vict0rsch

// -----------------------
// -----  Functions  -----
// -----------------------

/**
 *
 * @param {string} testId The string id for the element to find,
 * matchec against elements' `data-testid` attribute.
 * @returns HTML element
 */

vict0rsch

# From my blog post: http://vict0rsch.github.io/2018/06/06/tensorflow-streaming-multilabel-f1/
import tensorflow as tf
import numpy as np

from tensorflow.python.ops import variable_scope
from tensorflow.python.ops import array_ops
from tensorflow.python.framework import ops
from sklearn.metrics import f1_score

vict0rsch

	GPU fp32	GPU fp16	TPU fp32*	TPU fp16*
Largest batch size	32	64	1024	2048
Min-inference batch size	4	64	1024	2048
Masker inference (s/i)	0.059	0.019	3.80e-5	1.36e-5
Painter inference (s/i)	0.068	0.041	2.53e-5	1.16e-5
Inference loop (s)	130.382	60.567	0.073	0.0392
Inference loop (i/s)	~8	~17	~14 000	~26 000
Full dataset with loading (s)	151.546	76.953	18.05	15.31
Total Device -> CPU (s)	2.816	2.528	inf	inf

vict0rsch

Mila Cluster Cheat Cheat

This is merely an introduction to get you started quickly. This does not replace Mila's official cluster documentation => docs.mila.quebec which you should definitely go through, thoroughly before you start using the cluster.

Before starting: get your Mila cluster account ready. Should look something like surname[:6]firstname[0] but this may vary, it’s not a necessary condition.

• Connecting to Mila’s Cluster
  • ssh
• Cluster Usage
  • Login Nodes

vict0rsch

Quoi?	Lien	Domaine	Pourquoi
Questions Stack Overflow Symfony	https://stackoverflow.com/questions/tagged/symfony?tab=Votes	back	stage
Awesome-List	https://github.com/sindresorhus/awesome	tout	jettes-y un oeil, c'est une liste de listes dee ressources!
Awesome-Symfony	https://github.com/sitepoint-editors/awesome-symfony#readme	back	une list

vict0rsch

from pathlib import Path
import re
from rstcloth.rstcloth import RstCloth

if __name__ == "__main__":
    conf = Path() / "conf.txt"
    clusterdest = Path() / "clusterconf.rst"
    clouddest = Path() / "cloudconf.rst"
    with conf.open("r") as f:
        lines = [l.strip() for l in f.readlines()]

vict0rsch

[
    {
        "key": "ctrl+shift+left",
        "command": "workbench.action.previousEditor"
    },
    {
        "key": "ctrl+alt+cmd+5",
        "command": "-workbench.action.previousEditor"
    },
    {

vict0rsch

[Info  - 11:44:14 PM] Analysis cache path: /Users/victor/Library/Caches/Microsoft/Python Language Server
[Info  - 11:44:14 PM] Microsoft Python Language Server version 0.5.10.0
[Info  - 11:44:14 PM] Workspace root: /Users/victor/Documents/Experiments/torch
[Info  - 11:44:14 PM] GetCurrentSearchPaths /Users/victor/Documents/Experiments/torch/nndebug/bin/python 
[Info  - 11:44:14 PM] Interpreter search paths:
[Info  - 11:44:14 PM]     /Users/victor/.pyenv/versions/3.6.9/lib/python3.6
[Info  - 11:44:14 PM]     /Users/victor/.pyenv/versions/3.6.9/lib/python3.6/lib-dynload
[Info  - 11:44:14 PM]     /Users/victor/Documents/Experiments/torch/nndebug/lib/python3.6/site-packages
[Info  - 11:44:14 PM] User search paths:
[Info  - 11:44:18 PM] Initializing for /Users/victor/Documents/Experiments/torch/nndebug/bin/python

vict0rsch

[Info  - 1:16:10 PM] Analysis cache path: /Users/victor/Library/Caches/Microsoft/Python Language Server
[Info  - 1:16:10 PM] Microsoft Python Language Server version 0.4.127.0
[Info  - 1:16:10 PM] Workspace root: /Users/victor/Documents/Experiments/torch
[Info  - 1:16:11 PM] GetCurrentSearchPaths /Users/victor/Documents/Experiments/torch/nndebug/bin/python 
[Info  - 1:16:11 PM] Interpreter search paths:
[Info  - 1:16:11 PM]     /Users/victor/.pyenv/versions/3.6.9/lib/python3.6
[Info  - 1:16:11 PM]     /Users/victor/.pyenv/versions/3.6.9/lib/python3.6/lib-dynload
[Info  - 1:16:11 PM]     /Users/victor/Documents/Experiments/torch/nndebug/lib/python3.6/site-packages
[Info  - 1:16:11 PM] User search paths:
[Info  - 1:16:14 PM] Initializing for /Users/victor/Documents/Experiments/torch/nndebug/bin/python

vict0rsch

[Info  - 5:00:33 PM] Analysis cache path: /Users/victor/Library/Caches/Microsoft/Python Language Server
[Info  - 5:00:33 PM] Microsoft Python Language Server version 0.4.114.0
[Info  - 5:00:33 PM] Workspace root: /Users/victor/Documents/ccai/github/omnigan
[Info  - 5:00:34 PM] GetCurrentSearchPaths /Users/victor/Documents/ccai/github/omnigan/omnienv/bin/python 
[Info  - 5:00:34 PM] Interpreter search paths:
[Info  - 5:00:34 PM]     /Users/victor/.pyenv/versions/3.7.4/lib/python3.7
[Info  - 5:00:34 PM]     /Users/victor/.pyenv/versions/3.7.4/lib/python3.7/lib-dynload
[Info  - 5:00:34 PM]     /Users/victor/Documents/ccai/github/omnigan/omnienv/lib/python3.7/site-packages
[Info  - 5:00:34 PM] User search paths:
[Info  - 5:00:37 PM] Initializing for /Users/victor/Documents/ccai/github/omnigan/omnienv/bin/python