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__pycache__ | ||
lazy_table.egg-info |
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Copyright (c) 2021 Parsiad Azimzadeh | ||
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Permission is hereby granted, free of charge, to any person obtaining | ||
a copy of this software and associated documentation files (the | ||
"Software"), to deal in the Software without restriction, including | ||
without limitation the rights to use, copy, modify, merge, publish, | ||
distribute, sublicense, and/or sell copies of the Software, and to | ||
permit persons to whom the Software is furnished to do so, subject to | ||
the following conditions: | ||
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The above copyright notice and this permission notice shall be | ||
included in all copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, | ||
EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF | ||
MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND | ||
NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE | ||
LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION | ||
OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION | ||
WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. |
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<p align="center"> | ||
<img alt="lazy_table" src="https://raw.githubusercontent.com/parsiad/lazy-table/master/logo.png"> | ||
</p> | ||
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A [python-tabulate](https://github.com/astanin/python-tabulate) wrapper for producing tables from generators. | ||
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## Motivation | ||
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lazy_table is useful when (*i*) each row of your table is generated by a possibly expensive computation and (*ii*) you want to print rows to the screen as soon as they are available. | ||
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For example, the rows in the table below correspond to [numerically solving an ordinary differential equation](https://en.wikipedia.org/wiki/Numerical_methods_for_ordinary_differential_equations) with progressively more steps. See [examples/ode.py](https://raw.githubusercontent.com/parsiad/lazy-table/master/examples/ode.py) for the code to generate this table. | ||
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![](https://raw.githubusercontent.com/parsiad/lazy-table/master/examples/ode.gif) | ||
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## Installation and usage | ||
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Install lazy_table via pip: | ||
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```console | ||
$ pip install lazy_table | ||
``` | ||
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In your Python code, add | ||
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```python | ||
import lazy_table as lt | ||
``` | ||
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Now, generating your own lazy table is as simple as calling `lt.stream` on a generator that yields one or more lists, where each list is a row of your table (see the example below). | ||
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## Example | ||
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As a toy example, consider printing the first 10 [Fibonacci numbers](https://en.wikipedia.org/wiki/Fibonacci_number) in a table. | ||
Since this is a relatively cheap operation, we will pretend it is expensive by adding an artificial `sleep(1)` call beteween Fibonacci numbers. | ||
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```python | ||
import time | ||
import lazy_table as lt | ||
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def fib_table(n): | ||
x0, x1 = 0, 1 | ||
yield [0, x0] | ||
yield [1, x1] | ||
for i in range(2, n + 1): | ||
x0, x1 = x1, x0 + x1 | ||
yield [i, x1] | ||
time.sleep(1) # Simulate work | ||
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lt.stream(fib_table(10), headers=['N', 'F_N']) | ||
``` | ||
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Your final table should look like this: | ||
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``` | ||
N F_N | ||
--- ----- | ||
0 0 | ||
1 1 | ||
2 1 | ||
3 2 | ||
4 3 | ||
5 5 | ||
6 8 | ||
7 13 | ||
8 21 | ||
9 34 | ||
10 55 | ||
``` |
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#!/usr/bin/env python | ||
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import lazy_table as lt | ||
import numpy as np | ||
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def f(y): | ||
return np.array([y[1], (1. - y[0]**2) * y[1] - y[0]]) | ||
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def solve(n_steps, t1=16., y0=(2., 0.)): | ||
h = t1 / n_steps | ||
y = np.array(y0) | ||
for _ in range(n_steps): | ||
y = y + h * f(y) | ||
return y | ||
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def convergence_table(init_n_steps=200): | ||
prev_value = np.nan | ||
prev_delta = np.nan | ||
for n_steps in init_n_steps * 2**np.arange(0, 12): | ||
y = solve(n_steps) | ||
value = y[0] | ||
delta = value - prev_value | ||
ratio = prev_delta / delta | ||
order = np.log2(ratio) | ||
prev_value = value | ||
prev_delta = delta | ||
yield [n_steps, value, delta, order] | ||
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lt.stream( | ||
convergence_table(), | ||
tablefmt='simple', | ||
headers=['Steps', 'Value', 'Delta', 'Order'], | ||
) |
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[build-system] | ||
requires = [ | ||
"setuptools>=42", | ||
"wheel" | ||
] | ||
build-backend = "setuptools.build_meta" |
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[metadata] | ||
name = lazy-table | ||
version = 0.1.0 | ||
author = Parsiad Azimzadeh | ||
author_email = [email protected] | ||
description = A python-tabulate wrapper for producing tables from generators | ||
long_description = file: README.md | ||
long_description_content_type = text/markdown | ||
url = https://github.com/parsiad/lazy-table | ||
project_urls = | ||
Bug Tracker = https://github.com/parsiad/lazy-table/issues | ||
classifiers = | ||
Programming Language :: Python :: 3 | ||
License :: OSI Approved :: MIT License | ||
Operating System :: OS Independent | ||
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[options] | ||
install_requires = | ||
tabulate | ||
package_dir = | ||
= src | ||
packages = find: | ||
python_requires = >= 3.6 | ||
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[options.packages.find] | ||
where = src |
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"""A python-tabulate wrapper for producing tables from generators.""" | ||
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__all__ = ['ConsoleArtist', 'stream'] | ||
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from ._lazy_table import ConsoleArtist, stream |
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import sys | ||
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from tabulate import tabulate | ||
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class ConsoleArtist: | ||
"""Renders a table to the console. | ||
Parameters | ||
---------- | ||
clear : bool | ||
Clears the screen every time the table is updated. | ||
out : TextIOBase | ||
Text stream to write to. If unspecified, ``sys.stdout`` is used. | ||
""" | ||
def __init__(self, clear=False, out=sys.stdout): | ||
self._clear = clear | ||
self._n_lines = 0 | ||
self._out = out | ||
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def __call__(self, result): | ||
if self._clear: | ||
self._out.write('\x1b[2J') | ||
else: | ||
self._out.write('\033[F\033[K' * self._n_lines) | ||
self._n_lines = result.count('\n') + 1 | ||
self._out.write(result) | ||
self._out.write('\n') | ||
self._out.flush() | ||
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def stream(table, artist=None, **kwargs): | ||
"""Streams a table. | ||
kwargs are forwarded to tabulate. | ||
Examples | ||
-------- | ||
>>> import time | ||
>>> import lazy_table as lt | ||
>>> | ||
>>> def fib_table(n): | ||
... x0, x1 = 0, 1 | ||
... yield [0, x0] | ||
... yield [1, x1] | ||
... for i in range(2, n + 1): | ||
... x0, x1 = x1, x0 + x1 | ||
... yield [i, x1] | ||
... time.sleep(1) # Simulate work | ||
>>> | ||
>>> lt.stream(fib_table(10), headers=['N', 'F_N']) | ||
Parameters | ||
---------- | ||
table : Generator[List[T], None, None] | ||
A generator which yields rows of the table. | ||
artist : callable, optional | ||
A callable of the form ``draw(string)`` which determines how to render the table. If unspecified, | ||
``lazy_table.Console`` is used. | ||
""" | ||
if artist is None: | ||
artist = ConsoleArtist() | ||
rows = [] | ||
for row in table: | ||
rows.append(row) | ||
t = tabulate(rows, **kwargs) | ||
artist(t) |