instruction stringclasses 100
values | code stringlengths 78 193k | response stringlengths 259 170k | file stringlengths 59 203 |
|---|---|---|---|
Annotate my code with docstrings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,15 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Residual Shuffle-Exchange Network.
+
+Implementation of
+"Residual Shuffle-Exchange Networks for Fast Processing of Long Sequences"
+paper by A.Draguns, E.Ozolins, A.Sostaks, M.Apinis... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/residual_shuffle_exchange.py |
Add docstrings to improve collaboration | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Reversible Residual Transformer."""
from __future__ import absolute_import
from __future__ import division
@@ -29,6 +30,16 @@
@registry.register_model
class TransformerRevnet(tr... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/transformer_revnet.py |
Add missing documentation to my Python functions | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,8 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Experiments with Adafactor.
+"""
from __future__ import absolute_import
from __future__ import division
@@ -23,6 +25,13 @@
def mimic_adam_with_adafactor(hparams):
+ """Switch ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/adafactor_experiments.py |
Add docstrings for utility scripts | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Reinforcement learning models and parameters."""
import collections
import functools
@@ -45,6 +46,7 @@
@registry.register_hparams
def ppo_base_v1():
+ """Set of hyperparameters... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/rl.py |
Create Google-style docstrings for my code | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,15 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Transformer model from "Attention Is All You Need".
+
+The Transformer model consists of an encoder and a decoder. Both are stacks
+of self-attention layers followed by feed-forward l... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/transformer.py |
Write documentation strings for class attributes | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,15 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Stacks and Queues implemented as encoder-decoder models.
+
+Based off of the following research:
+
+Learning to Transduce with Unbounded Memory
+Edward Grefenstette, Karl Moritz Herma... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/neural_stack.py |
Write documentation strings for class attributes | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""SliceNet."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -31,6 +32,7 @@
# pylint: disable=unused-argument
def ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/slicenet.py |
Create docstrings for reusable components | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,8 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Experiments for Multiquery-Attention Paper.
+"""
from __future__ import absolute_import
from __future__ import division
@@ -150,6 +152,7 @@
@registry.register_hparams
def mqp_lm... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/multiquery_paper.py |
Create structured documentation for my script | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Basic models for testing simple tasks."""
from __future__ import absolute_import
from __future__ import division
@@ -38,6 +39,7 @@
def pixels_from_softmax(frame_logits, pure_samp... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/video/base.py |
Add docstrings for better understanding | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for En-Vi translation."""
from __future__ import absolute_import
from __future__ import division
@@ -46,6 +47,7 @@
@registry.register_problem
class TranslateEnvi... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/translate_envi.py |
Generate descriptive docstrings automatically | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utils for audio."""
from __future__ import absolute_import
from __future__ import division
@@ -25,6 +26,15 @@
def add_delta_deltas(filterbanks, name=None):
+ """Compute time f... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/common_audio.py |
Create docstrings for all classes and functions | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,11 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Base class for envs that store their history.
+
+EnvProblem subclasses Problem and also implements the Gym interface (step,
+reset, render, close, seed)
+"""
from __future__ import... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/envs/env_problem.py |
Add docstrings to existing functions | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utils for latent variable models."""
from __future__ import absolute_import
from __future__ import division
@@ -33,6 +34,7 @@
def compress_self_attention_layer(x, hparams, name... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/latent_layers.py |
Expand my code with proper documentation strings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Transformer model."""
from __future__ import absolute_import
from __future__ import division
@@ -33,6 +34,7 @@
@registry.register_model
class MtfTransformer(mtf_model.MtfModel):... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/mtf_transformer.py |
Document all endpoints with docstrings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Transformer model."""
from __future__ import absolute_import
from __future__ import division
@@ -33,6 +34,11 @@
@registry.register_model
class MtfUnitransformer(mtf_model.MtfMod... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/mtf_transformer2.py |
Add minimal docstrings for each function | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,12 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""image generation with transformer (attention).
