GDB python tool to pretty print and debug c++ xtensor containers

Overview

gdb_xt2np

GDB python tool to pretty print, examine, and debug c++ Xtensor containers. Xtensor is a c++ library for scientific computing using multidimensional arrays while providing a very python numpy-esque interface. Using the python GDB interface, this tool converts an xtensor to a numpy array and saves it to the GDB python interactive session allowing one to examine the xtensor array using matplotlib, printing numpy slices, etc..

Here is a screenshot of the gdb_xt2np helper in action. During a debugging session using eclipse IDE, in c++, I use xtensor to create a 2-d (100x200) array filled with uniformly random distributed integers. At a gdb breakpoint, I loaded the gdb_xt2np.py helper script.

Execute the gdb convenience function enabled by gdb_xt2np.py to examine the contents of the variable 'ar2' from the source code. (gdb) p $xt2np("ar2")

The xt2np function loads the xtensor container into a numpy array, then uses the native python numpy pretty printing to show a summary of the array contents, and then returns showing properties of the xtensor varible. In addition, to printing the 'ar2' variable summary, the variable is now available in the python interactive session within gdb. I use matplotlib.imshow to display the contents of the 'ar2' variable.

Eclipse debugging session with the gdb_xt2np helper

Version 0.1

FAQ

  • For modest sized arrays gdb complains about a max-size-value limit. Within gdb, set max-size-value unlimited will remove this warning, but beware you are not trying to bring too large of an array to numpy. Your system needs memory for holding multiple copies

AUTHORS

Christopher J. Burke. Inspiration for this came from several blogs and posts.

Dependencies & Setup

Well I'm not going to sugar coat it. It's a pain and I am not thrilled over all these hoops I needed to get the dependencies to work. The main problem is that I use a CentOS 7 linux machine that I don't have root access. I also am using gdb with eclipse IDE. I point out specific steps for my setup, and you will need to tailor them for your system, debugging IDE, etc..

CentOS 7 comes with ancient gcc 4.8.5 compiler. For c++17 standards (for xtensor) and more recent gdb one needs at least gcc 8+. It seems that in order to upgrade gcc without breaking things on CentOS, one needs to use 'Software Collection' devtoolset. Read about it here and the particular one they installed devtoolset-8 here. At a terminal, one invokes scl enable devtoolset-8 bash in order to enable the gcc 8+ tool chain. However, even starting eclipse IDE from a bash shell with devtoolset-8 enabled, the eclipse IDE was still using the gcc 4 compiler and old gdb. The only way I found to have eclipse adopt the gcc 8+ tool chain is to set a command alias in my .bashrc

alias eclipse='scl enable devtoolset-8 /eta-earth/cjburke/local/eclipse/eclipse

Starting eclipse IDE in this manner got the gcc 8+ tool chain available from within eclipse. Within IDE gdb session (gdb) show version reports 8.2 in my setup. Also within gdb you can show what python version is being used

(gdb) py
>import sys
>print(sys.version)
>end
2.7.5 (default, Nov 16 2020, 22:23:17) 
[GCC 4.8.5 20150623 (Red Hat 4.8.5-44)]

NOTE: The version of python in gdb has nothing to do with any python you may have on your system. If you don't compile gdb yourself, but use gdb from a package manager, then gdb uses a python library version. In other words, the python used by gdb is self contained within gdb itself and the python version used was decided when gdb was compiled by the package managers. One can look in the gdb binary for the python symbols ldd $(which gdb) | grep python yields libpython2.7.so.1.0 => /lib64/libpython2.7.so.1.0 (0x00007f8026f60000) on my setup. Unfortunately, the version compiled in as part of the devtoolset-8 is a python 2 version. The question arises then how do I install numpy, matplotlib, and any other python package for use in the gdb version of python? The normal solution is install packages in the python path that the gdb python uses. One can use

(gdb) py
>import sys
>print(sys.path)
>end

to show the path where the gdb python version expects to find site-packages. Unfortunately, I don't have write permission to the location it was using as part of the devtools-8 install. My workaround was to use my preferred anaconda python manager and its enviroment support. I created a python 2.7 environment called py27 conda create -n py27 python=2.7. Then activate the py27 environment and I installed numpy and matplotlib which grabs the appropriate python 2.7 versions of these packages. conda activate py27 conda install numpy conda install matplotlib. Unfortunately, it was not enough to call eclipse IDE after activating the py27 environment. I needed to resort to setting shell environment variable $PYTHONPATH in the eclipse alias. I set the $GDBPYDIR to the head directory of the py27 files setup by the conda environment.

export GDBPYDIR=/eta-earth/cjburke/local/.conda/envs/py27
alias eclipse='export PYTHONPATH=${PYTHONPATH}:${GDBPYDIR}/lib/python2.7/site-packages; export LD_LIBRARY_PATH=${GDBPYDIR}/lib:${LD_LIBRARY_PATH}; scl enable devtoolset-8 /eta-earth/cjburke/local/eclipse/eclipse'

It was also necessary to add the python lib directory to LD_LIBRARY_PATH because there was a collision for a library that matplotlib needs in the system and the one that it needs from the environment.

