instruction stringclasses 100
values | code stringlengths 78 193k | response stringlengths 259 170k | file stringlengths 59 203 |
|---|---|---|---|
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 +13,13 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Berkeley (BAIR) robot pushing dataset.
+
+Self-Supervised Visual Planning with Temporal Skip Connections
+Frederik Ebert, Chelsea Finn, Alex X. Lee, and Sergey Levine.
+https://arxiv.... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/bair_robot_pushing.py |
Add concise docstrings to each method | # 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.
+"""Encoder for audio data."""
import os
from subprocess import call
@@ -22,6 +23,7 @@
class AudioEncoder(object):
+ """Encoder class for saving and loading waveforms."""
def... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/audio_encoder.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 +13,13 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Mozilla Common Voice dataset.
+
+Note: Generating the full set of examples can take upwards of 5 hours.
+As the Common Voice data are distributed in MP3 format, experimenters will nee... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/common_voice.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 +13,18 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+r"""Data generators for bAbi question answering dataset.
+
+
+The dataset consists of 20 tasks for testing text understanding and reasoning
+in the bAbI project (https://research.fb.com/... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/babi_qa.py |
Add docstrings for production 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 +13,21 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+r"""Decode from trained T2T models.
+
+This binary performs inference using the Estimator API.
+
+Example usage to decode from dataset:
+
+ t2t-decoder \
+ --data_dir ~/data \
+ ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/bin/t2t_decoder.py |
Document this script properly | # 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.
+"""Cornell Movie Dialog Dataset."""
from __future__ import absolute_import
from __future__ import division
@@ -33,12 +34,21 @@
@registry.register_problem
class DialogCornell32k(dia... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/dialog_cornell.py |
Add documentation for all 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 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""TIMIT data generator."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -39,6 +40,7 @@
def _get_timit(directory)... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/audio.py |
Include argument descriptions 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 +13,16 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Problem definitions for Allen Brain Atlas problems.
+
+Notes:
+
+ * TODO(cwbeitel): Want to be able to increase up-sampling ratio and/or
+ in-paint fraction over the course of tra... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/allen_brain.py |
Create documentation for each function signature | # 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.
+"""Persona-chat dataset."""
from __future__ import absolute_import
from __future__ import division
@@ -34,8 +35,18 @@
@registry.register_problem
class DialogPersonachat16k(dialog_a... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/dialog_personachat.py |
Create docstrings for each class method | # 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.
+"""CIFAR."""
from __future__ import absolute_import
from __future__ import division
@@ -53,12 +54,25 @@
def _get_cifar(directory, url):
+ """Download and extract CIFAR to directo... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/cifar.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.
+"""Data generators for enwik8 data-set."""
from __future__ import absolute_import
from __future__ import division
@@ -30,6 +31,14 @@
def _maybe_download_corpus(tmp_dir):
+ """Dow... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/enwik8.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.
+"""IMDB Sentiment Classification Problem."""
from __future__ import absolute_import
from __future__ import division
@@ -30,6 +31,7 @@
@registry.register_problem
class SentimentIMDB... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/imdb.py |
Add documentation for all 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 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""OpenSubtitles dataset."""
from __future__ import absolute_import
from __future__ import division
@@ -34,6 +35,10 @@
@registry.register_problem
class DialogOpensubtitles64k2009(d... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/dialog_opensubtitles.py |
Generate 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.
+"""Abstract class for dialog problems."""
from __future__ import absolute_import
from __future__ import division
@@ -39,6 +40,7 @@
# An abstract base class for word based chatbot pr... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/dialog_abstract.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.
+"""CelebA."""
from __future__ import absolute_import
from __future__ import division
@@ -30,6 +31,7 @@
@registry.register_problem
class ImageCeleba(image_utils.ImageProblem):
+ ""... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/celeba.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 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Algorithmic data generators."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -31,12 +32,14 @@
class Algorithmi... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/algorithmic.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.
+"""DailyDialog dataset."""
from __future__ import absolute_import
from __future__ import division
@@ -32,8 +33,18 @@
@registry.register_problem
class DialogDailydialog16k(dialog_ab... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/dialog_dailydialog.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.
+"""Cipher data generators."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -26,6 +27,7 @@
@registry.register_proble... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/cipher.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.
+"""Data generators for the Description2Code OpenAI data-set."""
from __future__ import absolute_import
from __future__ import division
@@ -73,6 +74,7 @@
class Desc2CodeProblem(tex... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/desc2code.py |
Add inline 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.
