axolotl
axolotl | org.signal.Signal | |
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29 | 40 | |
5,811 | 59 | |
9.3% | - | |
9.8 | 8.3 | |
6 days ago | 9 days ago | |
Python | Shell | |
Apache License 2.0 | - |
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axolotl
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Ask HN: Most efficient way to fine-tune an LLM in 2024?
The approach I see used is axolotl with QLoRA using cloud GPUs which can be quite cheap.
https://github.com/OpenAccess-AI-Collective/axolotl
- FLaNK AI - 01 April 2024
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LoRA from Scratch implementation for LLM finetuning
https://github.com/OpenAccess-AI-Collective/axolotl
- Optimized Triton Kernels for full fine tunes
- Axolotl
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Let’s Collaborate to Build a High-Quality, Open-Source Dataset for LLMs!
One option is to look at what Axolotl uses. They have a list of different dataset formats that they support. They're mostly in JSON with specific field names, so you could start putting a dataset together with a text editor or a JSON editor.
- Axolotl: Streamline fine-tuning of AI models
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Dataset Creation Tools?
You can save that overall set into a json file and load it up as training data in whatever you're using. I'm using axolotl for it at the moment. Though a GUI based option is probably best for the first couple of tries until you get a feel for the options.
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Progress on Reproducing Phi-1/1.5
Looking forward to the results! If it turns out the dataset is reproducible, then it might be a good candidate for ReLora training on axolotl!
org.signal.Signal
- How can I download Signal on Chromebooks in 2023?
- Love Signal, but am now looking for alternatives. Got some questions before I decide
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After Flatpak update of Signal in Fedora (w/Gnome), Signal tray icon no longer appears despite me editing ~/.config/autostart/[the autostart file]
The issue has been reported https://github.com/flathub/org.signal.Signal/issues/389
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Flatpak Issue - error: Unable to allocate instance id
Your issue seems similar to this one on github.
- Signal on linux (2)
- Help installing Signal on Fedora
- Signal is back 🙌
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Distribution packaging for Linux desktop applications is unsustainable
Now look at Signal on Flathub. It is not by Signal themselves so an attack vector exists. The reason I mention it is because the Signal team got the Signal Snap removed.
- Snap Store administrators removed signal-desktop from Ubuntu Snap
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This version of Signal Desktop has expired on Linux Mint 20.3
you can try using the flatpak version of signal
What are some alternatives?
signal-cli - signal-cli provides an unofficial commandline, JSON-RPC and dbus interface for the Signal messenger.
xdg-desktop-portal-gtk - Gtk implementation of xdg-desktop-portal
gpt-llm-trainer
axolotl - A Signal compatible cross plattform client written in Go, Rust and Vuejs
LoRA - Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
Signal-Android - Patches to Signal for Android removing dependencies on closed-source Google Mobile Services and Firebase libraries. In branches whose names include "-FOSS". Uses new "foss" or "gms" flavor dimension: build with "./gradlew assemblePlayFossProdRelease".
mlc-llm - Enable everyone to develop, optimize and deploy AI models natively on everyone's devices.
nix-gui - Use NixOS Without Coding
LMFlow - An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.
nheko - Desktop client for Matrix using Qt and C++20.
koboldcpp - A simple one-file way to run various GGML and GGUF models with KoboldAI's UI
LibreSignal - LibreSignal • The truly private and Google-Free messenger for Android.