Installing numba for python Installing Numba for Python A Comprehensive Guide Numba is a powerful Just In Time JIT compiler that transforms a subset of Python and Num Py code into fast mac 3 min read 08-10-2024 59
Sparse Matrix in Numba Accelerating Sparse Matrix Operations with Numba Sparse matrices matrices with a high proportion of zero elements are ubiquitous in many scientific and engineer 2 min read 07-10-2024 64
numba njit with signature for optional dict Speeding Up Your Python Code with Numbas njit and Optional Dictionaries Python is known for its readability and flexibility but its performance can sometimes la 2 min read 04-10-2024 50
Numba parallelization doesn't help performance in Monte-Carlo simulation? Why Numba Parallelization Isnt Always a Magic Bullet Exploring Monte Carlo Simulation Performance Monte Carlo simulations powerful tools for understanding compl 3 min read 04-10-2024 52
Troubleshooting MPI4py Error When Using Numba-Accelerated Python Code Unraveling the MPI 4py and Numba Knot Troubleshooting Parallel Performance Issues Scenario You ve meticulously crafted a high performance Python code using Numb 2 min read 04-10-2024 82
Numba throws `type error` for my gradient descent Understanding the Type Error in Numba During Gradient Descent When utilizing Numba a Just In Time JIT compiler that translates a subset of Python and Num Py cod 3 min read 29-09-2024 64
Can Neumaier summation be sped up? Can Neumaier Summation Be Sped Up Neumaier summation is a numerical method used to enhance the precision of floating point summation particularly beneficial for 3 min read 28-09-2024 60
Optimize calculation of statistics over rows of a matrix in Python + Numba Optimizing Statistical Calculations Over Rows of a Matrix in Python with Numba When working with large datasets in Python calculating statistics over rows of a 3 min read 25-09-2024 48
Optimization Challenge Due to L1 Cache with Numba Optimization Challenge Due to L1 Cache with Numba In the realm of high performance computing optimizing code is paramount One common issue developers face is th 3 min read 22-09-2024 78
Numba njit making function call involving long expressions extremely slow Understanding Numbas njit and Function Calls with Long Expressions In the realm of Python programming particularly in numerical computations performance is para 2 min read 18-09-2024 75
Passing config variables to functions so they behave as compile time constants Passing Config Variables to Functions as Compile Time Constants In the world of programming especially when developing large applications managing configuration 3 min read 17-09-2024 60
Why numba doesn't calculate after a number of index? Understanding Why Numba Stops Calculating After a Certain Index Numba is a powerful just in time compiler that translates a subset of Python and Num Py code int 3 min read 14-09-2024 64
How to pass additional parameters to numba cfunc passed as LowLevelCallable to scipy.integrate.quad Passing Additional Parameters to Numba cfunc in scipy integrate quad When using Numbas cfunc as a Low Level Callable for scipy integrate quad you might encounte 3 min read 05-09-2024 61
How to pass several additional parameters to numba cfunc passed as LowLevelCallable to scipy.integrate.quad Passing Multiple Parameters to Numba cfunc with scipy integrate quad Integrating functions with scipy integrate quad often requires passing additional parameter 2 min read 04-09-2024 58
Importing SHAP occurs error even though updating all libraries SHAP Import Error Unraveling the Mystery of Numba requires at least version 0 38 0 of llvmlite This article tackles a common issue encountered when using SHAP S 3 min read 04-09-2024 69
How to resolve SystemError: initialization of _internal failed when trying to import numba and numpy? Conquering the System Error initialization of internal failed in Numba and Num Py You re not alone This pesky System Error initialization of internal failed whe 2 min read 03-09-2024 62
How to speed up the interpolation for this particular example? Speeding Up Tri Linear Interpolation with Fixed Values Tri linear interpolation is a crucial method in numerical analysis that allows us to estimate values of a 3 min read 01-09-2024 60
Trouble using the right module version installed in pipenv environment Module Not Found Errors in Pipenv A Guide to Debugging and Resolution Many Python developers encounter a frustrating issue where their Pipenv environment seems 3 min read 01-09-2024 64
Numba and Numpy Generator Methods & Thread Safety Documentation Clarification Numba Num Py Generators and Thread Safety A Deep Dive The world of numerical computing is full of powerful tools like Numba and Num Py but navigating their intr 2 min read 31-08-2024 56
How to make integration faster? How to Make Integration Faster in Python In computational physics and numerical analysis integrating complex functions can often be time consuming As seen in va 3 min read 31-08-2024 64
Creating a progress bar in python with Numba and Cuda Tracking Progress in CUDA Kernels with Numba A Guide Running CUDA kernels for large datasets can feel like waiting in the dark You know things are happening but 3 min read 30-08-2024 82
Want to know the inernal mach of Numba JIT Demystifying Numbas JIT A Deep Dive into Its Inner Workings Numba a powerful Python library allows you to accelerate your code through just in time JIT compilat 2 min read 30-08-2024 65
Parallel decorator on Numba routine featuring race condition Unraveling the Mystery of Race Conditions in Numbas Parallel Decorator A Case Study Parallel programming the art of splitting tasks across multiple processors f 2 min read 30-08-2024 62
My cumulative sum in numba cuda is giving the wrong results when using 1024 threads Debugging Numba CUDA Cumulative Sum with 1024 Threads A Practical Guide This article explores a common issue encountered when implementing parallel cumulative s 2 min read 29-08-2024 60
Efficient stochastic numerical integration over many trajectories Optimizing Stochastic Numerical Integration Parallelization and Numba Simulating stochastic differential equations SDEs often involves generating numerous traje 3 min read 29-08-2024 54