Visualize tree in bash like unix tree command

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# tree.py

import six

branch = '├'
pipe = '|'
end = '└'
dash = '─'


class Tree(object):
    def __init__(self, tag):
        self.tag = tag


class Node(Tree):
    def __init__(self, tag, *nodes):
        super(Node, self).__init__(tag)
        self.nodes = list(nodes)


class Leaf(Tree):
    pass


def _draw_tree(tree, level, last=False, sup=[]):
    def update(left, i):
        if i < len(left):
            left[i] = '   '
        return left

    print(''.join(six.moves.reduce(update, sup, ['{}  '.format(pipe)] * level)) \
          + (end if last else branch) + '{} '.format(dash) \
          + str(tree.tag))
    if isinstance(tree, Node):
        level += 1
        for node in tree.nodes[:-1]:
            _draw_tree(node, level, sup=sup)
        _draw_tree(tree.nodes[-1], level, True, [level] + sup)


def draw_tree(trees):
    for tree in trees[:-1]:
        _draw_tree(tree, 0)
    _draw_tree(trees[-1], 0, True, [0])


class Track(object):
    def __init__(self, parent, idx):
        self.parent, self.idx = parent, idx


def parser(text):
    trees = []
    tracks = {}
    for line in text.splitlines():
        line = line.strip()
        key, value = map(lambda s: s.strip(), line.split(':', 1))
        nodes = value.split()
        if len(nodes):
            parent = Node(key)
            for i, node in enumerate(nodes):
                tracks[node] = Track(parent, i)
                parent.nodes.append(Leaf(node))
            curnode = parent
            if curnode.tag in tracks:
                t = tracks[curnode.tag]
                t.parent.nodes[t.idx] = curnode
            else:
                trees.append(curnode)
        else:
            curnode = Leaf(key)
            if curnode.tag in tracks:
                # well, how you want to handle it?
                pass # ignore
            else:
                trees.append(curnode)
    return trees

if __name__ == '__main__':
    text='''apple: banana eggplant
banana: cantaloupe durian
eggplant:
fig:'''
    draw_tree(parser(text))
    print()

    text='''apple: banana eggplant
banana: cantaloupe durian
eggplant:'''
    draw_tree(parser(text))
    print()

    text='''apple: banana
banana: cantaloupe durian
eggplant:'''
    draw_tree(parser(text))

> python .\tree.py
├─ apple
|  ├─ banana
|  |  ├─ cantaloupe
|  |  └─ durian
|  └─ eggplant
└─ fig

└─ apple
   ├─ banana
   |  ├─ cantaloupe
   |  └─ durian
   └─ eggplant

├─ apple
|  └─ banana
|     ├─ cantaloupe
|     └─ durian
└─ eggplant

flask-session

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การอัพโหลดไฟล์ จำเป็นต้องมีการกำหนดค่า SECRET_KEY ไม่งั้นจะ error ว่า RuntimeError: The session is unavailable because no secret key was set. Set the secret_key on the application to something unique and secret.

# save this as app.py

from flask import Flask
from flask import session
import os

app = Flask(__name__)

app.config.update(SECRET_KEY=os.urandom(24))
app.config.from_object(__name__)

@app.route("/")
def hello():
    return "Hello, World!"

if __name__ == "__main__":
    with app.test_request_context("/"):
        session["key"] = "value"

Flask

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Installing

$ pip install -U Flask

A Simple Example

# save this as app.py

from flask import Flask

app = Flask(__name__)

@app.route("/")
def hello():
    return "Hello, World!"

or

# app.py

from flask import Flask

app = Flask(__name__)

@app.route("/")
def home():
    return "Hello, World!"

if __name__ == "__main__":
    app.run(debug=True)
$ flask run
  * Running on http://127.0.0.1:5000/ (Press CTRL+C to quit)

Add a Base Template

{# templates/base.html #}

<!DOCTYPE html>
<html lang="en">
<head>
  <meta charset="utf-8">
  <title>{{ title }}</title>
</head>

<body>
  <h1>Welcome to {{ title }}!</h1>
</body>
</html>
# app.py

from flask import Flask
from flask import  render_template

app = Flask(__name__)

