lazy_table - a python-tabulate wrapper for producing tables from generators

Related tags

Command-line Toolspythonlazy-evaluationtables
Overview

lazy_table

A python-tabulate wrapper for producing tables from generators.

Motivation

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.

For example, the rows in the table below correspond to numerically solving an ordinary differential equation with progressively more steps. See examples/euler_vdp.py for the code to generate this table.

Here is the same example with a progress bar.

Installation and usage

Install lazy_table via pip:

$ pip install lazy_table

In your Python code, add

import lazy_table as lt

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).

Example

As a toy example, consider printing the first 10 Fibonacci numbers 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.

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):
         time.sleep(1)  # Simulate work
         x0, x1 = x1, x0 + x1
         yield [i, x1]

lt.stream(fib_table(10), headers=['N', 'F_N'])

Your final table should look like this:

  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

You can also specify an "artist" that determines how the table is rendered. For example, the ConsoleWithProgress artist displays a progress bar alongside the table indicating the percentage of rows completed:

n_rows = 10
artist = lt.artists.ConsoleWithProgress()
lt.stream(fib_table(n_rows), headers=['N', 'F_N'], n_rows=n_rows, artist=artist)
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Comments
  • status bar stays on screen after using ConsoleWithProgress

    status bar stays on screen after using ConsoleWithProgress

    If you stream a table with ConsoleWithProgress, it works great. But I have more output to display after the table but the 100% progress bar is stuck somehow on the bottom of the screen.

    example

    lazy_table.stream(...artist=lazy_table.artists.ConsoleWithProgress()) print("Hello world!") # this line will be above the status bar.

    I think after the table is printed the cursor is positioned before the status bar and it inserts any additional output before the status bar.

    Is there a way to remove the status bar when complete?

    opened by amm042 2
  • Remove tqdm

    Remove tqdm

    Removes tqdm as a dependency in lieu of a custom progress bar and solves issue #2 in the process.

      Steps      Value          Delta       Order
-------  ---------  -------------  ----------
    200   0.785109  nan            nan
    400  -0.131546   -0.916655     nan
    800  -0.723048   -0.591502       0.631995
   1600  -1.02156    -0.298515       0.986578
   3200  -1.16159    -0.140028       1.09209
   6400  -1.22794    -0.0663467      1.07762
  12800  -1.26004    -0.0321066      1.04715
  25600  -1.27581    -0.0157701      1.02568
  51200  -1.28363    -0.00781233     1.01337
 102400  -1.28751    -0.00388776     1.00681
 204800  -1.28945    -0.00193925     1.00344
 409600  -1.29042    -0.000968464    1.00173

|████████████████████████████████| 12/12 [6.22s, 1.93it/s]
    opened by parsiad 0
Releases(v0.2.1)
Owner
Parsiad Azimzadeh
Parsiad Azimzadeh
GitHub Repository https://pypi.org/project/lazy-table
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