GitLab

* Add weight based edge sampler

* Can run, edge weight work.
TODO: test node weight

* Fix node weight sample

* Fix y

* Update doc

* Fix syntex

* Fix

* Fix GPU test for sampler

* Fix test

* Fix

* Refactor EdgeSampler to act as class object not function that it
can record its own private states.

* clean

* Fix

* Fix

* Fix run bug on kg app

* update

* update test

* test

* Simply python API and fix some C code

* Fix

* Fix

* Fix syntex

* Fix

* Update API description

* change ci image

* fix

* force bash

* fix

* fix python version

* fix

* fix

* fix

* update gpu

* cuda

* jenkins

* fix build sh

* fix

* Revert "fix"

This reverts commit 6b091914b3ef6b4300fa662ee375aa4b27944f5c.

* try fix

* fix

* Revert "fix"

This reverts commit e42c3035fa4974c6b197aaba0748f7b45113ddaa.

* try fix

* fix

* fix

* fix

* fix

* fix

* fix

* fix tests

* try fix

* fix

* fix

* fix

* fix

* fix

* fix

* fix ctx problem

* fix many tests

* fix typo

* add backend

* move to pytorch folder

* fix?

* fix ci

* try skip

* try false

* try?

* try?

* Revert to 7d9a52f

* fix various

* fix lint

* Revert Jenkinsfile

* revert env

* revert env

* address comment

* remove file

* Old wines new title, edit for grammar and style

new descriptive title here and an edit pass @aaronmarkham

* Update tutorials/models/4_old_wines/README.txt

* upd

* fix

* upd

* upd

* upd

* fix

* upd

* upd

* upd

* upd

* upd

* upd

* upd

* upd

Extra open brace in the .bibtex entry results in an error

* [Bug] Fix #1088

* fix

* add comment

* don't have activation.

* add evaluation.

* address comment.

* fix

* improve

* fix lint

* upd

* fix

* upd

* Fix outdated example

* Hot fix

* [Doc] Small graphs readme.txt, edit pass

Edit for grammar and style. Should this be an .rst on .txt?

* Update README.txt

* upd

* fig edgebatch edges

* add test

* trigger

* add graphwriter pytorch example

* fix line break in graphwriter README

* upd

* fix

* [Doc] Generative models, edit pass

Edit for grammar and style. Can you clarify "Instead of and/or"?

* Update tutorials/models/3_generative_model/5_dgmg.py

* Update tutorials/models/3_generative_model/5_dgmg.py
Co-Authored-By: Aaron Markham <markhama@amazon.com>

* Update tutorials/models/3_generative_model/5_dgmg.py
Co-Authored-By: Aaron Markham <markhama@amazon.com>

* Update tutorials/models/3_generative_model/5_dgmg.py
Co-Authored-By: Aaron Markham <markhama@amazon.com>

* Update tutorials/models/3_generative_model/5_dgmg.py
Co-Authored-By: Aaron Markham <markhama@amazon.com>

Edit pass for grammar and style

* Add L2 distance score for TransE

* Update README.md

* Use linalg.gemm to speedup mx l2 dist

* Fix

Edited for grammar and style.

Edit pass for grammar and style

* upd

* rm redundancy:

* upd

* Edit for readability

* giant_graph_readme edit for grammar

* NodeFlow and Sampling edit pass for grammar

* Update tutorials/models/1_gnn/9_gat.py

* Update tutorials/models/1_gnn/9_gat.py

Revisions for grammar and style

* Update contribute.rst

* Update contribute.rst

* Update contribute.rst

* Update contribute.rst

* Edit pass

Updates for grammar and readability

* Update tutorials/models/1_gnn/6_line_graph.py

* Update tutorials/models/1_gnn/6_line_graph.py

* Update tutorials/models/1_gnn/6_line_graph.py

* fix

* unit test

Grammar and style updates

* To(device) should return updated object

* Add test case and doc

* Add another doc

* Add descriptions  and a test

* Pass test

* Edit for grammar and style

Improve readability

* Update tutorials/models/1_gnn/README.txt
Co-Authored-By: Aaron Markham <markhama@amazon.com>

* Update tutorials/models/1_gnn/README.txt
Co-Authored-By: Aaron Markham <markhama@amazon.com>

* Edit for grammar and style

Improve the flow and readability

* Update docs/source/features/nn.rst

Better now? NN Modules as a title is vague

* grammatical updates

Edit pass for readability. 
Can you clarify: "are of different, but shapes that can be broadcast." Are they of different shapes, but both can be broadcast?

* Update docs/source/features/builtin.rst

Okay now? Check this for logic.

* Edit for grammar and style

As with other tutorials, it would help the reader if you add a paragraph in the opening section about assumptions or prerequisites.

Does this refer to SageMaker Ground Truth feature? "...assigns its ground truth label..." If yes, phrase it thus: assigns its Amazon SageMaker Ground Truth label

* Update tutorials/basics/4_batch.py

* Update tutorials/basics/4_batch.py

* Update tutorials/basics/4_batch.py

topologies

* Update tutorials/basics/4_batch.py
Co-Authored-By: Aaron Markham <markhama@amazon.com>

* Grammar and style edit pass

In the opening, it would be great to provide some rationale for why you recommend conda or pip.

* Update docs/source/install/index.rst
Co-Authored-By: Aaron Markham <markhama@amazon.com>

* Update docs/source/install/index.rst
Co-Authored-By: Aaron Markham <markhama@amazon.com>

* Update docs/source/install/index.rst
Co-Authored-By: Aaron Markham <markhama@amazon.com>