drozzy

drozzy

using Printf
using NeuralPDE, Flux, ModelingToolkit, GalacticOptim, Optim, DiffEqFlux
using Quadrature, Cubature, Cuba

@parameters t,x
@variables c(..)
@derivatives Dt'~t
@derivatives Dxx''~x
@derivatives Dx'~x

drozzy

    import random
    c = random.choice
    areas = ["rl", "transfer learning", "attention", "distillation", "unsupervised learning", 'multi-task learning']
    architectures = ["transformers", "RNNs", "CNNs", "ResNETs", "NeuralODEs", "Autoencoders", "GANs"]
    applications = ["Games", "NLP", "Driving", "Art", "Robotics", "Health"]
    datatypes = ["images", "video", "audio", "text", "DNA"]
    action = ["Advancing", "Discovering", "Examining", "Learning", "Automating"]

    area, architecture, applicaiton, datatype, action = c(areas), c(architectures), c(applications), c(datatypes), c(action)

drozzy

using Flux
using Flux: reset!

# https://discourse.julialang.org/t/how-to-do-batching-in-fluxs-recurrent-sequence-model-to-take-advantage-of-gpu-during-training/28678
# example:
N = 7
D = 2
m = RNN(D,3)

m.(rand(D, T))

drozzy

using DifferentialEquations, Flux, Optim, DiffEqFlux, DiffEqSensitivity, Plots
using Plots

function reaction1!(du, u, p, t)
  # Reaction: A + 2B → C
  a, b, c = u
  k, = p
  rate = k * a*b^2
  du[1] = da = -rate
  du[2] = db = -2*rate

drozzy

This is an example of how to automatically log all the messages from docker containers. Logspout listens to containers and automatically routes the logs to OKLog.

To run the example simply issue:

docker-compose up -d

command. The test service here is simply to genereate a "Hello World" message. You would replace this with other services that are in your compose files.

You can browse UI here (there seem to be some issues with UI here, I'm not getting very consistent behavior):

drozzy

{
  "action": "reopened",
  "number": 2,
  "pull_request": {
    "url": "https://api.github.com/repos/chovencorp/test123/pulls/2",
    "id": 75922888,
    "html_url": "https://github.com/chovencorp/test123/pull/2",
    "diff_url": "https://github.com/chovencorp/test123/pull/2.diff",
    "patch_url": "https://github.com/chovencorp/test123/pull/2.patch",
    "issue_url": "https://api.github.com/repos/chovencorp/test123/issues/2",

drozzy

ABOUT

This is just some stencils I created for myself to draw FMC (http://www.fmc-modeling.org/) diagrams with draw.io.

Here is how they look:

drozzy

About

Collection of commandlets to add to XYPlorer catalog. Why? Because you can't right click on catalog items and pick "Open With". For all scripts: pick "Go to Location" and "Single instance".

Gitbash

Will open the current directoy in Git Bash.

run '"C:\Program Files\Git\git-bash.exe"';

drozzy

import itertools
from uuid import uuid4

class Event(object):
    def __init__(self, id_, value):
        self.id_ = id_
        self.value = value


class Aggregate(object):