Jake Ju jakeju92

Prerequisites

You need to install the pv library first for visualize progress bar.

In Debian system, just run this command: sudo apt-get install pv

Compress

tar cf - <files> -P | pv -s $(du -sb <files> | awk '{print $1}') | gzip > <some .tar.gz file>

Here's a simple implementation of bilinear interpolation on tensors using PyTorch.

I wrote this up since I ended up learning a lot about options for interpolation in both the numpy and PyTorch ecosystems. More generally than just interpolation, too, it's also a nice case study in how PyTorch magically can put very numpy-like code on the GPU (and by the way, do autodiff for you too).

For interpolation in PyTorch, this open issue calls for more interpolation features. There is now a nn.functional.grid_sample() feature but at least at first this didn't look like what I needed (but we'll come back to this later).

In particular I wanted to take an image, W x H x C, and sample it many times at different random locations. Note also that this is different than upsampling which exhaustively samples and also doesn't give us fle

	# train_grpo.py
	import re
	import torch
	from datasets import load_dataset, Dataset
	from transformers import AutoTokenizer, AutoModelForCausalLM
	from peft import LoraConfig
	from trl import GRPOConfig, GRPOTrainer

	# Load and prep dataset

	conda create -n textgen python=3.10.9
	conda activate textgen
	install pytorch: pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu117
	git clone https://github.com/oobabooga/text-generation-webui
	cd text-generation-webui
	pip install -r requirements.txt
	python server.py
	# download model
	# refresh model list
	# load model

	# "#################################################"
	# Dockerfile to build a GitHub Pages Jekyll site
	# - Ubuntu 22.04
	# - Ruby 3.1.2
	# - Jekyll 3.9.3
	# - GitHub Pages 288
	#
	# This code is from the following Gist:
	# https://gist.github.com/BillRaymond/db761d6b53dc4a237b095819d33c7332#file-post-run-txt
	#

	# CMake version requirement
	cmake_minimum_required(VERSION 3.8.0)

	project(MY_PROJ VERSION 1.0.0 LANGUAGES CXX CUDA)

	# find_package()

	set(INCUDE_DIR "${PROJECT_SOURCE_DIR}/include")
	set(LIBRARY_DIR "${PROJECT_SOURCE_DIR}/lib")

	PowerCfg /SETACVALUEINDEX SCHEME_CURRENT SUB_PROCESSOR IDLEDISABLE 000
	PowerCfg /SETACTIVE SCHEME_CURRENT