Comments (6)
Hi,
So far, Spkeras does not target at any neuromorphic hardware, but it simply simulates the number of spike generated by the IF neuron that mimics the forward propagation in neuromorphics.
from spkeras.
Okay, so you mean to say that the simulation of SNN is carried out on CPU/GPU, right ?
from spkeras.
Yes
from spkeras.
Okay, thanks!
from spkeras.
Hi, sorry for the follow up but I had one more question.
Basically, most of the SNN simulators imitate some neuromorphic hardware, for ex. NengoLoihi imitates Intel Loihi, so it means that they are running the SNN on the copy of Loihi but the required computations are carried out on CPU/GPU, likewise does SpKeras imitate any neuromorphic hardware for the simulation of SNN provided that the computations are done on CPU/GPU ?
from spkeras.
No, it does not. The one thing SpKeras can do is that you can quantise the weights during conversion, for example, apply the signed_bit attribute with 4,5,7 or 8 bit signed quantisation. The accuracy will be closer to the hardware implementation, since neuromorphics only support limited precision of weight, for example, loihi supports 1-9 bit weights (https://en.wikichip.org/wiki/intel/loihi).
from spkeras.
Related Issues (10)
- getting pretty low accuracy with SNN HOT 4
- If the model created by spkeras can be exploited to neuromorphic hardware? HOT 3
- Low accuracy with bitwidth = 32 HOT 5
- [Question] Does spkeras work on all Keras Conv layers? HOT 9
- Bugs in SpKeras.2 HOT 10
- IndexError: list index out of range HOT 10
- How the conversion process takes place ? HOT 1
- List index out of range HOT 4
- AssertionError: HOT 19
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from spkeras.