Wei w32zhong

🤗Huggingface Model Downloader

Note

(2025-01-08) Add feature for 🏷️Tag(Revision) Selection, contributed by @Bamboo-D.
(2024-12-17) Add feature for ⚡Quick Startup and ⏭️Fast Resume, enabling skipping of downloaded files, while removing the git clone dependency to accelerate file list retrieval.

Considering the lack of multi-threaded download support in the official huggingface-cli, and the inadequate error handling in hf_transfer, This command-line tool leverages curl and aria2c for fast and robust downloading of models and datasets.

Features

⏯️ Resume from breakpoint: You can re-run it or Ctrl+C anytime.

	import random

	class TreapNode(object):
	def __init__(self, key, data):
	self.key = key
	self.ran = random.random()
	self.size = 1
	self.cnt = 1
	self.data = data
	self.left = None

	# train_grpo.py
	#
	# See https://github.com/willccbb/verifiers for ongoing developments
	#
	import re
	import torch
	from datasets import load_dataset, Dataset
	from transformers import AutoTokenizer, AutoModelForCausalLM
	from peft import LoraConfig
	from trl import GRPOConfig, GRPOTrainer

	import os
	import torch
	import psutil
	import datasets
	import glob

	from transformers import (
	AutoTokenizer, LlamaConfig, LlamaForCausalLM, Trainer, TrainingArguments,
	DataCollatorForLanguageModeling
	)

	window.scrollTo(0, 0)
	var bodyRect = document.body.getBoundingClientRect();

	var items = Array.prototype.slice.call(
	document.querySelectorAll('*')
	).map(function(element) {
	var rect=element.getBoundingClientRect();
	return {
	element: element,
	include: (element.tagName === "BUTTON" \|\| element.tagName === "A" \|\| (element.onclick != null) \|\| window.getComputedStyle(element).cursor == "pointer"),