+"""CelebA-HQ."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -30,6 +31,7 @@
@registry.register_problem
class Imag... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/celebahq.py |
Add docstrings for production 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 +13,9 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Algorithmic data generators for symbolic math tasks.
+
+"""
from __future__ import absolute_import
from __future__ import division
@@ -26,8 +29,18 @@
class ExprOp(object):
+ "... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/algorithmic_math.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 +13,11 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Encoders for DNA data.
+
+* DNAEncoder: ACTG strings to ints and back
+* DelimitedDNAEncoder: for delimited subsequences
+"""
from __future__ import absolute_import
from __future_... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/dna_encoder.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... | --- +++ @@ -14,6 +14,16 @@ # limitations under the License.
# encoding=UTF-8
+"""An unsophisticated data cleaner for en-.. sentence translation pairs.
+
+This pattern-based English-... cleaner aims fairly aggressively for clean
+sentence-like pairs. It discards pairs if the English member has signs of
+non-sentence ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/cleaner_en_xx.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 CoNLL dataset."""
from __future__ import absolute_import
from __future__ import division
@@ -30,8 +31,10 @@
@registry.register_problem
class Conll2002Ner(tex... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/conll_ner.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 +13,9 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Hyperparameters defining different problems.
+
+"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -30,6 +33,7 @@
... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/problem_hparams.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.
+"""LSUN datasets (bedrooms only for now)."""
from __future__ import absolute_import
from __future__ import division
@@ -37,6 +38,7 @@
def _get_lsun(directory, category, split_name... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/image_lsun.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 +13,21 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for LAMBADA data-sets.
+
+
+Lmbada as a language modeling task:
+ https://arxiv.org/abs/1606.06031
+
+Lmbada as a reading comprehension task:
+ https://arxiv.org/abs... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/lambada.py |
Document functions with detailed explanations | # 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 LM1B data-set."""
from __future__ import absolute_import
from __future__ import division
@@ -32,6 +33,16 @@
def _original_vocab(tmp_dir):
+ """Returns a se... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/lm1b.py |
Include argument descriptions 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 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""ImageNet."""
from __future__ import absolute_import
from __future__ import division
@@ -56,6 +57,24 @@ def imagenet_pixelrnn_generator(tmp_dir,
tra... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/imagenet.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.
+"""Utilities for data generators."""
from __future__ import absolute_import
from __future__ import division
@@ -44,6 +45,7 @@
def to_example(dictionary):
+ """Helper: build tf.Ex... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/generator_utils.py |
Write docstrings describing each step | # 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.
+"""Program Search Problems."""
from __future__ import absolute_import
from __future__ import division
@@ -32,6 +33,12 @@
@registry.register_problem
class ProgramSearchAlgolisp(text... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/program_search.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 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for the SNLI data-set."""
from __future__ import absolute_import
from __future__ import division
@@ -48,6 +49,7 @@
def _download_and_parse_dataset(tmp_dir, trai... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/snli.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.
+"""Base class for problem/dataset definitions."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -50,6 +51,7 @@
cla... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/problem.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 LM1B and MNLI combined datasets."""
from __future__ import absolute_import
from __future__ import division
@@ -27,6 +28,7 @@
@registry.register_problem
class... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/lm1b_mnli.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.
+"""Base classes and utilities for image datasets."""
from __future__ import absolute_import
from __future__ import division
@@ -41,6 +42,14 @@
def image_to_tf_summary_value(image,... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/image_utils.py |
Document this script properly | # 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.
+"""MS COCO."""
from __future__ import absolute_import
from __future__ import division
@@ -46,6 +47,7 @@
def _get_mscoco(directory):
+ """Download and extract MSCOCO datasets to d... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/mscoco.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 +13,11 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Common classes for automatic speech recognition (ASR) datasets.
+
+The audio import uses sox to generate normalized waveforms, please install
+it as appropriate (e.g. using apt-get or... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/speech_recognition.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.
+"""Data generators for PTB data-sets."""
from __future__ import absolute_import
from __future__ import division
@@ -36,6 +37,7 @@
def _read_words(filename):
+ """Reads words from... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/ptb.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.
+"""RL environments."""
from __future__ import absolute_import
from __future__ import division
@@ -46,21 +47,30 @@
# pylint: disable=g-complex-comprehension
class Observation(object... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/gym_env.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 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for SciTail."""
from __future__ import absolute_import
from __future__ import division
@@ -33,6 +34,7 @@
@registry.register_problem
class SciTail(text_problems.T... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/scitail.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.
