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ou-tm351 - nb_workflow_tools
First attempt at some command line utils to support Jupyter notebook workflows for OU course TM351.
To install: pip install tm351_nb_utils
To install the latest version from this repo:
pip3 install git+https://github.com/innovationOUtside/nb_workflow_tools
To upgrade a current installation to the latest repo version without updating dependencies:
pip3 install --upgrade --no-deps git+https://github.com/innovationOUtside/nb_workflow_tools
For other utility toolbelts, see for example:
Tools
A variety of tools are bundled as CLI commands published via the package or informally sketched in various Jupyter notebooks in the notebooks
directory.
Zipper
Tools for previewing the files contained in a zip file and creating new zip files.
Zip file contents preview
Usage: tm351zipview [OPTIONS] [FILENAME]...
List the contents of one or more specified zipfiles.
Options:
--warnings / -w Display warnings
--help Show this message and exit.
The tm351zipview
reports four columns: file_size, file compressed size, datetime and filename. If you select -w
various advisory notices will be displayed about the zip file contents (eg overlong filenames, large files, hidden files).
The warnings report takes the following form:
====== Zip file quality report: /Users/tonyhirst/Documents/GitHub/tm351-undercertainty/notebooks/tm351/test1.zip ======
ERROR: the filepath element "11.A SQL Data Investigation Worked Example (optional).ipynb" in "Part 11 Notebooks/11.A SQL Data Investigation Worked Example (optional).ipynb" is too long (max. 50 chars)
WARNING: "Part 11 Notebooks/.DS_Store" is a hidden file/directory (do you really need it in the zip file?)
ERROR: the filepath element "11.A SQL Data Investigation Worked Example (optional).ipynb" in "Part 11 Notebooks/11.A SQL Data Investigation Worked Example (optional).ipynb" is too long (max. 50 chars)
WARNING: "Part 11 Notebooks/.delme" is a hidden file/directory (do you really need it in the zip file?)
WARNING: "Part 11 Notebooks/.ipynb_checkpoints/" is a hidden file/directory (do you really need it in the zip file?)
WARNING: "Part 11 Notebooks/.ipynb_checkpoints/11.2 subqueries as value and set-checkpoint.ipynb" is a hidden file/directory (do you really need it in the zip file?)
WARNING: "Part 11 Notebooks/sql_movie_data/people.csv": looks quite large file (20.7 MB unzipped, 7.8 MB compressed)
WARNING: "Part 11 Notebooks/sql_movie_data/cast_members.csv": looks quite large file (9.5 MB unzipped, 3.5 MB compressed)
WARNING: "Part 11 Notebooks/sql_movie_data/people-clean-dates.csv": looks quite large file (20.9 MB unzipped, 7.8 MB compressed)
WARNING: "Part 11 Notebooks/sql_movie_data/movies.csv": looks quite large file (5.3 MB unzipped, 2.3 MB compressed)
WARNING: "Part 11 Notebooks/sql_movie_data/crew.csv": looks quite large file (10.2 MB unzipped, 2.3 MB compressed)
===========================
Zip file creator
Usage: tm351zip [OPTIONS] PATH ZIPFILE
Create a zip file from the contents of a specified directory.
The zipper can optionally run a notebook processor on notebooks before
zipping them to check that all cells are run or all cells are cleared.
Options:
-r, --file-processor [clearOutput|runWithErrors]
-H, --include-hiddenfiles Include hidden files
-X, --exclude-dir PATH Exclude specified directory
-x, --exclude-file PATH Exclude specified file
-F, --force Force overwriting of pre-existing zip file
-a, --zip_append Add to existing zip file
--help Show this message and exit.
Zip file unzipper
Usage: tm351unzip [OPTIONS] ZIPFILE_PATH [TARGET_DIR]
Unzip a file into a target directory.
ZIPFILE_PATH: Path to the zip file to be extracted.
TARGET_DIR: Directory to extract the contents to (default: zip_output).
Options:
--help Show this message and exit.
Grab files from Github repo
Note - there is a gotcha trying to connect to Github - using Python on Mac: https://stackoverflow.com/a/42098127/454773
Usage: tm351gitrepos [OPTIONS]
Download files from a specfied branch in a particular git repository.
