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Interactive computing for complex data processing, modeling and analysis in Python 3

Home Page: http://www.unnotebook.com

License: MIT License

Python 83.08% JavaScript 4.44% HTML 1.98% CSS 0.12% Batchfile 0.01% Shell 0.03% Dockerfile 0.08% Vue 8.72% SCSS 1.56%
data-science python-3 notebook notebooks data-engineering dataops

cauldron's People

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cauldron's Issues

cannot delete steps whose name includes spaces

  1. Name a step to include a space in the name.
  2. Delete that step. Whether you check the box to remove the file doesn't matter.
  3. (not) Profit!

Attempting to remove a step with a space in the name will result in an endlessly spinning arrow icon.

screen shot 2016-09-23 at 11 16 38 am

screen shot 2016-09-23 at 11 16 47 am

screen shot 2016-09-23 at 11 16 57 am

Erroring on terminal progress bar

When something is writing a progress bar out to the terminal an error message comes up from cauldron.

cauldron_1                | [SYNCED]: File chunk 0 /tmp/cd-remote-project-p10dqizn/plan-update-feature/S05-shap.py
cauldron_1                |
cauldron_1                | === RUNNING ===
cauldron_1                | Traceback (most recent call last):
cauldron_1                |   File "/cauldron_local/cauldron/cli/threads.py", line 62, in run_command
cauldron_1                |     **self.kwargs
cauldron_1                |   File "/cauldron_local/cauldron/cli/commands/run/__init__.py", line 225, in execute
cauldron_1                |     skip_library_reload=skip_library_reload
cauldron_1                |   File "/cauldron_local/cauldron/cli/commands/run/__init__.py", line 303, in run_local
cauldron_1                |     skips=steps_run + []
cauldron_1                |   File "/cauldron_local/cauldron/runner/__init__.py", line 172, in section
cauldron_1                |     if not source.run_step(response, project, ps, force=force):
cauldron_1                |   File "/cauldron_local/cauldron/runner/source.py", line 169, in run_step
cauldron_1                |     ).console_raw(result['message'])
cauldron_1                | KeyError: 'message'
100%|██████████| 200/200 [06:43<00:00,  2.02s/it]

This specific trace originated while getting shap_values from the shap python library using a KernelExplainer.

Home Close Out of Sync

The home view in the GUI closes projects out of sync, which causes fast opening of projects to fail.

Displaying dataframes with multiindexes

Joining the values of multiple indexes with ', ' and calling the column index conceals some potentially important information and hinders the possibility to copy&paste from the output to excel (props for the fact, that this is posssible at all). Would it be possible/desirably for others, that each of the multiindex levels is written to an own column with their respective names?

import cauldron as cd
import pandas as pd
import numpy as np

rng = pd.date_range('1/1/2017', periods=8760, freq='H')
df = pd.DataFrame(
    {'value': np.random.rand(8760)},
    index=rng
)
df = df.groupby([df.index.month, df.index.day]).agg(['mean', 'std'])
df.index.set_names(['month', 'day'], inplace=True)
df.to_excel('foo.xlsx') # I like this formatting

print(df) # output unpleasant
cd.display.table(df, include_index=True) # Conceals too much information

Output written to Excel

grafik

Output from print

grafik

Output by cd.display.table()

grafik

Also it feels like I've been complaining quite a lot. This was absolutely not my intention. I really like the idea behind cauldron and think the work already put in is amazing. Just trying to make it even better ;)

Cauldron exported notebooks file extension

I recently came across your Cauldron project, which looks to be a good alternative to Jupyter notebook. However, I did notice that when sharing a notebook the filename extension is 'CDF'. This is a very common filename extension in some scientific data circles (https://cdf.gsfc.nasa.gov). So it becomes a bit of a nuisance if one wants to work with cauldron files and CDF scientific data files on the same platform. Is there any chance the cauldron filename extension could be something else (how about .cau)?

Enhanced Syncing

Improve the file sync handling in the cauldron.cli.sync subpackage.

Importing local files throws error

When I try to import a file in the project folder (case in point, a file of data arranged in dicts, pandas Series and lists), it throws a ModuleNotFoundError. When doing the same in a normal python or IPython console or Jupyter kernel, it works fine.