+
+encoder: [Self-Attention, Feed-forward] x n
+decoder: [Self-Attention, Source-Target-Attention, Feed-forward] x n
+
+"""
from __fu... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/image_transformer_2d.py |
Add verbose docstrings with examples | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Hyperparameters and ranges common to multiple models."""
from __future__ import absolute_import
from __future__ import division
@@ -26,6 +27,7 @@
@registry.register_hparams("basi... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/common_hparams.py |
Document all endpoints with docstrings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,10 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Evolved Transformer model.
+
+This implements the model described in arxiv.org/abs/1901.11117 .
+"""
from __future__ import absolute_import
from __future__ import division
@@ -44,... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/evolved_transformer.py |
Add professional docstrings to my codebase | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Discretization bottlenecks used to train discrete latent variables."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/discretization.py |
Generate docstrings for each module | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Hook to run glow initialization on a larger batch."""
from __future__ import absolute_import
from __future__ import division
@@ -22,6 +23,12 @@
class GlowInitHook(tf.train.Sess... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/glow_init_hook.py |
Please document this code using docstrings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,11 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Mixture-of-experts code.
+
+Interfaces and algorithms are under development and subject to rapid change
+without notice.
+"""
from __future__ import absolute_import
from __future_... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/moe.py |
Replace inline comments with docstrings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,12 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""image generation with transformer (attention).
+
+encoder: [Self-Attention, Feed-forward] x n
+decoder: [Self-Attention, Source-Target-Attention, Feed-forward] x n
+
+"""
from __fu... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/image_transformer.py |
Fill in missing docstrings in my code | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Various reversible ops for the glow generative model."""
from __future__ import absolute_import
from __future__ import division
@@ -33,6 +34,17 @@
def linear_interpolate(tensor... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/glow_ops.py |
Write proper docstrings for these functions | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,10 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""ResNet model with model and data parallelism using MTF.
+
+Integration of Mesh tensorflow with ResNet to do model parallelism.
+"""
from __future__ import absolute_import
from __f... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/mtf_resnet.py |
Add docstrings that explain inputs and outputs | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Basic models for testing simple tasks."""
from __future__ import absolute_import
from __future__ import division
@@ -25,11 +26,28 @@
class NextFrameBaseVae(object):
+ """Basic... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/video/base_vae.py |
Generate documentation strings for clarity | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,11 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Bank of layers for Translation NAS searches.
+
+All encoder layers are registered in the global LayerRegistry ENCODER_LAYERS.
+All decoder layers are registered on the global LayerReg... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/neural_architecture_search/nas_layers.py |
Can you add docstrings to this Python file? | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,18 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""NasSeq2Seq class which can be configured to produce a variety of models.
+
+This was the class used in the Evolved Transformer paper
+(https://arxiv.org/abs/1901.11117) to create conf... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/neural_architecture_search/nas_model.py |
Add docstrings to make code maintainable | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generator for Wikipedia title to article dataset."""
from __future__ import absolute_import
from __future__ import division
@@ -33,8 +34,21 @@
@registry.register_problem
cl... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wiki.py |
Document this code for team use | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""ByteNet."""
from __future__ import absolute_import
from __future__ import division
@@ -28,6 +29,7 @@
def residual_dilated_conv(x, repeat, padding, name, hparams):
+ """A stack... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/bytenet.py |
Add docstrings to incomplete code | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Models for gene expression from DNA."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -29,6 +30,21 @@
@registry.r... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/gene_expression.py |
Write docstrings for utility functions | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""TicTacToeEnvProblem wraps the TicTacToeEnv in an EnvProblem."""
from __future__ import absolute_import
from __future__ import division
@@ -25,6 +26,7 @@
@registry.register_env_pr... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/envs/tic_tac_toe_env_problem.py |
Create structured documentation for my script | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,14 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Fetch reference URLs for a single group_id within a single shard_id.
+
+See get_references_web.py to fetch URLs for all groups in within a single
+shard_id.
+
+Requires Python 3.5
+pi... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wikisum/get_references_web_single_group.py |
Add docstrings with type hints explained | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,13 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Image Transformer model with model and data parallelism using MTF.
