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Commits on Aug 14, 2020

• Optionally export timing of session.run and allow dict_keys object to be passed.

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• Switch more tf.Defuns with py_utils.CallDefun.

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Commits on Aug 13, 2020

• Support 3d input in GroupNormLayer, and make BN accept 2d paddings

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• Reset the step seed at the beginning of each tf.function to mimic Defun's

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• Refactor batch-major transformer InitStates and ExtendStep to improve encapsulation:

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Commits on Aug 12, 2020

• mhsa_before_conv option for conformer_layer

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• Batch major attention tests are using zeros for key and value vecs. Replace with random values.

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• Add TransformWithKey to py_utils.

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• OverrideVarsFromCheckpoints returns a list of overridden variables.

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• Minor changes and add --tflite_compatible flag

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Commits on Aug 11, 2020

• With eager execution enabled, tf.train.Saver fails in _build_eager. To avoid it, we simply avoid instantiating a tf.train.Saver in predictor for the purpose of restoration.

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• Add blocked matrix multiply to projection layer.

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• *Change computation shape based topology for better all-reduce performance.

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Commits on Aug 10, 2020

• s/LConv2DLayer/LConvLayer

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• Remove shape infomation using tf.placeholder instead of tf.Defun.

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• Extract asset_file_defs into InferenceGraph proto

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• Remove deprecated self._sample_ids and self._input_batch_size.

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• Wait a fixed amount of time before attempting to check if global_step is

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• allow int32 in StateLayer

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Commits on Aug 8, 2020

• Adds support for combining gradients from multiple losses.

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Commits on Aug 7, 2020

• Replace ParamsToSimpleText with ToText in documentation.

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• Temporary fix for GPipe Batch major transformer

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• Make `shuffle` and `cache` of `tf.data.Dataset` as stateless ops for TF2 compatibility.

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Commits on Aug 6, 2020

• Catch UnrecognizedFlagError if the flags are not defined for some reason.

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• New conformer layer impl

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• Adds name_scope's to AsrModel.DecodeWithTheta() to make debugging easier.

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Commits on Aug 5, 2020

• Fix moe_layers StateLayer fprop_dtype.

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• Enable tf.function when eager execution is enabled by default.

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• Quiet a "DeprecationWarning: invalid escape sequence \*" warning resulting from backslash in docstringby converting to raw string.

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• Update RandomFlipY and RandomWorldRotationAboutZAxis to support sequence model.

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Commits on Aug 4, 2020

• Internal change

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• Add OpKernelContext to RecordBatcher::GetNext and init processors on first call

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• Fix paper title and add arxiv link.

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• Add flags including pre_layer_norm, layer norm for the decoder output, optional per_dim_scale for the reproducibility of different Transformer architectures on Lingvo.

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• conv_layers_with_time_padding: Fix Tensor comparison (similar to previous cl).

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