Am I doing anything wrong, or is this a bug?

Cauldron with Anaconda, Python 3.6 on Ubuntu 17.04.

Install issues

There are multiple issues installing on Linux Mint 18.3, which is basically an Ubuntu 16.04 ("Xenial") system.

By following the instructions on the home page:

  1. Install Python package, making sure to use Python 3 tools:
$ sudo apt-get install python3-pip
$ sudo pip3 install --upgrade cauldron-notebook

This installs /usr/local/bin/cauldron, which gives problems later...

$ sudo updatedb && locate -i "bin/cauldron"
/usr/local/bin/cauldron

Apart from that, the Cauldron's Python package is correctly installed, together with all other PIP packages:

$ sudo updatedb && locate -i "cauldron" | grep __init__.py | head -n1
/usr/local/lib/python3.5/dist-packages/cauldron/__init__.py
  1. Install application package:
$ sudo dpkg -i cauldron_3.221.532_amd64.deb
# Install finishes without errors

This installs /usr/bin/cauldron:

$ sudo updatedb && locate -i "bin/cauldron"
/usr/bin/cauldron
/usr/local/bin/cauldron
  1. Try to run:

Calling cauldron will run /usr/local/bin/cauldron due to how binaries are searched at execution time (user local binaries are preferred over system default ones). Also, it breaks:

$ cauldron 
Traceback (most recent call last):
  File "/usr/local/bin/cauldron", line 7, in <module>
    from cauldron.invoke import run
  File "/usr/local/lib/python3.5/dist-packages/cauldron/__init__.py", line 1, in <module>
    from cauldron import session as _session
  File "/usr/local/lib/python3.5/dist-packages/cauldron/session/__init__.py", line 6, in <module>
    from cauldron.session.exposed import ExposedProject
  File "/usr/local/lib/python3.5/dist-packages/cauldron/session/exposed.py", line 9, in <module>
    from cauldron.render import stack as render_stack
  File "/usr/local/lib/python3.5/dist-packages/cauldron/render/stack.py", line 5, in <module>
    from cauldron.session import projects
  File "/usr/local/lib/python3.5/dist-packages/cauldron/session/projects/__init__.py", line 1, in <module>
    from cauldron.session.projects.project import DEFAULT_SCHEME  # noqa
  File "/usr/local/lib/python3.5/dist-packages/cauldron/session/projects/project.py", line 14, in <module>
    from cauldron.session.projects import steps
  File "/usr/local/lib/python3.5/dist-packages/cauldron/session/projects/steps.py", line 12, in <module>
    from cauldron.session.report import Report
  File "/usr/local/lib/python3.5/dist-packages/cauldron/session/report.py", line 11, in <module>
    class Report(object):
  File "/usr/local/lib/python3.5/dist-packages/cauldron/session/report.py", line 45, in Report
    def project(self) -> typing.Union['projects.Project', None]:
  File "/usr/lib/python3.5/typing.py", line 552, in __getitem__
    dict(self.__dict__), parameters, _root=True)
  File "/usr/lib/python3.5/typing.py", line 512, in __new__
    for t2 in all_params - {t1} if not isinstance(t2, TypeVar)):
  File "/usr/lib/python3.5/typing.py", line 512, in <genexpr>
    for t2 in all_params - {t1} if not isinstance(t2, TypeVar)):
  File "/usr/lib/python3.5/typing.py", line 190, in __subclasscheck__
    self._eval_type(globalns, localns)
  File "/usr/lib/python3.5/typing.py", line 177, in _eval_type
    eval(self.__forward_code__, globalns, localns),
  File "<string>", line 1, in <module>
AttributeError: module 'cauldron.session.projects' has no attribute 'Project'

Giving the full path does actually run the correct program, but it doesn't find the cauldron Python package:

$ /usr/bin/cauldron

First screen:

To Start Cauldron...
Enter your Python 3.5+ executable path
or a remote Cauldron connection URL
> /usr/bin/python3

Second screen:

Missing Cauldron
Unable to import cauldron python package. Has it been installed?

