rasbt’s gists

rasbt / reasoning-inference-scaling-gh-models-examples.ipynb

Created April 3, 2025 17:23

Reasoning Model Inference Scaling Example with DeepSeek and GitHub Models

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rasbt / llama-vs-gemma.py

Created March 13, 2025 15:51

Compute memory usage for various LLMs like Gemma, Llama, etc.

rasbt / transformer-outline.py

Created January 21, 2024 00:01

Transformer PyTorch Pseudo Code

	import torch.nn as nn


	class Transformer(nn.Module):
	def __init__(self, ...):
	super().__init__()
	...
	self.encoder_layers = nn.ModuleList(...)
	self.decoder_layers = nn.ModuleList(...)
	...

rasbt / chatgpt-summarize.py

Created May 6, 2023 13:02

Script using the ChatGPT API to summarize text

	# pip install openai

	import openai
	import os

	# export API key environment variable before
	# running this script (see https://platform.openai.com/account/api-keys)
	# E.g.,
	#
	# export OPENAI_API_KEY=copy_paste_key_from_your_account

rasbt / whisper-audio-to-text.py

Created January 26, 2023 17:46

Transcribes audio files using OpenAI Whisper

	# Setup:
	# conda create -n whisper python=3.9
	# conda activate whisper
	# https://github.com/openai/whisper
	# pip install git+https://github.com/openai/whisper.git

	# Usage:
	# python whisper-audio-to-text.py --audio_dir my_files --out_dir texts

	import argparse

rasbt / video-subtitles-via-whisper.py

Last active March 20, 2025 13:55

Script that creates subtitles (closed captions) for all MP4 video files in your current directory

	# Sebastian Raschka 09/24/2022
	# Create a new conda environment and packages
	# conda create -n whisper python=3.9
	# conda activate whisper
	# conda install mlxtend -c conda-forge

	# Install ffmpeg
	# macOS & homebrew
	# brew install ffmpeg
	# Ubuntu

rasbt / onehot-numeric-mixed-data.csv

Last active July 7, 2022 16:44

A 3-class sample dataset with numeric and categorical features

rasbt / classifier-calibration.py

Created April 13, 2022 16:36

Classifier Calibration -- A Minimal Example

	import numpy as np
	from sklearn.datasets import make_classification
	from sklearn.model_selection import cross_val_score
	from sklearn.tree import DecisionTreeClassifier
	from sklearn.calibration import CalibratedClassifierCV


	X, y = make_classification(
	n_samples=1000, n_features=5, n_redundant=2,
	n_clusters_per_class=1, random_state=123)

rasbt / .zshrc

Created February 10, 2022 18:37

Minimal zshell config

	### EYECANDY ###
	autoload -U colors && colors
	PS1="%{$fg[red]%}%n%{$reset_color%}@%{$fg[blue]%}%m %{$fg[yellow]%}%~ %{$reset_color%}%% "
	export CLICOLOR=1
	#export LSCOLORS=ExFxBxDxCxegedabagacad
	#alias ls='ls -GFh'
	### END

rasbt / miniforge-m1-pytorch-env.yml

Created February 6, 2022 16:12

Relatively Minimal Miniforge environment for M1 Mac

Sebastian Raschka rasbt