+
+Integration of Mesh tensorflow with Image Transformer to do model parallelism.
+Currently, this supports uncondit... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/mtf_image_transformer.py |
Add docstrings to improve collaboration | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""RNN LSTM models."""
from __future__ import absolute_import
from __future__ import division
@@ -37,6 +38,25 @@
def lstm(inputs, sequence_length, hparams, train, name, initial_st... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/lstm.py |
Add professional docstrings to my codebase | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Traditional Student-Teacher Distillation."""
from __future__ import absolute_import
from __future__ import division
@@ -27,6 +28,20 @@
@registry.register_model
class Distillatio... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/distillation.py |
Generate consistent docstrings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,25 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Experiments with Language Models.
+
+Train languagemodel_lm1b32k_packed and measure log-ppl/token (dev).
+These numbers need to be multiplied by 1.107893 to get log-ppl/word
+ for com... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/lm_experiments.py |
Write Python docstrings for this snippet | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Glow generative model."""
from __future__ import absolute_import
from __future__ import division
@@ -38,6 +39,7 @@
@registry.register_hparams
def glow_hparams():
+ """Glow Hpar... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/glow.py |
Add docstrings to existing functions | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utilities for area attention."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -24,6 +25,15 @@
def lengths_to_a... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/area_attention.py |
Add verbose docstrings with examples | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Autoencoders."""
from __future__ import absolute_import
from __future__ import division
@@ -36,6 +37,7 @@
def time_to_channels(embedded_video):
+ """Put time dimension on chan... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/autoencoders.py |
Add detailed docstrings explaining each function | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for untokenized wikipedia LM dataset."""
from __future__ import absolute_import
from __future__ import division
@@ -30,6 +31,7 @@
def concat_generator(filename,... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wiki_lm.py |
Write docstrings for backend logic | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Neural Assistant."""
from __future__ import absolute_import
from __future__ import division
@@ -28,6 +29,7 @@
@registry.register_model
class NeuralAssistant(transformer.Transfor... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/neural_assistant.py |
Create Google-style docstrings for my code | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Using Transformer Networks for String similarities."""
from tensor2tensor.data_generators import problem
from tensor2tensor.layers import common_layers
from tensor2tensor.models imp... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/similarity_transformer.py |
Add detailed docstrings explaining each function | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""The Neural GPU model and its variants."""
from __future__ import absolute_import
from __future__ import division
@@ -28,6 +29,7 @@
def neural_gpu_body(inputs, hparams, name=Non... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/neural_gpu.py |
Add clean documentation to messy code | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Self attention models for VQA."""
from __future__ import absolute_import
from __future__ import division
@@ -36,6 +37,7 @@
@registry.register_model
class VqaSelfAttention(vqa_at... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/vqa_self_attention.py |
Add docstrings for better understanding | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,8 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Transformer Sketch for im2sketch problems.
+"""
from __future__ import absolute_import
from __future__ import division
@@ -27,8 +29,10 @@
@registry.register_model
class Transfor... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/transformer_sketch.py |
Write proper docstrings for these functions | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,15 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Single stack of transformations with no masking.
+
+Produces output aligned with inputs.
+
+Configurable using hyperparameters to use some combination of convolutions,
+attention, mix... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/aligned.py |
Add docstrings for utility scripts | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""NAT Transformer from https://arxiv.org/abs/1805.11063."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -29,6 +30,7... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/transformer_nat.py |
Generate docstrings with parameter types | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Recurrent self attention models for VQA."""
from __future__ import absolute_import
from __future__ import division
@@ -37,6 +38,7 @@
@registry.register_model
class VqaRecurrentS... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/vqa_recurrent_self_attention.py |
Write docstrings that follow conventions | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,11 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Base class for envs that store their history.
