Git Product home page Git Product logo

Comments (5)

GregorySchwartz avatar GregorySchwartz commented on May 30, 2024

How much memory do you have available? The only time we've seen no printed exception error is when docker decides to end the process due to lack of memory.

from too-many-cells.

BIOBRICK avatar BIOBRICK commented on May 30, 2024

How much memory do you have available? The only time we've seen no printed exception error is when docker decides to end the process due to lack of memory.

I give it 14GB mem yet still failed.
The entire mem I hava is 16GB and I am using latest macos with docker-desktop.
Though I have to admit that the data was provided as a single .csv file and the quality was not that good, should I try to use cellranger-like data (3 files in a dir I mean. This can compress the data size)?

And I run into almost the same problem when I use vitual machine(ubuntu 18.04 server) instead of docker. I SUCCESSFULLY use too-many-cells to analizy part of my data (3 clusters picked). But when I use the entire data, it still said "unable to commit 10737418240". So I guess maybe we can't avoid the mem problem even in an actual machine rather than docker or vms.

from too-many-cells.

GregorySchwartz avatar GregorySchwartz commented on May 30, 2024

The matrix implementation is memory hungry, so if you find that it ends after using all of the available memory, then that is the reason for the crash. If you are on a 16GB machine then I would use feature selection / filter out unneeded cells beforehand.

from too-many-cells.

BIOBRICK avatar BIOBRICK commented on May 30, 2024

The matrix implementation is memory hungry, so if you find that it ends after using all of the available memory, then that is the reason for the crash. If you are on a 16GB machine then I would use feature selection / filter out unneeded cells beforehand.

Yeah, I guess so. Maybe I should do some test to decide how many cells I should leave.
However, thanks again for this tool and your patience, I used it and indeeed got some nice results, guess the tool will become more attractive if we can get a optimized version later.
:)

from too-many-cells.

GregorySchwartz avatar GregorySchwartz commented on May 30, 2024

You can also use dimensionality reduction to limit the size of the matrix.

from too-many-cells.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo 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.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.