@app.route("/")
def home():
    return render_template("base.html", title="Jinja and Flask")

if __name__ == "__main__":
    app.run(debug=True)

Add Another Page

{# templates/results.html #}

<!DOCTYPE html>
<html lang="en">
<head>
  <meta charset="utf-8">
  <title>{{ title }}</title>
</head>

<body>
  <h1>{{ test_name }} {{ title }}</h1>
  <ul>
  {% for student in students %}
    <li>
      {% if student.score > 80 %}🙂{% else %}🙁{% endif %}
      <em>{{ student.name }}:</em> {{ student.score }}/{{ max_score }}
    </li>
  {% endfor %}
  </ul>
</body>
</html>
# app.py

from flask import Flask
from flask import  render_template

app = Flask(__name__)

@app.route("/")
def home():
    return render_template("base.html", title="Jinja and Flask")

max_score = 100
test_name = "Python Challenge"
students = [
    {"name": "Sandrine",  "score": 100},
    {"name": "Gergeley", "score": 87},
    {"name": "Frieda", "score": 92},
    {"name": "Fritz", "score": 40},
    {"name": "Sirius", "score": 75},
]

@app.route("/results")
def results():
    context = {
        "title": "Results",
        "students": students,
        "test_name": test_name,
        "max_score": max_score,
    }
    return render_template("results.html", **context)

if __name__ == "__main__":
    app.run(debug=True)

Nest Your Templates

Adjust Your Base Template

{# templates/base.html #}

<!DOCTYPE html>
<html lang="en">
<head>
  <meta charset="utf-8">
  <title>{% block title %}{{ title }}{% endblock title %}</title>
</head>

<body>
  {% block content %}
    <h1>Welcome to {{ title }}!</h1>
  {% endblock content %}
</body>
</html>

Extend Child Templates

{# templates/results.html #}

{% extends "base.html" %}

{% block content %}
<h1>{{ test_name }} {{ title }}</h1>
<ul>
{% for student in students %}
  <li>
    {% if student.score > 80 %}🙂{% else %}🙁{% endif %}
    <em>{{ student.name }}:</em> {{ student.score }}/{{ max_score }}
  </li>
{% endfor %}
</ul>
{% endblock content %}

Include a Navigation Menu

{# templates/_navigation.html #}

<nav>
{% for menu_item in ["home", "results"] %}
  <a href="{{ url_for(menu_item) }}">{{ menu_item }}</a>
{% endfor %}
</nav>
{# templates/base.html #}

<!DOCTYPE html>
<html lang="en">
<head>
  <meta charset="utf-8">
  <title>{% block title %}{{ title }}{% endblock title %}</title>
</head>

<body>
  <header>
    {% include "_navigation.html" %}
  </header>
  {% block content %}
    <h1>Welcome to {{ title }}!</h1>
  {% endblock content %}
</body>
</html>

Apply Filters

Adjust Your Menu Items

แสดง link เป็น ตัวพิมพ์ใหญ่ด้วย filter upper

{# templates/_navigation.html #}

<nav>
{% for menu_item in ["home", "results"] %}
  <a href="{{ url_for(menu_item) }}">{{ menu_item|upper }}</a>
{% endfor %}
</nav>

Sort Your Results List

เรียกตาม name ด้วย filter sort

{# templates/results.html #}

{% extends "base.html" %}

{% block content %}
<h1>{{ test_name }} {{ title }}</h1>
<ul>
{% for student in students|sort(attribute="name") %}
  <li>
    {% if student.score > 80 %}🙂{% else %}🙁{% endif %}
    <em>{{ student.name }}:</em> {{ student.score }}/{{ max_score }}
  </li>
{% endfor %}
</ul>
{% endblock content %}

You used Jinja’s sort filter to sort the results of your students by their names. If you had students with the same name, then you could chain the filters:

{% for student in students|sort(attribute="score", reverse=true)
  |sort(attribute="name") %}

  {# ... #}

{% endfor %}

Include Macros

Implement a Dark Mode

{# templates/macros.html #}

{% macro light_or_dark_mode(element) %}
  {% if request.args.get('mode') == "dark" %}
    <a href="{{ request.path }}">Switch to Light Mode</a>
    <style>
      {{ element }} {
        background-color: #212F3C;
        color: #FFFFF0;
      }
      {{ element }} a {
        color: #00BFFF !important;
      }
    </style>
  {% else %}
    <a href="{{ request.path }}?mode=dark">Switch to Dark Mode</a>
  {% endif %}
{% endmacro %}
{# templates/base.html #}