+
+EnvProblem subclasses Problem and also implements the Gym interface (step,
+reset, render, close, seed)
+"""
from __future__ import... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/envs/gym_env_problem.py |
Can you add docstrings to this Python file? | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utilities for linear interpolation over the next_frame_glow latent space."""
from __future__ import absolute_import
from __future__ import division
@@ -53,6 +54,7 @@
def decode... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/video/nfg_interpolate.py |
Add docstrings explaining edge cases | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""A QueryProcessor using the Transformer framework."""
from __future__ import absolute_import
from __future__ import division
@@ -44,6 +45,15 @@
def topk_watch_fn(feeds, fetches)... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/insights/transformer_model.py |
Improve documentation using docstrings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Base class for env problems with RGB array as observation space."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/envs/rendered_env_problem.py |
Generate helpful docstrings for debugging | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for translation data-sets."""
from __future__ import absolute_import
from __future__ import division
@@ -67,9 +68,11 @@
@registry.register_problem
class Translat... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/translate_ende.py |
Write clean docstrings for readability | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generator for the timeseries problem."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -21,6 +22,30 @@
def... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/timeseries_data_generator.py |
Insert docstrings into my code | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for translation data-sets."""
from __future__ import absolute_import
from __future__ import division
@@ -55,6 +56,7 @@
@registry.register_problem
class Translate... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/translate_encs.py |
Add return value explanations in docstrings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,21 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for English-Czech backtranslation NMT data-sets.
+
+To use this problem you need to provide backtranslated (synthetic) data to
+tmp_dir (cs_mono_{en,cs}.txt{0,1,2} - e... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/translate_encs_cubbitt.py |
Write documentation strings for class attributes | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Layers common to multiple models."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -38,6 +39,7 @@
# TODO(lukaszka... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/common_layers.py |
Generate consistent documentation across files | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utils for attention mechanism for images."""
from __future__ import absolute_import
from __future__ import division
@@ -30,6 +31,7 @@
class AttentionType(object):
+ """Types o... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/common_image_attention.py |
Generate docstrings for exported functions | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for translation data-sets."""
from __future__ import absolute_import
from __future__ import division
@@ -35,6 +36,7 @@
class TranslateProblem(text_problems.Text... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/translate.py |
Add docstrings that explain logic | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Various ops for TransformerVaeFlowPrior."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -31,12 +32,14 @@
def ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/transformer_vae_flow_prior_ops.py |
Help me document legacy Python code | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utilities for video."""
from __future__ import absolute_import
from __future__ import division
@@ -37,11 +38,13 @@
def swap_time_and_batch_axes(inputs):
+ """Swaps time and ba... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/common_video.py |
Document all public functions with docstrings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,10 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Stochastic Adversarial Video Prediction model.
+
+Reference: https://arxiv.org/abs/1804.01523
+"""
from __future__ import absolute_import
from __future__ import division
@@ -36,8 ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/video/savp.py |
Write reusable docstrings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,30 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""TimeStep is a simple class that holds the information seen at a time-step.
+
+Let:
+r_t = Reward(s_{t-1}, a_{t-1}, s_t) - reward for getting into a state.
+d_t = Done(s_t) ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/envs/time_step.py |
Generate helpful docstrings for debugging | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""A GUnicorn + Flask Debug Frontend for Transformer models."""
import json
from flask import Flask
@@ -45,6 +46,7 @@
class NumpySerializationFix(JSONEncoder):
+ """json module c... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/insights/server.py |
Create docstrings for reusable components | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utilities for attention."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -42,6 +43,45 @@ ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/message_passing_attention.py |
Generate helpful docstrings for debugging | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,13 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""SV2P: Stochastic Variational Video Prediction.
+
+ based on the following paper:
+ https://arxiv.org/abs/1710.11252
+ by Mohammad Babaeizadeh, Chelsea Finn, Dumitru Erhan,
+ ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/video/sv2p.py |
Add docstrings to my Python code | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,20 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Glow operations for text.
