility when using Huggingface transformers library (TensorFlow version)
Updated 4 years ago11
Getting OpenNMT-tf to train reproducibly
Updated 4 years ago13
Will this package work on tf.keras model?
Closed 4 years ago1
Raise more specific exceptions
Closed 4 years ago3
Unidentified model not training reproducibly
Closed 4 years ago8
When will the debug tool be available?
Closed 5 years ago2
How can I confirm that the deterministic environment variable is working?
Closed 5 years ago5
Tensorflow-determinism not working with conda tensorflow-gpu
Closed 5 years ago6
How can I check whether I'm in a NGC TensorFlow container?
Closed 5 years ago2
Are there disadvantages to enabling deterministic ops?
Closed 5 years ago2
Support for TF 2.1.0
Closed 5 years ago3