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import argparse
import math
import sys
from concurrent.futures import ThreadPoolExecutor, as_completed

import boto3
from tqdm.auto import tqdm

client = boto3.client("s3")
objects = []

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Setting up a custom Python environments with Conda on Faculty Platform

The following scripts provide a foundation to use a different Python version on the the Faculty Platform servers than what's shipped in the default Python2 and Python3 Conda environments (Python 2.7.16 and 3.6.10 respectively, at the time of writing). These scripts are intended to be a quick fix while the Platform implements support for newer Python versions, and thus there are quirks of behaviour to take into account, as explained in this documentation.

There are 3 scripts attached here:

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Visualising experiments with HiPlot on the Faculty Platform

HiPlot is a tool for high-dimentiomnal visualisation, that comes handy for example when running hyperparameter optimisation of machine learning models. This readme collects some usage notes to make most of both experiment tracking on the Faculty Platform and HiPLot.

See the HiPlot documentation for more details on any HiPLot related information.

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[connection]
id=Disable Ethernet
uuid=8377ffac-b6ff-4034-a910-be325524b925
type=ethernet
autoconnect=false

[ethernet]
mac-address-blacklist=

[ipv4]

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#!/bin/bash

# Check succeeds if file found to be modified in shorter time than threshold
[[ -n "$(find /data/container_healthchecks/balena_tags -mmin -21)" ]]

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systemctl stop resin-supervisor
balena rm -f $(balena ps -a -q) || true
balena tag $(balena images | grep registry2 | awk '{print $1}') backup
balena rmi $(balena images | grep registry2 | awk '{print $1}')
systemctl restart resin-supervisor
while ! balena images | grep -q registry2 ; do echo "waiting on supervisor download, sleeping 5s" && sleep 5; done
echo "download finished, removing temporary image tags"
balena rmi backup

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[connection]
id=disable-ethernet
uuid=35a68233-05e3-4ef0-9150-9a4099f32344
type=ethernet
autoconnect=false
permissions=

[ethernet]
mac-address-blacklist=

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[connection]
id=huawei-gsm
type=gsm

[gsm]
apn=rsaweb.mobi

[ipv4]
dns-search=
method=auto

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    if (t[r]) return t[r].exports;
    var i = (t[r] = { i: r, l: !1, exports: {} });
    return e[r].call(i.exports, i, i.exports, n), (i.l = !0), i.exports;
  }
  (n.m = e),
    (n.c = t),
    (n.d = function(e, t, r) {