+"""Data generators for the Recognizing Textual Entailment dataset."""
from __future__ import absolute_import
from __future__ import division
@@ -32,6 +33,7 @@
@registry.register_pro... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/rte.py |
Add standardized docstrings across the 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.
+"""Problems for Seq2Edits (see models/research/transformer_seq2edits.py)."""
from __future__ import absolute_import
from __future__ import division
@@ -30,17 +31,20 @@
@modalities.i... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/seq2edits.py |
Document functions with detailed explanations | # 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 the MSR Paraphrase Corpus."""
from __future__ import absolute_import
from __future__ import division
@@ -31,6 +32,7 @@
@registry.register_problem
class MSRPa... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/mrpc.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 +13,42 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Multi-problem scheduling in T2T.
+
+Data sampling schedules are specified by an interpolation method i and a
+sequence of tuples (t, pmf), where i can either be 'linear' or 'step',
+t... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/multi_problem_v2.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.
+"""Base classes for paraphrase generation problems."""
from __future__ import absolute_import
from __future__ import division
@@ -39,6 +40,21 @@
def create_combination(list_of_sen... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/paraphrase_ms_coco.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.
+"""Librispeech dataset."""
import os
import tarfile
@@ -60,6 +61,7 @@
def _collect_data(directory, input_ext, transcription_ext):
+ """Traverses directory collecting input and ta... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/librispeech.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 +13,13 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Moving MNIST dataset.
+
+Unsupervised Learning of Video Representations using LSTMs
+Nitish Srivastava, Elman Mansimov, Ruslan Salakhutdinov
+https://arxiv.org/abs/1502.04681
+
+"""
... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/moving_mnist.py |
Add docstrings to meet PEP guidelines | # 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.
+"""Data generators for SquaAD (https://rajpurkar.github.io/SQuAD-explorer/).
+"""
from __future__ import absolute_import
from __future__ import division
@@ -35,6 +37,14 @@
def _ge... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/squad.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.
+"""Base class for combining multiple problems for multitask learning."""
from __future__ import absolute_import
from __future__ import division
@@ -29,6 +30,7 @@
class MixingSched... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/multi_problem.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 +13,32 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""A simple invertible tokenizer.
+
+Converts from a unicode string to a list of tokens
+(represented as Unicode strings).
+
+This tokenizer has the following desirable properties:
+ - I... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/tokenizer.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.
+"""Data generators for MultiNLI."""
from __future__ import absolute_import
from __future__ import division
@@ -39,6 +40,13 @@
def _maybe_download_corpora(tmp_dir):
+ """Download ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/multinli.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 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""MNIST."""
from __future__ import absolute_import
from __future__ import division
@@ -39,6 +40,7 @@
def _get_mnist(directory):
+ """Download all MNIST files to directory unless... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/mnist.py |
Document this script properly | # 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 the Question-Answering NLI dataset."""
from __future__ import absolute_import
from __future__ import division
@@ -32,6 +33,7 @@
@registry.register_problem
cl... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/qnli.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 +13,24 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Gene expression problems.
+
+Inputs are bases ACTG (with indices assigned in that order).
+
+Requires the h5py library.
+
+File format expected:
+ * h5 file
+ * h5 datasets should i... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/gene_expression.py |
Help me write clear 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.
+"""This module implements the ice_parsing_* problems."""
# These parse plain text into flattened parse trees and POS tags.
# The training data is stored in files named `parsing_train.... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/ice_parsing.py |
Include argument descriptions 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 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generator for pointer-generator for word transformer."""
from __future__ import absolute_import
from __future__ import division
@@ -28,6 +29,12 @@
@registry.register_problem... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/pointer_generator_word.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 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for translation data-sets."""
from tensor2tensor.data_generators import problem
@@ -38,6 +39,10 @@
@registry.register_problem
class TranslateEntnRma(translate.T... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/translate_entn.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.
+"""Github function/text similatrity problems."""
import csv
from six import StringIO
from tensor2tensor.data_generators import generator_utils
@@ -25,6 +26,14 @@
@registry.register_p... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/function_docstring.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.
+"""Data generators for the Quora Question Pairs dataset."""
from __future__ import absolute_import
from __future__ import division
@@ -32,6 +33,7 @@
@registry.register_problem
clas... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/quora_qpairs.py |
Add docstrings for internal 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
@@ -48,6 +49,7 @@
@registry.register_problem
class Translate... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/translate_enro.py |
Add concise docstrings to each method | # 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-Id translation."""
from __future__ import absolute_import
from __future__ import division
@@ -73,6 +74,7 @@
@registry.register_problem
class TranslateEnid... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/translate_enid.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.
