Python progress bar libraries

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by vinitha@openweaver.com dot icon Updated: May 18, 2023

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Python progress bar libraries are software packages. They provide the functionality to create and display progress bars in Python applications. A progress bar is a graphical or text-based indicator. It shows the progress of a task or operation in a loop or a long-running process. It helps users visualize the completion status and estimated time for a task.  


The basic and advanced usage of Python progress bar libraries are:  

  • We can use Progress bars in inner, outer, nested, and infinite loops. It helps indicate the completion status of iterations. This is useful when processing large datasets and performing computations. They can also help you in iterating through a list of items. Progress bars make it easier to estimate the remaining time and progress.  
  • Improve the user experience by offering visual feedback on the progress of a task. They help users understand that the program is working. It will help you understand that the program is progressing rather than appearing unresponsive. 

 

We have identified the best libraries based on popularity, flexibility, coverage, and reusability. Let's look at each library in detail. The links will allow you to access package commands, installation notes, and codesnippets.  

alive-progress:  

  • alive-progress focuses on providing pleasing and eye-catching progress bars.  
  • Designed to handle multi-threaded and parallel processing scenarios.  
  • alive-progress is a feature-rich library. It aims to provide a pleasing and interactive progress bar experience.  
  • It offers various styles, animations, and customization options. It will do so by making it suitable for enhancing the user experience.  

alive-progressby rsalmei

Python doticonstar image 4459 doticonVersion:Currentdoticon
License: Permissive (MIT)

A new kind of Progress Bar, with real-time throughput, ETA, and very cool animations!

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            alive-progressby rsalmei

            Python doticon star image 4459 doticonVersion:Currentdoticon License: Permissive (MIT)

            A new kind of Progress Bar, with real-time throughput, ETA, and very cool animations!
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                      tqdm :  

                      • tqdm helps in creating Python progress bars in loops and other iterable objects.  
                      • tqdm Package supports nested progress bars. It allows you to create many progress bars within a loop or a hierarchical structure.  
                      • tqdm functions need minimal code modifications. We can add them to the existing loops with a few lines of code.  
                      • tqdm progressbar libraries provide a wrapper class. It allows you to create progress bars for these functions and monitor their progress.  

                      tqdmby noamraph

                      Python doticonstar image 2788 doticonVersion:Currentdoticon
                      License: Permissive (MIT)

                      Add a progress meter to your loops in a second

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                                tqdmby noamraph

                                Python doticon star image 2788 doticonVersion:Currentdoticon License: Permissive (MIT)

                                Add a progress meter to your loops in a second
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                                          halo:  

                                          • Halo is a Python library. It brings spinners, or "halos," to your command-line interfaces (CLI).  
                                          • Halo is compatible with both Python 2 and Python 3 versions.  
                                          • We can integrate with Python libraries and frameworks like Click, Flask, and Django.  
                                          • Halo offers a set of spinner styles we can use as progress indicators in Python applications.  

                                          haloby manrajgrover

                                          Python doticonstar image 2694 doticonVersion:Currentdoticon
                                          License: Permissive (MIT)

                                          💫 Beautiful spinners for terminal, IPython and Jupyter

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                                                    haloby manrajgrover

                                                    Python doticon star image 2694 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                    💫 Beautiful spinners for terminal, IPython and Jupyter
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                                                              python-progressbar:  

                                                              • progressbar2 offers an easy-to-use API. It will allow you to add progress bars to your loops and iterable objects.  
                                                              • It supports many Bar Styles, such as a simple bar, percentage, counter, and ETA.  
                                                              • progressbar2 allows you to create nested progress bars. It is useful for tracking progress in hierarchical or multi-threaded scenarios.  
                                                              • It works well with different terminal types. It includes traditional consoles, IPython/Jupyter notebooks, and other environments.  
                                                              Python doticonstar image 787 doticonVersion:v4.2.0doticon
                                                              License: Permissive (BSD-3-Clause)

                                                              Progressbar 2 - A progress bar for Python 2 and Python 3 - "pip install progressbar2"

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                                                                        python-progressbarby wolph

                                                                        Python doticon star image 787 doticonVersion:v4.2.0doticon License: Permissive (BSD-3-Clause)

                                                                        Progressbar 2 - A progress bar for Python 2 and Python 3 - "pip install progressbar2"
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                                                                                  yaspin:  

                                                                                  • Yaspin supports a progress bar style for showing progress in a percentage format.  
                                                                                  • Easily integrated with other Python Progressbar libraries and frameworks.  
                                                                                  • Helps enhance the user experience by providing visual feedback on ongoing processes.  
                                                                                  • Yaspin supports using spinners and progress bars as context managers.  

