"""
Sequentially download all files from a Hugging Face model repository
while preserving default cache behavior and robust retry logic.
"""
import os
import time
import argparse
import logging
Q: Why did you build it manually when GitHub builds automatically?
GitHub builds take a long time depending on the number of posts, and debugging is very difficult as changes are not reflected in real-time.
Check Jekyll installation, RubyGems.org
Command summary
This guide provides a detailed walkthrough on setting up SSL (Secure Sockets Layer) with Nginx using OpenSSL and acme.sh on Ubuntu 22.04. Each step is explained with key concepts and commands for a clear understanding.
Most errors occur due to incorrect paths. Know your path and create files and directories correctly before passing them as arguments.
Maybe you've heard about this technique but you haven't completely understood it, especially the PPO part. This explanation might help.
We will focus on text-to-text language models ๐, such as GPT-3, BLOOM, and T5. Models like BERT, which are encoder-only, are not addressed.
Reinforcement Learning from Human Feedback (RLHF) has been successfully applied in ChatGPT, hence its major increase in popularity. ๐
RLHF is especially useful in two scenarios ๐:
- You canโt create a good loss function
- Example: how do you calculate a metric to measure if the modelโs output was funny?
- You want to train with production data, but you canโt easily label your production data
People
![]() :bowtie: |
๐ :smile: |
๐ :laughing: |
---|---|---|
๐ :blush: |
๐ :smiley: |
:relaxed: |
๐ :smirk: |
๐ :heart_eyes: |
๐ :kissing_heart: |
๐ :kissing_closed_eyes: |
๐ณ :flushed: |
๐ :relieved: |
๐ :satisfied: |
๐ :grin: |
๐ :wink: |
๐ :stuck_out_tongue_winking_eye: |
๐ :stuck_out_tongue_closed_eyes: |
๐ :grinning: |
๐ :kissing: |
๐ :kissing_smiling_eyes: |
๐ :stuck_out_tongue: |
Reference: https://gist.github.com/justlaputa/a6da84981eca963817e652b5f2452cfc
-
Generate authorization
token
for unstar. https://github.com/settings/tokens -
Export variable
export APIKEY=xxxxxxxxx
2 cd ~/.ssh
3 ls -al
# SSH Keygen
5 ssh-keygen -t rsa -C "[email protected]" -f "id_rsa_gitId1"