+"""Data generators for translation data-sets."""
from __future__ import absolute_import
from __future__ import division
@@ -48,6 +49,7 @@
@registry.register_problem
class Translate... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/translate_enmk.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.
+"""Data generators for LM1B and IMDb combined data-set."""
from __future__ import absolute_import
from __future__ import division
@@ -27,6 +28,7 @@
@registry.register_problem
class... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/lm1b_imdb.py |
Add concise docstrings to each method | # 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
@@ -79,6 +80,7 @@
@registry.register_problem
class Translate... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/translate_enfr.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... | --- +++ @@ -13,11 +13,13 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utils to parse HTML content into plaintext."""
import bs4
def get_text_from_html(html):
+ """Returns a plaintext representation of HTML content."""
try:
soup = bs4... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wikisum/html.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 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Stanford Sentiment Treebank Binary Classification Problem."""
from __future__ import absolute_import
from __future__ import division
@@ -32,6 +33,7 @@
@registry.register_problem
... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/sst_binary.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 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Base classes and utilities for video datasets."""
from __future__ import absolute_import
from __future__ import division
@@ -51,6 +52,18 @@
def video_augmentation(features, hue... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/video_utils.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 +13,8 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utilties for data generation for Wikipedia Revision problem.
+"""
from __future__ import absolute_import
@@ -36,6 +38,21 @@
def include_revision(revision_num, skip_factor=1.1)... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wiki_revision_utils.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.
+"""Data generators for Wiki LM and MNLI combined datasets."""
from __future__ import absolute_import
from __future__ import division
@@ -33,6 +34,7 @@
@registry.register_problem
cl... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wiki_multi_problems.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 +13,17 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+r"""Data extraction/preprocessing for processing wiki history dumps for GEC.
+
+We use a set of heuristics to distill prose from the wikipedia xml. We produce
+source-target pairs of tex... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wiki_revision.py |
Document functions with detailed explanations | # 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 StanfordNLI."""
from __future__ import absolute_import
from __future__ import division
@@ -34,6 +35,7 @@
@registry.register_problem
class StanfordNLI(text_pr... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/stanford_nli.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 +13,13 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Encoders for text data.
+
+* TextEncoder: base class
+* ByteTextEncoder: for ascii text
+* TokenTextEncoder: with user-supplied vocabulary file
+* SubwordTextEncoder: invertible
+"""
... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/text_encoder.py |
Add docstrings for production 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 VQA data sets."""
from __future__ import absolute_import
from __future__ import division
@@ -44,6 +45,7 @@ def _get_vqa_v2_annotations(directory,
... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/vqa.py |
Add structured docstrings to improve 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.
+"""Utilities for VQA data sets."""
from __future__ import absolute_import
from __future__ import division
@@ -34,6 +35,21 @@
def _smallest_size_at_least(height, width, smallest_si... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/vqa_utils.py |
Create docstrings for API 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... | --- +++ @@ -14,6 +14,31 @@ # limitations under the License.
# pylint: disable=line-too-long
+r"""Launch a script in parallel on GCP.
+
+For each instance (`--num_instances`), the script will copy the code in
+`--code_dir` to the instance, run `--setup_command` and then run
+`--command_prefix` joined with the task's ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wikisum/parallel_launch.py |
Add concise docstrings to each method | # 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.
+"""Data generators for subject-verb agreement dataset.
+
+https://arxiv.org/pdf/1611.01368.pdf
+
+Based on he main paper, predicting verb's number can be done in two setups:
+- Language ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/subject_verb_agreement.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.
+"""Wikisum data generation utilities."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -58,6 +59,7 @@
@classmethod... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wikisum/utils.py |
Include argument descriptions 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 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Aggregate stats from produce_examples."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -40,6 +41,7 @@
def aggr... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wikisum/validate_data.py |
Add docstrings for production 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.
+"""Wikipedia Summarization Problems."""
from __future__ import absolute_import
from __future__ import division
@@ -55,6 +56,7 @@
class WikisumBase(problem.Problem):
+ """Base cla... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wikisum/wikisum.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 +13,10 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data generators for wikitext-103.
+
+Wikitext-103: Long term dependency language modeling dataset
+"""
from __future__ import absolute_import
from __future__ import division
@@ -3... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wikitext103.py |
Generate 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.