                                                                                  yaspinby pavdmyt

                                                                                  Python doticonstar image 638 doticonVersion:v2.3.0doticon
                                                                                  License: Permissive (MIT)

                                                                                  A lightweight terminal spinner for Python with safe pipes and redirects ğŸŽ

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                                                                                            yaspinby pavdmyt

                                                                                            Python doticon star image 638 doticonVersion:v2.3.0doticon License: Permissive (MIT)

                                                                                            A lightweight terminal spinner for Python with safe pipes and redirects ğŸŽ
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                                                                                                      pyprind:  

                                                                                                      • Pyprind allows you to create progress bars. It helps represent the progress of a loop or an iterative process.  
                                                                                                      • It stands for "Python Progress Indicator". It offers a way to track the progress of iterative processes in your Python programs.  
                                                                                                      • Pyprind allows you to create many progress bars to track the progress of each process.  
                                                                                                      • It provides a progress bar object to update to reflect the current progress.

                                                                                                      pyprindby rasbt

                                                                                                      Python doticonstar image 529 doticonVersion:v2.11.2doticon
                                                                                                      License: Permissive (BSD-3-Clause)

                                                                                                      PyPrind - Python Progress Indicator Utility

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                                                                                                                pyprindby rasbt

                                                                                                                Python doticon star image 529 doticonVersion:v2.11.2doticon License: Permissive (BSD-3-Clause)

                                                                                                                PyPrind - Python Progress Indicator Utility
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                                                                                                                          clint:  

                                                                                                                          • It is a Python library. It provides various command-line utilities to simplify working with the command-line interface.  
                                                                                                                          • Make it easier to handle user input and configuration.  
                                                                                                                          • The library provides functions to print colored text and stylize the terminal output.  
                                                                                                                          • Clint includes a spinner utility. It can display spinning animations to indicate ongoing processes or tasks.  

                                                                                                                          clintby kennethreitz-archive

                                                                                                                          Python doticonstar image 81 doticonVersion:v0.5.1doticon
                                                                                                                          License: Permissive (ISC)

                                                                                                                          Python Command-line Application Tools

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                                                                                                                                    clintby kennethreitz-archive

                                                                                                                                    Python doticon star image 81 doticonVersion:v0.5.1doticon License: Permissive (ISC)

                                                                                                                                    Python Command-line Application Tools
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                                                                                                                                              FAQ:  

                                                                                                                                              1. What are some of the best Python Progress Bars libraries?  

                                                                                                                                              Several popular Python progress bar libraries provide different features and customization options. Here are some of the best Python progress bar libraries:  

                                                                                                                                              • Tqdm  
                                                                                                                                              • Progressbar2  
                                                                                                                                              • alive progress  

                                                                                                                                               

                                                                                                                                              2. How does a smart progress bar work, and how can I use it?  

                                                                                                                                              A smart progress bar, or an intelligent progress bar, is an enhanced version of a regular progress bar. It adjusts its behavior based on the progress and estimated time remaining for a task. It provides more information and functionality to improve the user experience.  

                                                                                                                                               

                                                                                                                                              3. What advantages do tqdm progress bars offer compared to other libraries?  

                                                                                                                                              The tqdm library offers many advantages compared to other progress bar libraries. Here are some key advantages of using tqdm:  

                                                                                                                                              • Ease of Use  
                                                                                                                                              • Automatic Integration  
                                                                                                                                              • Dynamic Updates  
                                                                                                                                              • Support for Nested Progress Bars  

                                                                                                                                               

                                                                                                                                              4. How do my programs process data using Python Progress Bars?  

                                                                                                                                              To process data using progress bars in your programs, you can follow these general steps:  

                                                                                                                                              1. Import the Progress Bar Library  

                                                                                                                                              2. Initialize the Progress Bar  

                                                                                                                                              3. Update the Progress  

                                                                                                                                              4. Add extra Information (Optional)  

                                                                                                                                              5. Complete or Close the Progress Bar  

                                                                                                                                               

                                                                                                                                              5. How can I create a load bar in my Python programs to monitor long-running tasks?  

                                                                                                                                              You can use a progress bar library to create a load bar to monitor long-running tasks. Here's a step to create a load bar:  

                                                                                                                                              1. Install the Progress Bar Library  

                                                                                                                                              2. Import the Progress Bar Library  

                                                                                                                                              3. Determine the Total Number of Steps  

                                                                                                                                              4. Create the Load Bar  

                                                                                                                                              5. Update the Load Bar  

                                                                                                                                              6. Complete the Load Bar 

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