Introduce Waitress

To handle non-containerized environments where gunicorn+nginx is not an option,
it's time to move from the Flask debug server to a waitress wsgi server that
will more robustly handle serving the kernel and UI.

macOS app Python selector doesn't allow continuing after using file picker

The button only gets enabled after typing on the line. Or maybe I'd selected something wrong first and fixed it, but it didn't realize that until I typed on the line.

Also, it's not clear whether you should pick the "python.app" or not.

Well, best thing would be to be able to pick from a list that defaults to the interpreter you actually use, like jupyter notebook does. Maybe just use its list?

Raw strings instead of @ for display.latex

Why do you recommend to use an @ instead of an \ for displaying latex equations? In my opinion this reduces readabiliy if you're already used to latex and adds an extra step when copy&pasting equations from another source/equation generator. What currently already works is using a raw string. At least I suggest to add this information to the documentation

cd.display.latex(r'\alpha @delta')

btw, I'm running Windows 10 and Python 3.5.3. I know of some issues between Linux and Windows when it comes to backslashes, but I guess this only true for everything touching the filesystem (?)

Library Directories without Reload

Right now when not auto-reloading libraries, the library directories do not always get reliably added during notebook initialization.

How to display a pandas Series?

I guess you didn't implement this function yet. Sometimes I'm not aware whether an operation on a dataframe returns a dataframe or a table. When I try to display the result using the cd.display.table function, it yields the AttributeError 'Series' object has no attribute 'columns'

Since a Series is basicly a DataFrame with one column, it would make some sense to use the same function for displaying them. And when I just want to see the output of an operation I usually don't think it advance what type it is, so I would also like it to be the same function. However, having an own function feels more right because it forces you to be explicit.

Some example code:

import cauldron as cd
import pandas as pd

series = pd.Series(range(1000))
print(type(series))

cd.display.table(pd.DataFrame(series)) # a possible hack would be to convert series' to dataframes first
print(series) # this works but isn't as nicely formatted
cd.display.table(series) # this fails

cauldron detect updates and reload

Hey, first thanks for cauldron, seems quite interesting!

A thing I'm missing which would seem to be logical to be in is some kind of watchdog/watchgod integration. The usecase is that I simple do not wanna leave my editor.
I have seen that there is the possibility to run a step from the cauldron ui, but it would be great to maybe have some --reload option when starting the ui, which then just uses watchgod underneath to reload when it detects a filesystem write.

What do you think? Maybe I could do a pull request even, don't know yet, haven't looked inside the source code of cauldron yet ;)

Render to Console

In addition to the cd.step.write_to_console() function, it would be nice to have a cd.step.render_to_console() that included Jinja2 templating and textwrap.dedent() internally to make complex console messages easier to write.

How about input?

Are you planning to provide input possibilities for certain parameters or even raw data like csv-files? I could think of some use cases where this might be quite handy.

Pandas to.csv functionality

Is it possible to have the ability to save CSVs using Pandas' to.csv function added to Cauldron?

Or simply a "download CSV or Google Sheets" link right in the dataframe?

Sharing output without the code

Is it possible to save a notebook to an html file without including the code? I can think of many cases where you want to show only the results but keep the way how they were obtained private

Breaking change for notebook tests from 0.4.6 to 0.4.7

When multiple tests are configured in a StepTestCase instance only one allowed to succeed, the others error out. Here is a minimal example:

from cauldron.steptest import StepTestCase

class TestNotebook(StepTestCase):

    def test_one(self):
        self.run_step('S01-Initialize.py')

    def test_two(self):
        self.run_step('S01-Initialize.py')

the following error results

__________________________________________________________________________________________ TestNotebook.test_two ___________________________________________________________________________________________

self = <test.test_notebook.TestNotebook testMethod=test_two>

    def open_project(self) -> 'exposed.ExposedProject':
        """
        Opens the project associated with this test and returns the public
        (exposed) project after it has been loaded. If the project cannot be
        opened the test will fail.
        """
        try:
            project_path = self.make_project_path()
>           return support.open_project(project_path)

/usr/local/lib/python3.7/site-packages/cauldron/steptest/__init__.py:80:
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

project_path = '/Users/kevinschiroo/path/to/project/notebook'

    def open_project(project_path: str) -> 'exposed.ExposedProject':
        """
        Opens the project located at the specified path and returns the public
        (exposed) project after it has been loaded. If the project cannot be
        opened a `RuntimeError` will be raised instead.

