PULP Training
Dear friends of PULP,
Welcome to the PULP Training page! You can now find all the important slides and videos recorded during our training sessions here and in this way get acquainted with the many faces of the PULP Platform.
QuantLab: Mixed-Precision Quantization-Aware Training for PULP QNNs
Duration: 04:13:18
June 2021
In this tutorial, Matteo presents QuantLab, a PyTorch-based software tool designed to train quantized neural networks, optimize them, and prepare them for deployment on PULP platforms.
Slides: QuantLab: Mixed-Precision Quantization-Aware Training for PULP QNNs
Matteo SpallanzaniPULP SDK / GCC Compilation Toolchain
Duration: 02:05:37
March 2021
In this tutorial, Nazareno introduces the Software Development Kit for PULP, while Giuseppe elaborates on the GCC Compilation Toolchain.
| Part 1 | Part 2 |
|---|---|
| Structure (RTOS, ARCHI, HAL, tools) | Introduction to the GCC compilation toolchain |
| How to include a new target (makefile) | Toolchain components |
| How to customize a target (number of cores, memory) | Downloading and building the toolchain |
| PMSIS: common structure for device (cluster/ram): device struct, config, open, task, close | RISC-V / PULP specific options |
| - | Performance-driven optimization techniques |
Slides Part 1: Nazareno Bruschi PULP SDK and PMSIS
Slides Part 2: Giuseppe Tagliavini Mastering the PULP GCC toolchain
Nazareno Bruschi
Giuseppe Tagliavini
A Deep Dive into HW/SW Development with PULP
Duration: 05:08:07 + 03:08:10
January 2021
Robert and Manuel instruct you on HW/SW Development with PULP in the course of a two-day training.
| Day 1 | Day 2 |
|---|---|
| PULPissimo SoC Architecture | FPGA Port |
| Software Environment | PULP IP Landscape |
| RTL Development Flow | Hands-on Full-stack IP Integration Exercise |
| RTL Simulation | PULPIssimo Memory Layout Modification |
Training Day 1
Training Day 2
Robert Balas
Manuel Eggimann
GVSoC / Dory Tutorial
Duration: 01:54:07
March 2021
Listen to our instructors Nazareno and Alessio talking about the PULP Virtual Platform and DORY our automated tool to deploy DNNs on memory constrained devices.
VM Image with all tools ready: Download Caution 8.5 GB
Slides Part 1: Nazareno Bruschi PULP Simulator and SDK
Slides Part 2: Alessio Burello Deployment of DNN on Extreme Edge Devices (1)
Nazareno Bruschi
Alessio Burello
Understanding and working with PULP
Duration: 03:24:56
June 2019
In this tutorial, Davide explains the architecture of PULPissimo, the differences among individual PULP cores, Xpulp extensions and much more.
Davide Schiavone