This command can download files from public Github repositories without authentication, although the API is heavily rate limited if you do no authenticate.
The download can also be limited to just the contents of a specified directory.
Don't worry that there look to be a lot of arguments - you will be
prompted for them if you just run: `tm351gitrepos --auth`
Options:
--github-user TEXT Your Github username.
--password TEXT
--repo TEXT Repository name
--branch TEXT Branch or tag to download
--directory TEXT Directory to download (or: all)
--savedir PATH Directory to download repo / repo dir into;
default is dir name
--file-processor [clearOutput|runWithErrors]
Optionally specify a file processor to be
run against downloaded notebooks.
--zip / --no-zip Optionally create a zip file of the
downloaded repository/directory with the
same name as the repository/directory.
--help Show this message and exit.
Testing notebooks
Notebooks are tested using the nbval
package. Notebooks should have pre-run cells you want to test against. Running tm351nbtest
will rerun the notebooks in the environment you run the command in and compares the cell outputs to the previously run cell outputs. (So if you're testing a Docker containerised environment, install this packahge and run the test from the command line inside the container.)
Running tm351nbtest
will print out a list of cells where the cell outputs from a new run of the notebook mismatch the original output. Note that you can “escape” cells that generate known errors by adding a cell tag raises-exception
. You can also force cells to be ignored by tagging them with the nbval-ignore-output
tag.
Usage: tm351nbtest [OPTIONS] [TESTITEMS]...
Test specified notebooks and/or the notebooks in a specified directory
or directories (`TESTITEMS`) using the `nbdime` plugin for `py.test`.
Running `tm351nbtest` without
any specified directory or file will assemble tests recursively from the
current directory down.
Options:
-X, --exclude-dir PATH Do not recurse through specified directory when
assembling tests.
-o, --outfile PATH Output report file. Leave this blank to display
report on command line.
--help Show this message and exit.
Running notebooks and cleaning output cells
Usage: tm351nbrun [OPTIONS] PATH
Directory processor for notebooks - allows the user to run nbconvert
operations on notebooks, such as running all cells or clearing all cells.
To run tests, use: tm351nbtest To zip folders (with the option or running
notebook processors on zipped files), use: tm351zip
Options:
-r, --file-processor [clearOutput|runWithErrors]
File processor actions that can be applied
to notebooks using `nbconvert`
--outpath PATH path to output directory
--inplace / --no-inplace Run processors on notebooks inplace
-X, --exclude-dir PATH Exclude specified directory
-x, --exclude-file PATH Exclude specified file
--include-hidden / --no-include-hidden
Include hidden files
--rmdir / --no-rmdir Check the output directory is empty before
we use it
--currdir / --no-currdir Process files in current directory
--subdirs / --no-subdirs Process files in subdirectories
--reportlevel INTEGER Reporting level
--auth / --no-auth By default, run with auth (prompt for
credentials)
-t, --with-tests Run tests on notebooks after download
--help Show this message and exit.
Empinken updater
Update tag styles used for empinken cells:
- update
style_activity
->style-activity
- update
style_solution
->style-solution
- update
style_student
/style-student
->style-learner
- update
style_commentate
/style-commentate
->style-tutor
# Update single notebook or recurse on directory path rewriting .ipynb files with new tag style
upgrade_empinken_tags NOTEBOOKS_PATH
Clean cell separator
Some M348 notebooks start a markdown cell with ---
which breaks rendering in JupyterLab with MyST at least. Repair the by either deleting the separator, or prefixing it with blank line.
Usage: nb_cell_separator_fixer [OPTIONS] PATHS
Clean separators at start of cell.
Options:
--retain / --no-retain Retain (fix) separator or delete it.
--recursive / --no-recursive Recursive search of directories.
--help Show this message and exit.
Notebook metadata updater - classicnb2jl extension metadata
Patches metadata for extension migration:
- collapsible headings (
heading_collapsed -> jp-MarkdownHeadingCollapsed
) ; (also runnb_cell_metadata_strip Part\ 07\ Notebooks hidden
to tidy other metadata sometimes used w/ collapsed cells in OU motebooks)
Usage: cnb_collapse_head_migrate [OPTIONS] PATH
Fix collapsible headings metadata.
