fpgasystems/ZipML-PYNQ fpgasystems/ZipML-PYNQ

  • Stars
    star
    53
  • Rank 537,796 (Top 11 %)
  • Language
    Jupyter Notebook
  • License
    GNU Affero Genera...
  • Created over 6 years ago
  • Updated over 6 years ago
Twitter logo Share LinkedIn logo Share Facebook logo Share
fpgasystems/ZipML-PYNQ
github

fpgasystems

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

Linear model training using stochastic gradient descent (SGD) on PYNQ with full to low precision.

More Repositories

1

fpga-network-stack

Scalable Network Stack for FPGAs (TCP/IP, RoCEv2)
C++
648
star
2

spooNN

FPGA-based neural network inference project with an end-to-end approach (from training to implementation to deployment)
Jupyter Notebook
250
star
3

Coyote

Framework providing operating system abstractions and a range of shared networking (RDMA, TCP/IP) and memory services to common modern heterogeneous platforms.
SystemVerilog
166
star
4

Vitis_with_100Gbps_TCP-IP

100 Gbps TCP/IP stack for Vitis shells
C++
152
star
5

caribou

Caribou: Distributed Smart Storage built with FPGAs
Verilog
62
star
6

davos

Distributed Accelerator OS
SystemVerilog
57
star
7

doppiodb

doppioDB - A hardware accelerated database
C
45
star
8

ZipML-XeonFPGA

FPGA-based stochastic gradient descent (powered by ZipML - Low-precision machine learning on reconfigurable hardware)
VHDL
31
star
9

hacc

ETHZ Heterogeneous Accelerated Compute Cluster.
26
star
10

Centaur

Centaur, a framework for hybrid CPU-FPGA databases
Verilog
24
star
11

groundhog

Groundhog - Serial ATA Host Bus Adapter
Verilog
17
star
12

dma-driver

SystemVerilog
15
star
13

GPU-FPGA-Recommendation-System

FleetRec: Large-Scale Recommendation Inference on Hybrid GPU-FPGA Clusters
C++
14
star
14

DecisionTrees

Decision Trees Inference
SystemVerilog
14
star
15

FPGA-Recommendation-Accelerator

MLSys 2021 paper: MicroRec: efficient recommendation inference by hardware and data structure solutions
C++
13
star
16

erbium

Business Rule Engine Hardware Accelerator
VHDL
12
star
17

fpga-hyperloglog

FPGA-based HyperLogLog Accelerator
C++
12
star
18

parti-fpga

FPGA-based data partitioning
VHDL
8
star
19

strega

An HTTP Server for FPGAs
C++
8
star
20

MLWeaving

Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning
C++
8
star
21

Distributed-DecisionTrees

SystemVerilog
8
star
22

PipeArch

VHDL
6
star
23

ColumnML

Generalized linear model training on column-stores with FPGA-enhanced data transformation
VHDL
6
star
24

SKT

A One-Pass Multi-Sketch Data Analytics Accelerator
C++
5
star
25

Coyote-CIRCT

Deploy CIRCT generated circuits with a streaming abstraction (circt-stream) effortlessly through Coyote.
SystemVerilog
4
star
26

Distributed_Recommendation_Inference_on_FPGA_Clusters

C++
4
star
27

hashing-XeonFPGA

Verilog
3
star
28

gcow

πŸ„ Gradient compression on the wire
C++
2
star
29

bit_serial_kmeans

SystemVerilog
2
star
30

loadbalancer

SystemVerilog
1
star
31

hw-acceleration-of-compression-and-crypto

C++
1
star
32

hacc-platform

Hardware ACCeleration Platform.
Shell
1
star