L8ng StrayDragon

🤗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.

Windows 10 - Using Git Bash With TMUX

Why Not Use WSL?

I tried the WSL and it isn't quite seamless enough for me. I ran in to problems when editing in VSCode and having watchers on my files (ng serve, dotnet watch run, etc.). In addition, I kept running in to problems that only manifest themselves when running in WSL. For example, this issue with doing production builds and the terser plugin has made many a developer rage-quit on using WSL. Just figuring out that it was an issue with the WSL took a lot of time.

That terser plugin issue was never resolved and I ended up having to keep a git bash window open in addition to my WSL console window so I could do production builds. To make matters worse, my npm packages were platform-dependent so I couldn't use the same project folder. So, my procedure was: commit whatever changes to test branch, push to repo, git pull on my "windows" project folder, and do a production build there

What is a kernel?

The kernel lets you run code in a particular programming language using one of the Jupyter tools, such as the Notebook, Jupyterlab or nteract. Installing additional kernels will let you run code in more languages using your existing jupyter installation.

Technically, the kernel is an application which speaks the Jupyter Messaging Protocol, to receive code input from the frontend and respond with the results.

Which kernels do I have installed?

In the Notebook or JupyterLab, the list of available kernels will be shown when trying to create a new notebook.

Description

The below enables OSX style copy and paste between a headless X11 desktop (running on a Linux VPS using fluxbox WM and tightvncserver) and OSX using an OSX VNC client.

It works by remapping X11 keys used by xterm and X11 apps to match OSX command-c and command-v copy and paste. Also enables VNC clients to copy and paste between the OSX and X11 desktops. Note that copy paste works both ways when using the RealVNC OSX client, but with Apple's Screen Sharing you can only paste an X11 copy to the OSX desktop (not vise versa) because it doesn't like autocutsel or Linux or something.

	#!/usr/bin/env bash

	# MySQL / MariaDB Dump Helper
	# ===========================
	# FEATURES: Progress bar with ETA, support multiple databases (dump into separated files) and password as argument

	# REQUIREMENTS:
	# =============
	# GNU Core Utilities, mysql, mysqldump, pv (https://github.com/icetee/pv)

	import json
	from pyspark.sql.types import *

	# Define the schema
	schema = StructType(
	[StructField("name", StringType(), True), StructField("age", IntegerType(), True)]
	)

	# Write the schema
	with open("schema.json", "w") as f:

	from matplotlib import pyplot as plt

	def validate(func, s=100, n=5, trails=100000):
	counts = [0] * (s + 1)
	for _ in xrange(trails):
	for x in func(s, n):
	counts[x] += 1
	plt.plot(range(s + 1), counts)
	plt.show()

	# Assuming an Ubuntu Docker image
	$ docker run -it <image> /bin/bash