        :param project_path:
            The path to the Cauldron project to open. It should be either a
            directory that contains a `cauldron.json` file or a file path to the
            `cauldron.json` file for the project to load.
        """
        res = commander.execute(
            name='open',
            raw_args='{} --forget'.format(project_path),
            response=environ.Response()
        )
        res.thread.join()

        # Prevent threading race conditions
        project = (
            cd.project.get_internal_project()
            if res.success else
            None
        )

        if res.failed or not project:
            raise RuntimeError(
>               'Unable to open project at path "{}"'.format(project_path)
            )
E           RuntimeError: Unable to open project at path "/Users/kevinschiroo/path/to/project/notebook"

/usr/local/lib/python3.7/site-packages/cauldron/steptest/support.py:66: RuntimeError

During handling of the above exception, another exception occurred:
/usr/local/lib/python3.7/site-packages/cauldron/steptest/__init__.py:50: in setUp
    self.open_project()
/usr/local/lib/python3.7/site-packages/cauldron/steptest/__init__.py:82: in open_project
    self.fail('{}'.format(error))
E   AssertionError: Unable to open project at path "/Users/kevinschiroo/path/to/project/notebook"
------------------------------------------------------------------------------------------- Captured stdout call -------------------------------------------------------------------------------------------
spec not found for the module 'test.test_notebook'

[ERROR]: Failed to execute command due to internal error

------------------------------------------------------------------------------------------- Captured stderr call -------------------------------------------------------------------------------------------
Traceback (most recent call last):
  File "/usr/local/lib/python3.7/site-packages/cauldron/cli/threads.py", line 62, in run_command
    **self.kwargs
  File "/usr/local/lib/python3.7/site-packages/cauldron/cli/commands/open/__init__.py", line 147, in execute
    results_path=results_path
  File "/usr/local/lib/python3.7/site-packages/cauldron/cli/commands/open/opener.py", line 177, in open_project
    runner.reload_libraries(project.library_directories)
  File "/usr/local/lib/python3.7/site-packages/cauldron/runner/__init__.py", line 120, in reload_libraries
    for directory in directories
  File "/usr/local/lib/python3.7/site-packages/cauldron/runner/__init__.py", line 121, in <listcomp>
    for reloaded_module in reload_library(directory)
  File "/usr/local/lib/python3.7/site-packages/cauldron/runner/__init__.py", line 115, in reload_library
    for path in glob.glob(glob_path, recursive=True)
  File "/usr/local/lib/python3.7/site-packages/cauldron/runner/__init__.py", line 115, in <listcomp>
    for path in glob.glob(glob_path, recursive=True)
  File "/usr/local/lib/python3.7/site-packages/cauldron/runner/__init__.py", line 102, in reload_module
    return importlib.reload(module) if module is not None else None
  File "/usr/local/Cellar/python/3.7.3/Frameworks/Python.framework/Versions/3.7/lib/python3.7/importlib/__init__.py", line 168, in reload
    raise ModuleNotFoundError(f"spec not found for the module {name!r}", name=name)
ModuleNotFoundError: spec not found for the module 'test.test_notebook'

Commenting out each test one at a time the uncommented test succeeds.

This appears to be a change from 0.4.6 to 0.4.7. In 0.4.6 these tests pass, in 0.4.7 one fails.

Add window menu

A window menu that would allow switching between different notebooks easily would be very helpful. For example, in chrome I can go to the Window menu and easily see what is open and switch between different open tabs by name.

Displaying non-ASCII characters

I have some issues when it comes to displaying characters that are not ASCII (e.g. äöü or €) (actually I'm not sure about the encoding).
Nowhere in the Cauldron app, I can find an option to define the encoding. If I change the file encoding from UTF-8 to windows-1252, these characters are displayed correctly. But this introduces some other issues. E.g. error tracebacks are not shown, but rather

Failed with encoding: utf-8
 'utf-8' codec can't decode byte 0xe4 in position 145: invalid continuation byte

Whitespace in Embedded Step

The whitespace added by the embedded step:

__cauldron__.display.whitespace(0)

should not be added to the console display.

