Sean (Seok-Won) Yi seanswyi

seanswyi / .isort.cfg

Created June 4, 2023 21:35

Personal isort configuation file.

	[settings]
	multi_line_output=3
	lines_after_imports=2
	sections=FUTURE,STDLIB,FIRSTPARTY,THIRDPARTY,LOCALFOLDER

	[tool.isort]
	profile="black"

seanswyi / .pre-commit-config.yaml

Last active June 4, 2023 21:36

Personal Pre-commit configuration file.

	# See https://pre-commit.com for more information
	# See https://pre-commit.com/hooks.html for more hooks
	# For Python 3.10.
	repos:
	- repo: https://github.com/PyCQA/isort
	rev: 5.12.0
	hooks:
	- id: isort
	language_version: python3.10
	- repo: https://github.com/asottile/add-trailing-comma

seanswyi / add_img_extension.py

Created April 13, 2023 06:26

Adds file extensions to image files.

	import argparse
	from concurrent.futures import ProcessPoolExecutor
	import multiprocessing as mp
	import os

	import numpy as np
	from PIL import (
	Image,
	UnidentifiedImageError
	)

seanswyi / upload_imgs_to_s3.py

Created March 8, 2023 03:35

	import argparse
	from concurrent.futures import ProcessPoolExecutor
	import multiprocessing as mp
	import os
	import time

	import boto3
	import numpy as np
	import pandas as pd
	from tqdm import tqdm

seanswyi / gpu_report.py

Created February 2, 2023 05:17

scikit-learn classification report style GPU report for CUDA.

	import torch


	def get_gpu_report():
	device_ids = list(range(torch.cuda.device_count()))
	device_names = [torch.cuda.get_device_name(id_) for id_ in device_ids]
	mem_reserved = [torch.cuda.max_memory_reserved(id_) for id_ in device_ids]
	mem_reserved_fmtd = [f'{mem / (1024 ** 3):.2f}' for mem in mem_reserved]

	longest_name = max(len(name) for name in device_names)

seanswyi / download_images.py

Last active March 6, 2023 01:41

Python script to download images from URLs based on a DataFrame and also save the paths to the images.

	import argparse
	from concurrent.futures import ProcessPoolExecutor
	from datetime import datetime
	import multiprocessing as mp
	import os
	import time

	import numpy as np
	import pandas as pd
	import requests

seanswyi / classification_report_output_pred.py

Created January 21, 2023 12:46

Scikit-Learn's classification_report modified to output number of predictions as well.

	def precision_recall_fscore_support(
	y_true,
	y_pred,
	*,
	beta=1.0,
	labels=None,
	pos_label=1,
	average=None,
	warn_for=("precision", "recall", "f-score"),
	sample_weight=None,

seanswyi / medium_pytorch_cnn.py

Last active May 17, 2020 03:02

GitHub Gist for PyTorch CNN tutorial on Medium.

	import torch
	import torch.nn as nn
	import torch.nn.functional as F
	import torch.optim as optim
	import torchvision
	import torchvision.transforms as transforms

	# ================== Step 1: Basic configuration for the data. ================================

	transform = transforms.Compose([transforms.ToTensor(),

seanswyi / tensorflow_self_check.py

Created March 13, 2019 15:28 — forked from mrry/tensorflow_self_check.py

[DEPRECATED] TensorFlow on Windows self-check

	# Copyright 2015 The TensorFlow Authors. All Rights Reserved.
	#
	# Licensed under the Apache License, Version 2.0 (the "License");
	# you may not use this file except in compliance with the License.
	# You may obtain a copy of the License at
	#
	# http://www.apache.org/licenses/LICENSE-2.0
	#
	# Unless required by applicable law or agreed to in writing, software
	# distributed under the License is distributed on an "AS IS" BASIS,