Options:
--recursive / --no-recursive Recursive search of directories.
--hidden / --no-hidden Include hidden files and
directories.
--help Show this message and exit.
HTML Tag to MyST Updater
The jupyterlab-myst
extension breaks the rendering of HTML image (img
) and anchoe (a
) tags in notebook markdown cells. This tool will try to find corresponding HTML tags and replace them with MyST/markdown equivalents (a MyST {image}
block for the image tag, a markdown link for the anchor tag).
Usage: nb_html2myst_updater [OPTIONS] [PATHS]...
Replace HTML image and anchor tags with MyST equivalent.
Options:
--recursive / --no-recursive Recursive search of directories.
--help Show this message and exit.
Notebook Split and Merge Utilities
Simple tools to merge notebooks and split notebooks on a particular separator.
We can merge two or more notebooks with a command of the form: nb_merge FILENAME1 FILENAME2 ...
Usage: nb_merge [OPTIONS] [FILES]...
Merge two or more notebooks. Note that this may overwrite a pre-existing
file.
Options:
-o, --outfile PATH
--help Show this message and exit.
We can split a notebook at one or mote split points with a command of the form: nb_split FILENAME
By default, the split point is #--SPLITHERE--
or # --SPLITHERE--
. It should appear as the only item in either a markdown cell or a code cell.
Usage: nb_split [OPTIONS] PATH
Split a notebook at a splitpoint marker. Note that this may overwrite pe-
existing files.
Options:
--splitter TEXT String to split on (default: #--SPLITHERE--)
--overwrite / --no-overwrite Overwrite pre-existing files
--help Show this message and exit.
Ensure Activity Answer Cells Are Collapsed
Ensure that notebooks in a directory path have activity answers collapsed using the Collapsible Headings classic Jupyter notebook extension. This currently relies on heuristics to detect the answer header cell, or the presence of a precollapse
tag in a markdown cell that starts with a heading. Specifically, it should be highlighted as a blue activity cell using the nb_extension_empinken
activity tool (which adds the style-activity
tag to a cell) and contains at least some of the following text:
possibles = ["# Our solution", "# Answer", "click on the triangle symbol"]
Usage takes the form: nb_collapse_activities PATH
and is recursive by default.
Usage: nb_collapse_activities [OPTIONS] PATH
Collapse activity answers.
Options:
--recursive / --no-recursive Recursive search of directories.
--cnb / --no-cnb Use classic notebook extension
metadata value (default: use no-cnb (JupyterLab/nb7) format).
-ap, --additional-possibles TEXT
Additional possible strings to match. Use quotes; add separate flag per item.
--help Show this message and exit.
Ensure Tags Toolbar is Collapsed
Ensure that notebooks have the tags toolbar view collapsed:
Usage: nb_collapse_tagstoolbar [OPTIONS] PATH
Collapse tags toolbar.
Options:
--recursive / --no-recursive Recursive search of directories.
--help Show this message and exit.
Clean Cell Metadata Keys
Remove metadata object from cell metadata by key, e.g. nbdime-conflicts
or scrolled
Usage: nb_cell_metadata_strip [OPTIONS] PATH [KEYS]...
Clean one or more metadata items by key from cell .
Options:
--recursive / --no-recursive Recursive search of directories.
--help Show this message and exit.
Clear code outputs by tag
Tool to clear (or not) code outputs by code cell tag:
nb_remove_code_outputs PATH
: do nothingnb_remove_code_outputs PATH -t tag
: clear tagged cell outputsnb_remove_code_outputs PATH --blitz
: clear all ouptut cellsnb_remove_code_outputs PATH --retain -t tag
: clear outputs of not tagged cells
Usage: nb_remove_code_outputs [OPTIONS] [PATHS]...
Clean code cells.
Options:
--recursive / --no-recursive Recursive search of directories.
--blitz / --no-blitz Clear all code cell outputs irrespective of
other settings.