{% import "macros.html" as macros %}

<!DOCTYPE html>
<html lang="en">
<head>
  <meta charset="utf-8">
  <title>{% block title %}{{ title }}{% endblock title %}</title>
</head>

<body>
  <header>
    {% include "_navigation.html" %}
  </header>
  {% block content %}
    <h1>Welcome to {{ title }}!</h1>
  {% endblock content %}
  <footer>
    {{ macros.light_or_dark_mode("body") }}
  </footer>
</body>
</html>

Highlight Your Best Student

{# templates/results.html #}

{% extends "base.html" %}

{% block content %}
<h1>{{ test_name }} {{ title }}</h1>
<ul>
{% for student in students|sort(attribute="name") %}
  <li>
    {{ macros.add_badge(student, students) }}
    <em>{{ student.name }}:</em> {{ student.score }}/{{ max_score }}
  </li>
{% endfor %}
</ul>
{% endblock content %}
{# templates/macros.html #}

{% macro light_or_dark_mode(element) %}
  {% if request.args.get('mode') == "dark" %}
    <a href="{{ request.path }}">Switch to Light Mode</a>
    <style>
      {{ element }} {
        background-color: #212F3C;
        color: #FFFFF0;
      }
      {{ element }} a {
        color: #00BFFF !important;
      }
    </style>
  {% else %}
    <a href="{{ request.path }}?mode=dark">Switch to Dark Mode</a>
  {% endif %}
{% endmacro %}

{% macro add_badge(student, students) %}
  {% set high_score = students|map(attribute="score")|max %}

  {% if student.score == high_score %}
    ⭐️
  {% elif student.score > 80 %}
    🙂
  {% else %}
    🙁
  {% endif %}
{% endmacro %}

Mark the Current Page

{# templates/macros.html #}

{# ... #}

{% macro nav_link(menu_item) %}
  {% set mode = "?mode=dark" if request.args.get("mode") == "dark" else "" %}
  <a href="{{ url_for(menu_item) }}{{ mode }}">{{ menu_item|upper }}</a>
  {% if request.endpoint == menu_item %}
    ←
  {% endif %}
{% endmacro %}
{# templates/_navigation.html #}

<nav>
{% for menu_item in ["home", "results"] %}
  {{ macros.nav_link(menu_item) }}
{% endfor %}
</nav>

Jinja

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Installing

Set up a virtual environment

> python -m venv venv
> .\venv\Scripts\activate
(venv) >

ติดตั้ง Jinja2 (จะได้ MarkupSafe มาด้วย)

$ pip install -U Jinja2
> pip list
Package    Version
---------- -------
Jinja2     3.1.2
MarkupSafe 2.1.3
pip        23.0.1
setuptools 65.5.

Example 1

import jinja2

environment = jinja2.Environment()
template = environment.from_string("Hello, {{ name }}!")
st = template.render(name="World")
print(type(st))
print(st)

# <class 'str'>
# Hello, World!

Example 2 – Use an External File as a Template

{# templates/message.txt #}

Hello {{ name }}!

I'm happy to inform you that you did very well on today's {{ test_name }}.
You reached {{ score }} out of {{ max_score }} points.

See you tomorrow!
Anke
# write_messages.py

from jinja2 import Environment, FileSystemLoader

max_score = 100
test_name = "Python Challenge"
students = [
    {"name": "Sandrine",  "score": 100},
    {"name": "Gergeley", "score": 87},
    {"name": "Frieda", "score": 92},
]

environment = Environment(loader=FileSystemLoader("templates/"))
template = environment.get_template("message.txt")

for student in students:
    filename = f"message_{student['name'].lower()}.txt"
    content = template.render(
        student,
        max_score=max_score,
        test_name=test_name
    )
    with open(filename, mode="w", encoding="utf-8") as message:
        message.write(content)
        print(f"... wrote {filename}")

# ... wrote message_sandrine.txt
# ... wrote message_gergeley.txt
# ... wrote message_frieda.txt

รันเสร็จจะได้ไฟล์มา 3 ไฟล์

Example 3 – if

{# templates/message.txt #}

Hello {{ name }}!