Whew.. kinda sucky. I also haven't figured out why my ~/.gdbinit file is not working to automatically source the gdb_xt2np.py file at startup, so I have manually source it within eclipse IDE gdb version.

TODOs

  • Add support for memory ordering (i.e., column or row ordering). xt2np doesn't check the ordering of the xtensor container or set ordering when creating the numpy array
  • xt2np sets a python global variable with the same name as the variable. There is probably a safer way to do this and have the variable be available in the gdb python interpreter.
  • How to get working on a mac or windows machine and other Gui IDEs that use gdb.
You might also like...
A post-processing tool for scanned sheets of paper.

unpaper Originally written by Jens Gulden — see AUTHORS for more information. Licensed under GNU GPL v2 — see COPYING for more information. Overview u

Deskew is a command line tool for deskewing scanned text documents. It uses Hough transform to detect "text lines" in the image. As an output, you get an image rotated so that the lines are horizontal.

Deskew by Marek Mauder https://galfar.vevb.net/deskew https://github.com/galfar/deskew v1.30 2019-06-07 Overview Deskew is a command line tool for des

Page to PAGE Layout Analysis Tool

P2PaLA Page to PAGE Layout Analysis (P2PaLA) is a toolkit for Document Layout Analysis based on Neural Networks. 💥 Try our new DEMO for online baseli

Table Extraction Tool

Tree Structure - Table Extraction Fonduer has been successfully extended to perform information extraction from richly formatted data such as tables.

A tool for extracting text from scanned documents (via OCR), with user-defined post-processing.

The project is based on older versions of tesseract and other tools, and is now superseded by another project which allows for more granular control o

An OCR evaluation tool
An OCR evaluation tool

dinglehopper dinglehopper is an OCR evaluation tool and reads ALTO, PAGE and text files. It compares a ground truth (GT) document page with a OCR resu

scantailor - Scan Tailor is an interactive post-processing tool for scanned pages.
scantailor - Scan Tailor is an interactive post-processing tool for scanned pages.

Scan Tailor - scantailor.org This project is no longer maintained, and has not been maintained for a while. About Scan Tailor is an interactive post-p

A tool to make dumpy among us GIFS
A tool to make dumpy among us GIFS

Among Us Dumpy Gif Maker Made by ThatOneCalculator & Pixer415 With help from Telk, karl-police, and auguwu! Please credit this repository when you use

This tool will help you convert your text to handwriting xD
This tool will help you convert your text to handwriting xD

So your teacher asked you to upload written assignments? Hate writing assigments? This tool will help you convert your text to handwriting xD

Owner
Christopher Burke
Christopher Burke
Hiiii this is the Spanish for Linux and win 10 and in the near future the english version of PortScan my new tool on which you can see what ports are Open only with the IP adress.

PortScanner-by-IIT PortScanner es una herramienta programada en Python3. Como su nombre indica esta herramienta escanea los primeros 150 puertos de re

null 5 Sep 19, 2022
This is a repository to learn and get more computer vision skills, make robotics projects integrating the computer vision as a perception tool and create a lot of awesome advanced controllers for the robots of the future.

This is a repository to learn and get more computer vision skills, make robotics projects integrating the computer vision as a perception tool and create a lot of awesome advanced controllers for the robots of the future.

Elkin Javier Guerra Galeano 17 Nov 3, 2022
A tool combining EasyOCR and LaMa to automatically detect text and replace it with an inpainted background.

EasyLaMa (WIP) This is a tool combining EasyOCR and LaMa to automatically detect text and replace it with an inpainted background. Installation For GP

null 3 Sep 17, 2022
A semi-automatic open-source tool for Layout Analysis and Region EXtraction on early printed books.

LAREX LAREX is a semi-automatic open-source tool for layout analysis on early printed books. It uses a rule based connected components approach which

null 162 Jan 5, 2023
This repository provides train&test code, dataset, det.&rec. annotation, evaluation script, annotation tool, and ranking.

SCUT-CTW1500 Datasets We have updated annotations for both train and test set. Train: 1000 images [images][annos] Additional point annotation for each

Yuliang Liu 600 Dec 18, 2022
Tool which allow you to detect and translate text.

Text detection and recognition This repository contains tool which allow to detect region with text and translate it one by one. Description Two pretr

Damian Panek 176 Nov 28, 2022
It is a image ocr tool using the Tesseract-OCR engine with the pytesseract package and has a GUI.

OCR-Tool It is a image ocr tool made in Python using the Tesseract-OCR engine with the pytesseract package and has a GUI. This is my second ever pytho

Khant Htet Aung 4 Jul 11, 2022
Color Picker and Color Detection tool for METR4202

METR4202 Color Detection Help This is sample code that can be used for the METR4202 project demo. There are two files provided, both running on Python

Miguel Valencia 1 Oct 23, 2021
A little but useful tool to explore OCR data extracted with `pytesseract` and `opencv`

Screenshot OCR Tool Extracting data from screen time screenshots in iOS and Android. We are exploring 3 options: Simple OCR with no text position usin

Gabriele Marini 1 Dec 7, 2021