+"""Data generators for the Winograd NLI dataset."""
from __future__ import absolute_import
from __future__ import division
@@ -32,6 +33,7 @@
@registry.register_problem
class Winogr... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wnli.py |
Document helper 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.
+"""Multi time series forecasting problem."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ -30,6 +31,7 @@
class Ti... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/timeseries.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.
+"""Data generators for parsing data-sets."""
from __future__ import absolute_import
from __future__ import division
@@ -34,6 +35,8 @@
@registry.register_problem
class WsjParsing(te... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/wsj_parsing.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 +13,10 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Few utility functions to deal with gym spaces.
+
+gym.spaces.Box and gym.spaces.Discrete are easiest to support.
+"""
from __future__ import absolute_import
from __future__ import... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/envs/gym_spaces_utils.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 +13,12 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Base classes for text-based language style transfer problems.
+
+* StyleTransferProblem: abstract class for style transfer problems.
+* StyleTransferShakespeare: specific problem impl... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/style_transfer.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.
+"""Utilities to deal with EnvProblem."""
from __future__ import absolute_import
from __future__ import division
@@ -30,10 +31,12 @@
def done_indices(dones):
+ """Calculates the i... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/envs/env_problem_utils.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 +13,11 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Gym Tic-Tac-Toe environment.
+
+Environment acts like the second player and first player is either environment
+or the agent. The environment follows a random policy for now.
+"""
... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/envs/tic_tac_toe_env.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 +13,18 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Base classes for text-based Problems.
+
+* Text2TextProblem: input=text, target=text.
+* Text2ClassProblem: input=text, target=class.
+* Text2RealProblem: input=text, target=float.
+*... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/data_generators/text_problems.py |
Generate 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.
+"""Commonly re-used transformer layers."""
from __future__ import absolute_import
from __future__ import division
@@ -35,6 +36,26 @@ def transformer_prepare_encoder(inputs, target_spa... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/transformer_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 +13,9 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""transformer (attention seq-seq model) with mixtures of experts.
+
+"""
from __future__ import absolute_import
from __future__ import division
@@ -52,6 +55,7 @@
@registry.register... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/transformer_moe.py |
Generate docstrings for script automation | # 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.
+"""Clean discrete bottleneck as in https://arxiv.org/abs/1805.11063."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
@@ ... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/layers/vq_discrete.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 +13,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Models for semi-parallel and parallel decoding with the transformer."""
from __future__ import absolute_import
from __future__ import division
@@ -29,6 +30,7 @@
@registry.registe... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/transformer_parallel.py |
Add docstrings for production 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 +13,16 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Supercomputer-based language model.
+
+Uses model-parallelism.
+
+Each shard (device) has a similar structure with different weights.
+Occasional cross-replica-sum across shards.
+
+E... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/super_lm.py |
Document this module 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 +13,32 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Test of the SymShard programming model.
+
+Symmetric model parallellism.
+
+Each shard (device) has a similar structure with different weights.
+Occasional allreduce (sum) across shar... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/transformer_symshard.py |
Fully document this Python 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 +13,18 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""The Seq2Edits model.
+
+Seq2Edits is an adaptation of the Transformer that predicts span level edits
+and pairs them with tags. The Seq2Edits model is described in
+
+ Stahlberg, Fel... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/transformer_seq2edits.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 +13,17 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Neural Shuffle-Exchange Network.
+
+Implementation of
+"Neural Shuffle-Exchange Networks - Sequence Processing in O(n log n) Time"
+paper by K.Freivalds, E.Ozolins, A.Sostaks.
+
+Pape... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/shuffle_network.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 +13,10 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Simple Generative Adversarial Model with two linear layers.
+
+Example of how to create a GAN in T2T.
+"""
from __future__ import absolute_import
from __future__ import division
@... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/vanilla_gan.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.
+"""TextCNN (see Convolutional Neural Networks for Sentence Classification)."""
from __future__ import absolute_import
from __future__ import division
@@ -28,8 +29,20 @@
@registry.re... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/text_cnn.py |
Turn comments into proper 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 with auxiliary losses from https://arxiv.org/abs/1803.00144."""
from __future__ import absolute_import
from __future__ import division
@@ -26,6 +27,20 @@
def shift_... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/transformer_aux.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.
+"""Languaeg modeling experiments in mtf."""
from __future__ import absolute_import
@@ -27,6 +28,15 @@
@registry.register_hparams
def xmoe_tr_dense_2k():
+ """Series of architectu... | https://raw.githubusercontent.com/tensorflow/tensor2tensor/HEAD/tensor2tensor/models/research/moe_experiments.py |
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