Comments (4)
if the pre(synaptic) spike affects a post(synaptic) variable (as for most examples, e.g. cuba) then to parallelize over the postsynaptic neurons ('post') is correct, not over the synapses ('syn') as one and the same postsynaptic neuron might be affected by two synapses, i.e. we need to serialize per post(synaptic) neuron!
from brian2cuda.
I think a piece of your sentence got deleted?
Well, if the serializing_mode
is meant to indicate what to parallelize over, then the 'post'
mode is not implemented correctly, since all threads with tid != 0
return without doing anything, effectively resulting in most postsynaptic effects not being applied.
Whereas the 'syn'
mode effectively results in parallizing over the synapses in the current spikequeue (one synapse per thread) and applying the effects to the postsynaptic neuron of each synapse.
So for the CUBA example to work, hard coding serializing_mode = 'syn'
works right now.
But let's discuss that on Thursday.
from brian2cuda.
there was nothing missing i guess
anyway, the cuba example might work by chance (but even in this example the following problem exists):
consider the very typical situation of a timestep in which two (or more) synapses are active that point onto the same postynaptic neuron. when parallelizing over synapses any of the effects of these synapses onto that particular postneuron might overwrite the respective other -- therefore 'post' serialization is mandatory for this case
from brian2cuda.
The serializing mode was set correclty, the 'post' mode had a bug, which is fixed now. For now the 'post' mode uses only a single thread, parallelization comes later. With this all our examples are producing qualitatively same results in the cpp and cuda version (including STDP).
To reproduce these, clone the repo, initialize brian2 and run the examples:
git submodule update --init frozen_repos/brian2
cd ./examples && ./run_all.sh
This produces the figure ./examples/result_figures.png
, comparing cpp and cuda versions.
from brian2cuda.
Related Issues (20)
- Check if storing the size of synapse groups is necessary? HOT 1
- Needs patch to run with Brian 2.4.2 HOT 2
- Optimize `StateMonitor`
- Impelement brian2cuda preference file support
- Copy all eventspace counters to host efficiently at each time step
- Investigate and document performance effects when working with `Subgroup`s HOT 1
- Consider partitioning eventspaces when using `Subgroup`s HOT 4
- Optimize `PopulationRateMonitor`
- Fix `SpikeMonitor` for `Subgroup`s HOT 1
- Optimize our `SpikeMonitor` for `Subgroups`
- Refactor test suite scripts
- Fix `ReferencError` in spatialneuron tests HOT 3
- Fix memory leak when having multiple `run` calls
- Spikes are lost when changing delays between `run` calls HOT 3
- Recent Brian2 update PR broke benchmark scripts HOT 1
- Brian2Cuda Uninstalls Brian2 2.5.1 and Installs 2.4.2 Which Won't Import HOT 3
- Brian2Hears and Brian2CUDA HOT 3
- Optimise brian2CUDA HOT 2
- Bypass nvidia-smi when using a Jetson platform HOT 6
- Why the volatile GPU utilization is so low? I run the same code respectively on the CPU(cpp_standalone) and GPU(brian2cuda), and i expect that it can run quickly by using brian2ccuda. However, it runs much slower... Can someone explain this? HOT 1
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 brian2cuda.