--retain / --no-retain Retain or delete output by tag. By default, we
delete (--no-retain)
-t, --tag TEXT Specify tags. You can use this option multiple
times.
--help Show this message and exit.
Remove cells by tag
Remove cells by tag. One or more -t
tags may be provided.
Usage: nb_remove_tagged_cell [OPTIONS] [PATHS]...
Clean empty cells.
Options:
--recursive / --no-recursive Recursive search of directories.
--blitz / --no-blitz Review all cell types (false if any explicit
cell types are set)
--code / --no-code Check code cell.
--md / --no-md Check markdown cell.
--raw / --no-raw Check raw cell.
-t, --tag TEXT Specify tags. You can use this option multiple
times.
--help Show this message and exit.
Check if code cells tagged appropriately
Sometimes we may want to check that all code cells are tagged with a particular tag or one of one or more tags. For example:
nb_check_code_cell_tags notebooks/clear_output_cell_test.ipynb -t clearme
Multiple -t
arguments may be passed.
Usage: nb_check_code_cell_tags [OPTIONS] [PATHS]...
Check code cell tags. Report if cells not tagged or incorrectly tagged.
Options:
--recursive / --no-recursive Recursive search of directories.
-t, --tag TEXT Specify tags. You can use this option multiple
times.
--help Show this message and exit.
Autotag Figure Cells
Autotag figure output code cells in pre-run notebooks (default tag: nbval-figure
)
Usage: nb_cell_figure_tagger [OPTIONS] PATH
Autotag figure output cell.
Options:
-t, --tag TEXT Tag to label figure output cells.
--recursive / --no-recursive Recursive search of directories.
--help Show this message and exit.
Find Code Cell Warnings, Errors, etc.
Tool for locating notebooks where code cells have an error or warning output. Report displays "tagged" and "untagged" warning cells separately, using the nbval
cell tag raises-exception
to identify tagged cells that are expected to raise a warning (TO DO - warn if a raises-exception
cell does not raise a warning).
Usage: nb_cell_stderr_finder [OPTIONS] PATH
Spot stderr errors and warnings.
Options:
--recursive / --no-recursive Recursive search of directories.
--help Show this message and exit.
Check run cell status
Check the run cell status indexes of notebooks.
The -r
flag can be used to add check notebooks that are intended to have been run; the -N
flag can be used to add check notebooks that are intended NOT to have been run.
Usage: nb_cell_run_status [OPTIONS] [PATHS]...
Check cell run status indications.
Options:
--recursive / --no-recursive Recursive search of directories.
-r, --check-run Check if cells run.
-N, --check-not-run Check if cells are not run.
--help Show this message and exit.
Empty Cell Cleaner
Clean empty cells. Filters allow:
- clean all cell types (
--blitz
: defaultTrue
) - specify particular cell types ( any/all of
--md
,--code
,--raw
; any of these tags overrides/disablesblitz
) - clean empty cells at start and end of notebook (default) or
--all
empty cells; - aggressively treat a cell as empty if it only contains whitespace (default:
True
; retain cells with whitespace by--no-stripwhitespace
)
For example:
- clean all empty markdown cells:
nb_empty_cell_cleaner --all --md PATH
- clean all empty code cells at start or end of file:
nb_empty_cell_cleaner --code PATH
Usage: nb_empty_cell_cleaner [OPTIONS] [PATHS]...
Clean empty cells.
Options:
--recursive / --no-recursive Recursive search of directories.
--all / --no-all Remove all empty cells, not just empty
initial and final cells.
--blitz / --no-blitz Review all cell types (false if any explicit
cell types are set)
--code / --no-code Check code cell.
--md / --no-md Check markdown cell.
--raw / --no-raw Check raw cell.
--stripwhitespace / --no-stripwhitespace
Strip whitespace.
--help Show this message and exit.
Split Cells on Heading
Split cells at a heading. Sp
Raises the question of if we should merge contiguous markdown cells that are not split on a heading?
Usage: nb_split_sections [OPTIONS] [PATHS]...
Split cells at section headings.
Options:
--maxheading INTEGER Maximum heading level to split at (1 to 6); default=3.
--recursive / --no-recursive Recursive search of directories.
--help Show this message and exit.
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