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Deepware's Projects

accdnn icon accdnn

A compiler from AI model to RTL (Verilog) accelerator in FPGA hardware with auto design space exploration.

acceltran icon acceltran

[TCAD'23] AccelTran: A Sparsity-Aware Accelerator for Transformers

activecore icon activecore

Hardware generation library based on "MLIP cores" (microarchitectural programmable templates)

aladdin icon aladdin

A pre-RTL, power-performance model for fixed-function accelerators

annette icon annette

ANNETTE - Accurate Neural Network Execution Time Estimation

antares icon antares

Antares: an automatic engine for multi-platform kernel generation and optimization. Supporting CPU, CUDA, ROCm, DirectX12, GraphCore, SYCL for CPU/GPU, OpenCL for AMD/NVIDIA, Android CPU/GPU backends.

approximate-spmv-topk icon approximate-spmv-topk

Public repostory for the DAC 2021 paper "Scaling up HBM Efficiency of Top-K SpMV forApproximate Embedding Similarity on FPGAs"

ara icon ara

The PULP Ara is a 64-bit Vector Unit, compatible with the RISC-V Vector Extension Version 0.10, working as a coprocessor to CORE-V's CVA6 core

autosa icon autosa

AutoSA: Polyhedral-Based Systolic Array Compiler

awesome-edge-machine-learning icon awesome-edge-machine-learning

A curated list of awesome edge machine learning resources, including research papers, inference engines, challenges, books, meetups and others.

awesome-embeded-ai icon awesome-embeded-ai

收集关于嵌入式领域的机器学习算法实现的进展、相关论文和文章、开发库等,帮助初学者快速了解、学习和入门嵌入式领域的机器学习。CC-BY-NC-SA 4.0。

awesome-model-quantization icon awesome-model-quantization

A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (papers, repositories) that are missed by the repo.

aws-fpga icon aws-fpga

Official repository of the AWS EC2 FPGA Hardware and Software Development Kit

barvinn icon barvinn

BARVINN: A Barrel RISC-V Neural Network Accelerator: https://barvinn.readthedocs.io/en/latest/

bismo icon bismo

BISMO: A Scalable Bit-Serial Matrix Multiplication Overlay for Reconfigurable Computing

bragghls icon bragghls

PyTorch model to RTL flow for low latency inference

brevitas icon brevitas

Brevitas: quantization-aware training in PyTorch

bsg_manycore icon bsg_manycore

Tile based architecture designed for computing efficiency, scalability and generality

cfu-playground icon cfu-playground

Want a faster ML processor? Do it yourself! -- A framework for playing with custom opcodes to accelerate TensorFlow Lite for Microcontrollers (TFLM).

charm icon charm

CHARM: Composing Heterogeneous Accelerators for Matrix Multiply on Versal ACAP Architecture (Full Paper accepted to FPGA2023!)

chip-knn icon chip-knn

[FPT'20] CHIP-KNN: Configurable and HIgh-Performance K-Nearest Neighbors Accelerator on Cloud FPGAs

cmix-nn icon cmix-nn

CMix-NN: Mixed Low-Precision CNN Library for Memory-Constrained Edge Devices

cnn-fpga icon cnn-fpga

Implementation of CNN on ZYNQ FPGA to classify handwritten numbers using MNIST database

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