Sender | Message | Time |
---|---|---|
6 Jul 2022 | ||
https://github.com/NixOS/nix/pull/6227 | 06:55:00 | |
i haven't really thought about this in the context of data pipelines, just remember seeing it pass my notifications | 06:55:36 | |
While I don't have a huge amount of experience with this, one thing to keep in mind is that if you have huge datasets, they end up in the Nix store (unless you're doing something unusual) along with your output model. Your Nix store can really blow up in space. You may need to make sure you're garbage collecting frequently, but that may reduce the helpfulness of running training with Nix in the first place. You'd also have to be careful with running builds on a machine that pushes results to a shared cache, since huge datasets and models could really clear out everything else in a cache. You may also want to setup your Nix builders so they can see your GPUs. And fiddle with the | 07:45:28 | |
If you're trying to productionize something, it may be easier to start with a system that already has answers for all this type of stuff (some MLOps service or something?), rather than rolling your own with Nix. | 07:55:13 | |
9 Jul 2022 | ||
11:33:12 | ||
12 Jul 2022 | ||
22:55:46 | ||
26 Jul 2022 | ||
14:39:42 | ||
15:40:54 | ||
18:32:31 | ||
27 Jul 2022 | ||
20:39:42 | ||
1 Aug 2022 | ||
09:06:29 | ||
09:06:44 | ||
How do people deal with packages trying to download models at runtime to the nix store? This is more of a general question since I've noticed that a lot of data science libraries nowadays are just downloading dependencies at runtime. | 18:18:39 | |
2 Aug 2022 | ||
In reply to @collinarnett:matrix.orgI think all you can do is contact upstream to fix where they install to. If they need models, that could be fine, but then they should probably go to ~/.cache | 09:26:59 | |
In reply to @FRidh:matrix.orgYeah I think this is probably the best solution. Thank you :) | 17:16:04 | |
6 Aug 2022 | ||
17:42:49 | ||
20:35:43 | ||
13 Aug 2022 | ||
03:15:45 | ||
05:06:14 | ||
15 Aug 2022 | ||
23:19:31 | ||
16 Aug 2022 | ||
11:48:20 | ||
Hello :) | 11:51:31 | |
I am new to NixOS and wondering what's a good way to set up Jupyter. Are there opinions on JupyterWith or maybe some general recommendations? | 11:52:27 | |
17 Aug 2022 | ||
20:24:12 | ||
21 Aug 2022 | ||
09:25:58 | ||
23 Aug 2022 | ||
00:50:04 | ||
In reply to @flxai:matrix.orgThese days I use a shell.nix with poetry and a venvHook, and then I just manage project dependencies (including jupyter) using poetry. It would be nice to do everything with nix packages, but inevitably I get to the point where I want to use something that isn't packaged. | 13:36:28 | |
In reply to @jboy:utwente.ioCould you share an example of such a shell.nix? I'm interested in how to use a venvHook. | 14:29:17 | |
In reply to @carlthome:matrix.org I've been dabbling with jupyterWith but feeling that poetry2nix is easier when one just needs to get stuff done. But I've only tried poetry2nix for making a library so far, not a notebook environment: https://github.com/carlthome/poetry2nix-test/blob/main/flake.nix | 14:31:08 | |
| 14:31:57 |