pkubik

from nicegui import events, ui


def mouse_handler(e: events.MouseEventArguments):
    color = "SkyBlue" if e.type == "mousedown" else "SteelBlue"
    ii.content += f'<circle cx="{e.image_x}" cy="{e.image_y}" r="15" fill="none" stroke="{color}" stroke-width="4" />'
    ui.notify(f"{e.type} at ({e.image_x:.1f}, {e.image_y:.1f})")


src = "https://picsum.photos/id/565/640/360"

pkubik

import numpy as np
from pathlib import Path


names = [
    str(p).replace("/", "-").replace("\\", "-").replace("C:-", "").lower().strip("-")
    for p in Path("/mnt/c/Windows").glob("*/*")
    if len(str(p)) < 40
]

pkubik

# setup FIFO and hang python interpreter
fifo_path=$TMPDIR/"pysh-"$(date +%s)
mkfifo $fifo_path
python3 <$fifo_path &
exec 3>$fifo_path

# perform some commands
echo 'import os' >$fifo_path
cat >$fifo_path <<EOF
import json

pkubik

Nice custom name

run_name = f"{tag_name}-{datetime.now().strftime('%Y-%m-%d-%H-%M-%S-%f')}"

pkubik

Entrypoint for docker with host dir mountpoint

The idea is to use this along with -v $PWD:/app option.

Whenever you use this workflow all files created in your working directory will be created by the docker user (e.g. root) requiring you to use sudo for clean-up...

... random sudo rm -rf something is just what you need in your life.

pkubik

Legend:

• orange: no decay
• pink: wd=1e-4
• cyan: wd=1e-5

pkubik

GFlowNets

Base paper: https://arxiv.org/abs/2106.04399

Extension: https://arxiv.org/pdf/2111.09266.pdf

Tutorial: https://milayb.notion.site/The-GFlowNet-Tutorial-95434ef0e2d94c24aab90e69b30be9b3

Lecture: https://www.youtube.com/watch?v=ZncOp1Dvw9o

pkubik

from __future__ import annotations
from flask import Flask
from flask import request
from flask import abort

from multiprocessing import Process
import subprocess as sp
import sys
import os
import json

pkubik

from __future__ import annotations
from flask import Flask
from flask import request
from flask import abort

from multiprocessing import Process
import subprocess as sp
import sys
import os
from dataclasses import dataclass, field

pkubik

"""
Based on the model from:
https://github.com/kuangliu/pytorch-cifar
"""

import tensorflow as tf
import tensorflow.keras as keras
import tensorflow.keras.layers as kl