NumPy adattivo che si ottimizza automaticamente per il tuo hardware
Project description
AdaptiveNumPy 🚀
English
What is AdaptiveNumPy?
AdaptiveNumPy is an intelligent wrapper over NumPy that automatically optimizes numerical computations for your specific hardware.
Key Features
- Automatic Hardware Detection: Identifies CPU, cores, and SIMD instructions (SSE4a, AVX2, AVX512)
- Kernel Fusion: Merges multiple operations into a single, faster kernel
- Automatic Parallelization: Uses all available cores but leaves 1 free for system responsiveness
- Intelligent Memory Management: Automatically spills data to SSD when RAM is full
- Pattern Learning: Learns from usage patterns to optimize repeated operations
- Smart Float32: Uses faster Float32 precision when accuracy is not at risk
Installation
pip install adaptive-numpy
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