+
+Adapted glow operations from tensor2tensor.models.research.glow_ops to be used
+as a prior in Text VAEs (specifically for MT). Supports:
+1. Log determina... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/transformer_glow_layers.py |
Generate documentation strings for clarity | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for En-Et translation."""
from __future__ import absolute_import
from __future__ import division
@@ -53,6 +54,7 @@
@registry.register_problem
class TranslateEnet... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/translate_enet.py |
Create structured documentation for my script | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for translation data-sets."""
from __future__ import absolute_import
from __future__ import division
@@ -55,9 +56,11 @@
@registry.register_problem
class Translat... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/translate_enes.py |
Add detailed documentation for each class | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,18 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""A suite of sequence transduction problems.
+
+Each problem generates pairs of tokenized input and output sequences which
+represent the effect of the transduction algorithm which must... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/transduction_problems.py |
Add docstrings including usage examples | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Basic models for testing simple tasks."""
from __future__ import absolute_import
from __future__ import division
@@ -28,6 +29,7 @@
@registry.register_model
class BasicFcRelu(t2t... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/basic.py |
Add docstrings to existing functions | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,11 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Trajectory manages a sequence of TimeSteps.
+
+BatchTrajectory manages a batch of trajectories, also keeping account of
+completed trajectories.
+"""
from __future__ import absolut... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/envs/trajectory.py |
Add docstrings that explain purpose and usage | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,10 +13,28 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""A base class for all query processing classes."""
class QueryProcessor(object):
+ """Base class for any class that wants to process sequence queries.
+
+ QueryProcessor classe... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/insights/query_processor.py |
Add docstrings for better understanding | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""N-gram layer."""
from __future__ import absolute_import
from __future__ import division
@@ -23,8 +24,30 @@
class NGram(tf.keras.layers.Layer):
+ r"""N-gram layer.
+
+ The lay... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/ngram.py |
Add detailed docstrings explaining each function | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,16 +13,35 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Graph representation for building decoding graph visualizations."""
class Vertex(object):
+ """Vertex stores in and out edge connections to other Vertex instances.
+
+ The Ver... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/insights/graph.py |
Generate docstrings for each module | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""AE Transformer."""
from __future__ import absolute_import
from __future__ import division
@@ -44,6 +45,7 @@
def residual_conv(x, repeat, k, hparams, name, reuse=None):
+ """A ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/transformer_vae.py |
Add docstrings to existing functions | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,12 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Modalities, which specify a feature's domain.
+
+T2TModel applies a default transformation to each feature according to its
+modality. Override them by specifying a model's
+hparams.{... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/modalities.py |
Provide clean and structured docstrings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Transformer VAE with Flow Priors for Non-Autoregressive MT."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -40,6 ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/transformer_vae_flow_prior.py |
Document this code for team use | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,15 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Self-attention based language model.
+
+DEPRECATED. Use Transformer which supports running the decoder only.
+
+Like transformer.py, but no encoder
+
+decoder: [Self-Attention, Feed-f... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/attention_lm.py |
Add docstrings that explain inputs and outputs | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Additional operations for transformer_glow_layers.py."""
from __future__ import absolute_import
from __future__ import division
@@ -28,6 +29,7 @@
def dense(name, x, n_out, dtyp... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/transformer_glow_layers_ops.py |
Generate docstrings for each module | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for video problems with artificially generated frames."""
from __future__ import absolute_import
from __future__ import division
@@ -39,9 +40,11 @@
@registry.regi... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/video_generated.py |
Document this code for team use | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for translation data-sets."""
from __future__ import absolute_import
from __future__ import division
@@ -157,6 +158,23 @@
@registry.register_problem
class Transl... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/translate_enzh.py |
Document classes and their methods | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,13 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Conditional FVD metric on video.
+
+FVD - Frechet Video Distance
+
+This is the metric that is inspired by FID, but applied to
+video rather than to images.
+"""
from __future__ im... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/metrics/video_conditional_fvd.py |
Help me add docstrings to my project | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Some customization of common_attention."""
from __future__ import absolute_import
from __future__ import division
@@ -31,6 +32,12 @@
def summarize_tensors(tensor_dict, tag=None... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/vqa_layers.py |
Add professional docstrings to my codebase | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""The memory unit for Transformer."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -22,17 +23,48 @@
class Recurr... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/transformer_memory.py |
Generate docstrings for this script | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Batch of environments inside the TensorFlow graph."""
