Improve gensim documentation (numfocus) (piskvorky#2591)

* Update makefile to point to new subdirectory

* Update layout.html to show new documentation sections

* introduce sphinx gallery

* reorganize gallery

* trim tut3.rst

* git add docs/to_python.py

* git add gallery/010_tutorials/run_doc2vec_lee.py

* minor layout tweak

* add downloader api howto

* add fasttext tutorial and howto

* use pprint in fasttext tutorial

* add summarization tutorial

* git add gallery/020_howtos/run_howto_compare_lda.py

* add fasttext thumbnails

* adding core concepts tutorial

* add summarization plot

* update notebook to use 20newsgroups

* update notebook

* improve notebook

* update howtos

* fix distance metrics tutorial

* improve distance_metrics.ipynb

* git add gallery/010_tutorials/run_distance_metrics.py

* git add gallery/020_howtos/run_news_classification.py

* move downloader API to tutorials section

* add docs/src/auto_examples so bindr can pick up the notebooks

* minor changes

* git add gallery/010_tutorials/run_lda.py

* more minor changes

* More minor changes

* git add gallery/010_tutorials/run_word2vec.py

* updated notebooks

* git add gallery/010_tutorials/run_wmd.py

* add image

* move parts of intro.rst to core concepts tutorial

* move README.txt to wiki

* get rid of fasttext wrapper tutorial

* update top-level heading

* more minor changes

* minor updates

* improve Doc2Vec tutorial, move explanations from IMDB

* git add gallery/020_howtos/run_doc2vec_imdb.py

* git st

* fix notebook paths for bindr

* rename gallery to documentation

* git add binder/requirements.txt

* git add auto_examples/000_core/requirements.txt

* adding requirements.txt for binder

* removing requirements files added in desperation

* update conf.py

* remove temporary files from git branch

* rm images

* merge "getting started" into "core concepts"

* add some clarifying text

* add Jupyter notebook

* Revert "get rid of fasttext wrapper tutorial"

This reverts commit 3ec0a46.

* get rid of fasttext wrapper guide

* git add auto_examples/

* minor fixes

* fix typo

* add listing of corpora and models

* get rid of binder

* git add gallery/020_howtos/run_doc.py

* more instructions for authorship

* improve linkage between core tutorials

* add highlighting

* move downloader to howto

* restore support and about sections

* sync toolbars

* Add installation instructions to top page

* clean up html

* add wordcloud-based thumbnails

* updated notebooks

* update script

* add sphinx-gallery to doc dependencies

* include memory_profiler in docs_testenv

* git add README.rst

* use proper temporary file

* reorganize tutorials section

* clarify version control in README.rst

* git rm 020_howtos/saved_model_wrapper

* move pivoted document normalization to tutorials section

* fix ordering in howto section

* add images

* add annoy to doc dependencies

* update gitignore

* disable tox spinner

* turn off progress bar for pip

* fix labels

* naming fixes

* git rm docs/notebooks/gensim\ Quick\ Start.ipynb

* git rm docs/notebooks/Corpora_and_Vector_Spaces.ipynb

* git rm gensim\ Quick\ Start.ipynb

* git rm docs/notebooks/Topics_and_Transformations.ipynb

* git rm docs/notebooks/Similarity_Queries.ipynb

* git rm docs/notebooks/summarization_tutorial.ipynb

* git rm docs/notebooks/distance_metrics.ipynb

* git rm docs/notebooks/word2vec.ipynb

* git rm docs/notebooks/doc2vec-lee.ipynb

* git rm docs/notebooks/gensim_news_classification.ipynb

* git rm docs/notebooks/lda_training_tips.ipynb

* git rm docs/notebooks/doc2vec-IMDB.ipynb

* git rm docs/notebooks/annoytutorial.ipynb

* git rm tutorial.rst tut1.rst tut2.rst tut3.rst

* minor update to layout.html

* git rm changes_080.rst

* minor tweaks to gallery and surrounding docs

* remove cruft from run_doc2vec_imdb.py

* update doc howto

* fixup

* git add requirements_docs.txt

* more dependencies in requirements_docs.txt

* re-enable LDA howto

* add missing images

* add built LDA howto

* port tutorials.md to gallery

* WIP: cleaning up docs

* language clean up + pin exact versions in doc requirements

* git add redirects.csv test_redirects.py

* remove gensim_numfocus namespace qualifier

* doc cleanup in Other resources

* fix redirects

* regenerated tutorials

* Added tools/check_gallery.py

* committing unsuccessful attempt to fix a tutorial before deleting it

* remove tutorials that don't work

* index page fixes

* add install anchor

* Update redirects.csv

* link fixes from local testing

* replace easy_install with pip

* renamed run_040_compare_lda.py to run_compare_lda.py

* minor fixes

* more fixes from website testing

* updating wordcloud images

* add pandas to requirements_docs.txt

* !!

* more dependency + code fixes

* update upload path to "live" website

* update test_redirects.py

* git rm redirects.csv test_redirects.py

.circleci/config.yml

@@ -25,7 +25,7 @@ jobs:
           command: |
             python3.7 -m virtualenv venv
             source venv/bin/activate
-            pip install tox
+            pip install tox --progress-bar off
 
       - run:
           name: Build documentation

README.md

@@ -104,7 +104,7 @@ Documentation
 -   [Tutorial Videos]
 -   [Official API Documentation]
 
-  [QuickStart]: https://github.com/RaRe-Technologies/gensim/blob/develop/docs/notebooks/gensim%20Quick%20Start.ipynb
+  [QuickStart]: https://radimrehurek.com/gensim/gensim_numfocus/auto_examples/core/run_core_concepts.html
   [Tutorials]: https://github.com/RaRe-Technologies/gensim/blob/develop/tutorials.md#tutorials
   [Tutorial Videos]: https://github.com/RaRe-Technologies/gensim/blob/develop/tutorials.md#videos
   [Official Documentation and Walkthrough]: http://radimrehurek.com/gensim/