nilreml

Render markdown cells:
from IPython.display import display, Markdown
display(Markdown(...))   # e.g. df.to_markdown()

Pretty print tensors:
import lovely_tensors as lt
lt.lovely(...)


Requirements:

nilreml

# Monkeypatch pytorch to run kernel autotuning on non-enterprise CUDA GPUs
# until https://github.com/pytorch/pytorch/issues/109489 is resolved:

import sys

def uncache(exclude):
    """Remove package modules from cache except excluded ones.
    On next import they will be reloaded.

    Args:

nilreml

Fast one-liner in current dir:
  docker run -v $PWD:$PWD -w $PWD --net=[host|none] image cmd

Verbose docker info:
  docker system df -v

Delete all build cache:
  docker builder prune -af

nilreml

check for bash version 4+  (POSIX-compliant)  :
  [ -z "${BASH_VERSINFO}" ] || [ -z "${BASH_VERSINFO[0]}" ] || [ ${BASH_VERSINFO[0]} -lt 4 ]

path to script even if symlinked:
  SCRIPT_DIR="$( cd -P "$( dirname "$(readlink -f "${BASH_SOURCE[0]}")" )" >/dev/null 2>&1 && pwd )"

nilreml

# Best practice pyproject.toml:
#   https://github.com/airbytehq/airbyte/blob/master/airbyte-lib/pyproject.toml


[tool.coverage.run]
include = ["src/*"]
parallel = true
branch = true

[tool.coverage.paths]

nilreml

Bash completions:
  mkdir -p ${XDG_DATA_HOME:-~/.local/share}/bash-completion/completions
  poetry completions bash > ${XDG_DATA_HOME:-~/.local/share}/bash-completion/completions/poetry

Enter virtual environment:
  poetry shell

Exit virtual environment:
  exit

nilreml

browser.compactmode.show true
browser.search.region EN
browser.tabs.insertAfterCurrent true
browser.tabs.loadBookmarksInBackground true
browser.tabs.loadBookmarksInTabs true
browser.tabs.tabClipWidth 10000
browser.toolbars.bookmarks.visibility always
browser.translations.neverTranslateLanguages de
browser.uidensity 1
full-screen-api.transition.timeout 0

nilreml

Slow apt search:
  rm /etc/apt/apt.conf.d/docker-gzip-indexes
  rm /var/lib/apt/lists/*.lz4
  apt update

nilreml

Apt cache & non-interactive config:

ARG DEBIAN_FRONTEND=noninteractive

SHELL ["/bin/bash", "-o", "pipefail", "-c"]

# hadolint ignore=DL3008,DL3014
RUN --mount=type=cache,target=/var/cache/apt \
    --mount=type=cache,target=/var/lib/apt/lists \
    # Use german apt mirror

nilreml

APT mirror:
  sed -i -- 's/deb.debian.org/mirror.netcologne.de/g' /etc/apt/sources.list.d/*
  
APT components:
  main contrib non-free non-free-firmware -> see end

APT external repos:
  apt install extrepo
  sed -i -E "s/# (- (contrib|non-free))/\1/g" /etc/extrepo/config.yaml
  apt update