Comments (5)
You could express this without array mutation, by e.g. using a Ref
(or just returning y
, ideally). I'd like to make examples like this work, but it may not happen all that soon.
from zygote.jl.
Hmm... But then it is not so clear to me how one can avoid allocating a new y
each time the function is run. I mean, without array mutation.
from zygote.jl.
Now that Zygote integrates with ChainRules, the best way to handle this would be defining a custom rrule
. See https://juliadiff.org/ChainRulesCore.jl/stable/writing_good_rules.html#Patterns-that-need-rules-in-[Zygote.jl](https://github.com/FluxML/Zygote.jl) for more.
from zygote.jl.
Since it's not solved and a custom rrule isn't going to scale well long term, I'm going to keep this open till we have a good answer to non allocating or in place versions of passing gradients along
from zygote.jl.
I'd rather close this in favour of the couple other issues we have about copyto! or mutational then, no point in redundancy.
from zygote.jl.
Related Issues (20)
- Spurious "Output is complex, so the gradient is not defined" error HOT 2
- NaN in gradient of abs() on complex 0 HOT 1
- Pullback on mean() gives illegal memory access code 700 HOT 32
- test
- Type unstable gradients (@code_warntype) HOT 1
- Type unstable gradients HOT 1
- Zygote gradients different from ForwardDiff/ReverseDiff on Julia 1.10-rc2 HOT 3
- try/catch is not supported when attempting to use `remake` with Zygote HOT 1
- gradient of SVD not working for complex input HOT 1
- `Zygote` doesn't properly work with `Metal.jl` and half precision. HOT 4
- `gradient` broken for `(*)(::Diagonal{Real}, ::Matrix{Complex}, ::Diagonal{Real})` when updating Julia 1.8 -> 1.9 HOT 6
- Method ambiguities reported by Aqua
- slow/high allocation gradient with mapreduce and iterators HOT 11
- error in summation of product iterator HOT 2
- `sort(x; rev=true)` is not supported HOT 1
- Incorrect gradients for `plan_rfft(x) * x` HOT 2
- Gradient of scalar function of gradient giving mutating array error HOT 4
- `sum` with CUDA and view on array errors HOT 3
- Cannot take gradient of sort on 2D CuArray HOT 1
- `Ref` and broadcasting issue 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 zygote.jl.