espressif/esp-dl

esp32p4-simd

ESP32-P4 PIE (Processor Instruction Extensions) SIMD instruction set reference and optimization guide. Use when working with ESP32-P4 custom AI/DSP SIMD instructions in assembly orintrinsic form, converting scalar code to vectorized SIMD code, or implementing…

原文语言：英语

esp32-s3-pie-simd-optimization

ESP32-S3 Processor Instruction Extensions (PIE) SIMD reference for accelerating C code. Use when converting scalar C loops into PIE SIMD assembly (EE.* instructions). Covers 128-bit QR registers, vector arithmetic, MAC, non-aligned data, FFT, and common…

原文语言：英语

espdl-quantize

Iteratively tune esp-ppq QuantizationSetting to recover post-quantization accuracy on ESP-DL targets. Drives a closed loop of "baseline -> calibration × TQT(default) cartesian product -> distribution-aware residual fixes -> agent-driven open exploration ->…

原文语言：英语

espdl-operator

End-to-end guide for implementing, testing, and optimizing neural network operators in the ESP-DL framework. Covers C++ module implementation, C reference kernels, SIMD assembly optimization, esp-ppq quantization strategy integration, Docker-based build/test,…

原文语言：英语