Interactive exploration is hard

In an ideal world, everything you see can be inspected and manipulated (a la Bret Victor). In Spyder or a Jupyter notebook, you can manipulate objects by typing some code (with autocompletes sometimes based on the live object) and pressing Cmd-Enter. In Cauldron, poking at something requires switching to a separate code editor and taking what feels like a shot in the dark.

How could interacting with Cauldron feel more "live"?

Feature Request: Timestamps

Would it be possible to have a simple command in cauldron that would print out how long it took for a step to run? Something like cd.track_time()? I find myself regularly wanting to know how long a given step runs. I can add the code to each step pretty easily, but it would be a nice feature if that was something I could just turn on in Cauldron.

Pytest Support

Step testing currently supports the unittest library, and adding pytest support would allow more flexibility in how tests are defined and handled.

Plotly Scaling

Plotly scale is not being properly applied on non-iOS devices that have support for touch interactivity.

Console Only Display

Add support for writing messages out only to the console from the notebook so that they appear in log output but not in the display of the running notebook. The capability for doing this already exists internally in the RedirectBuffer, but should be exposed to make it possible to use externally.

Bug: Cannot restart kernel

Version Info:
cauldron-notebook (0.0.16, /Users/cswarth/Development/cauldron)
Cauldron-1.270.509.dmg

$ python3 --version
Python 3.5.2

I don't appear to be able to restart the python kernel from the Cauldron MacOS UI.
Even if the UI is freshly started, I end up at a page that says "Applying Changes" with a spinning icon. Is the kernel even running at this point, before I have actually created a notebook?

Reproduce with:

screen shot 2016-09-23 at 9 51 38 am
screen shot 2016-09-23 at 9 51 47 am
screen shot 2016-09-23 at 9 56 58 am

Custom CSS

A great feature would be the option to include own css-files to provide some custom styling. Is that something, that's on your roadmap?

Enhancement: collect version info in one place

It would be great, especially during early development, to have a button on the UI that collects relevant version information in one place that can be copy-pasted into a bug report.
The button would present a popup with copyable text with version or settings you feel most important to include in issues. You could even could pre-populate the github issue form with a request to include that config info, along with instructions for how to retrieve it.

[ Also could we get a version number include in cauldron-notebook? cauldron.__version__ isn't defined, and there doesn't seem to be any other internal storage of version info.

# jinja has version info
$ python -c 'import jinja2; print(jinja2.__version__)'
2.8

# cauldron does not :-(
$ python -c 'import cauldron; print(cauldron.__version__)'
Traceback (most recent call last):
  File "<string>", line 1, in <module>
AttributeError: module 'cauldron' has no attribute '__version__'

]

The config info available from the UI might include,

ProductName:    Mac OS X
ProductVersion: 10.11.6
BuildVersion:   15G1004

Versions:
python: Python 3.5.2
cauldron UI: 1.270.509
beautifulsoup4 (4.5.1)
cauldron-notebook (0.0.16)
certifi (2016.8.31)
click (6.6)
Flask (0.11.1)
itsdangerous (0.24)
Jinja2 (2.8)
Markdown (2.6.6)
MarkupSafe (0.23)
numpy (1.11.1)
pandas (0.18.1)
pip (8.1.2)
Pygments (2.1.3)
python-dateutil (2.3)
pytz (2016.6.1)
setuptools (26.1.1.post20160901)
six (1.10.0)
Werkzeug (0.11.10)
wheel (0.29.0)

unexpected behavior when setting filename for step

I noticed some unexpected behavior when setting the name of a step.
step-name

There is an asterisk above filename that I don't understand. Is that providing some sort of warning?

If one includes a filename extension in the name of the step, the UI appears to incompletely remove the extension before creating the filename. I also have to ask why not let me call the filename anything I want, instead of prepending "S0-" onto the front? Is the S0 used to order the steps in the notebook?

step-name2

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