# The code was based on Danijar Hafner's code from tf.agents:
# https://github.com/tensorflow/agents/blob/master/agents/tools/... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/rl/envs/in_graph_batch_env.py |
Write docstrings for this repository | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,15 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Universal Transformers.
+
+Universal Transformer is described in https://arxiv.org/abs/1807.03819.
+
+Universal Transformer is recurrent in depth while employing self-attention
+to co... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/universal_transformer.py |
Write docstrings that follow conventions | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Batch of environments inside the TensorFlow graph."""
# The code was based on Danijar Hafner's code from tf.agents:
# https://github.com/tensorflow/agents/blob/master/agents/tools/... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/rl/envs/simulated_batch_env.py |
Add docstrings to improve code quality | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""SimulatedBatchEnv in a Gym-like interface."""
from __future__ import absolute_import
from __future__ import division
@@ -28,6 +29,7 @@
class FlatBatchEnv(Env):
+ """Gym enviro... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/rl/envs/simulated_batch_gym_env.py |
Document all public functions with docstrings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Batch of environments inside the TensorFlow graph."""
from __future__ import absolute_import
from __future__ import division
@@ -26,6 +27,7 @@
class WrapperBase(InGraphBatchEnv... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/rl/envs/tf_atari_wrappers.py |
Expand my code with proper documentation strings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,40 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+r"""Play with a world model.
+
+Controls:
+ WSAD and SPACE to control the agent.
+ R key to reset env.
+ C key to toggle WAIT mode.
+ N to perform NOOP action under WAIT mode.
+ X t... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/rl/player.py |
Add professional docstrings to my codebase | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,13 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Self-attention based language model.
+
+Like transformer.py, but no encoder
+
+decoder: [Self-Attention, Feed-forward] x n
+
+"""
from __future__ import absolute_import
from __fut... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/attention_lm_moe.py |
Help me document legacy Python code | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Batch of environments inside the TensorFlow graph."""
# The code was based on Danijar Hafner's code from tf.agents:
# https://github.com/tensorflow/agents/blob/master/agents/tools/... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/rl/envs/py_func_batch_env.py |
Insert docstrings into my code | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Optimization."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -24,6 +25,83 @@
class AdafactorOptimizer(tf.trai... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/utils/adafactor.py |
Auto-generate documentation strings for this file | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Training restarter."""
import contextlib
import os
@@ -21,6 +22,29 @@
class Restarter(object):
+ """Handles training restarts.
+
+ Particularly useful when sharing parameters... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/rl/restarter.py |
Create docstrings for reusable components | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Shake-shake model for CIFAR."""
from __future__ import absolute_import
from __future__ import division
@@ -28,6 +29,7 @@
def shake_shake_skip_connection(x, output_filters, stri... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/shake_shake.py |
Add detailed documentation for each class | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Basic models for testing simple tasks."""
from __future__ import absolute_import
from __future__ import division
@@ -31,6 +32,7 @@
@registry.register_model
class NextFrameBasicD... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/video/basic_deterministic.py |
Create documentation strings for testing functions | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,25 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+r"""Training of RL agent with PPO algorithm.
+
+Example invocation:
+
+python -m tensor2tensor.rl.trainer_model_free \
+ --output_dir=$HOME/t2t/rl_v1 \
+ --hparams_set=pong_model_f... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/rl/trainer_model_free.py |
Generate descriptive docstrings automatically | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,34 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utilities for Universal Transformer.
+
+The Universal Transformer is based on the popular encoder-decoder architecture.
+However, as opposed to a fixed stack of distinct layers (as is... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/universal_transformer_util.py |
Improve documentation using docstrings | # coding=utf-8
# Copyright 2023 The Tensor2Tensor Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | --- +++ @@ -13,6 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Param sets for SV2P model."""
from __future__ import division
from __future__ import print_function
@@ -24,6 +25,7 @@
@registry.register_hparams
def next_frame_sv2p():
+ """SV2... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/video/sv2p_params.py |
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