{% if score > 80 %}
I'm happy to inform you that you did very well on today's {{ test_name }}.
{% else %}
I'm sorry to inform you that you did not do so well on today's {{ test_name }}.
{% endif %}
You reached {{ score }} out of {{ max_score }} points.

See you tomorrow!
Anke
# write_messages.py

# ...

students = [
    {"name": "Sandrine",  "score": 100},
    {"name": "Gergeley", "score": 87},
    {"name": "Frieda", "score": 92},
    {"name": "Fritz", "score": 40},
    {"name": "Sirius", "score": 75},
]

# ...

Example 4 – Loops

{# templates/results.html #}

<!DOCTYPE html>
<html lang="en">
<head>
  <meta charset="utf-8">
  <title>Results</title>
</head>

<body>
  <h1>{{ test_name }} Results</h1>
  <ul>
  {% for student in students %}
    <li>
      {% if student.score > 80 %}🙂{% else %}🙁{% endif %}
      <em>{{ student.name }}:</em> {{ student.score }}/{{ max_score }}
    </li>
  {% endfor %}
  </ul>
</body>
</html>
# write_messages.py

# ...

results_filename = "students_results.html"
results_template = environment.get_template("results.html")
context = {
    "students": students,
    "test_name": test_name,
    "max_score": max_score,
}
with open(results_filename, mode="w", encoding="utf-8") as results:
    results.write(results_template.render(context))
    print(f"... wrote {results_filename}")

MarkupSafe

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MarkupSafe implements a text object that escapes characters so it is safe to use in HTML and XML. Characters that have special meanings are replaced so that they display as the actual characters. This mitigates injection attacks, meaning untrusted user input can safely be displayed on a page. Escaping is implemented in C so it is as efficient as possible.

Installing

pip install -U MarkupSafe

Example 1

>>> from markupsafe import Markup, escape

>>> # escape replaces special characters and wraps in Markup
>>> escape("<script>alert(document.cookie);</script>")
Markup('&lt;script&gt;alert(document.cookie);&lt;/script&gt;')

>>> escape("<strong>Hello</strong>")         
Markup('&lt;strong&gt;Hello&lt;/strong&gt;')

>>> # wrap in Markup to mark text "safe" and prevent escaping
>>> Markup("<strong>Hello</strong>")
Markup('<strong>hello</strong>')

>>> escape(Markup("<strong>Hello</strong>"))
Markup('<strong>hello</strong>')

>>> # Markup is a str subclass
>>> # methods and operators escape their arguments
>>> template = Markup("Hello <em>{name}</em>")
>>> template.format(name='"World"')
Markup('Hello <em>&#34;World&#34;</em>')

Example 2

>>> from markupsafe import escape
>>> hello = escape("<em>Hello</em>")
>>> hello
Markup('&lt;em&gt;Hello&lt;/em&gt;')
>>> type(hello)
<class 'markupsafe.Markup'>
>>> print(hello)
&lt;em&gt;Hello&lt;/em&gt;

>>> escape(hello)
Markup('&lt;em&gt;Hello&lt;/em&gt;')
>>> hello + " <strong>World</strong>"
Markup('&lt;em&gt;Hello&lt;/em&gt; &lt;strong&gt;World&lt;/strong&gt;')

Example 3

A string that is ready to be safely inserted into an HTML or XML document, either because it was escaped or because it was marked safe.

>>> from markupsafe import Markup

>>> Markup("Hello, <em>World</em>!")
Markup('Hello, <em>World</em>!')

>>> Markup(42)
Markup('42')

>>> Markup.escape("Hello, <em>World</em>!")
Markup('Hello, &lt;em&gt;World&lt;/em&gt;!')

Example 4

This implements the __html__() interface that some frameworks use. Passing an object that implements __html__() will wrap the output of that method, marking it safe.

>>> from markupsafe import Markup

>>> class Foo:
...     def __html__(self):
...         return '<a href="/foo">foo</a>'
...

>>> Markup(Foo())
Markup('<a href="/foo">foo</a>')

Example 5 – HTML Representations

from markupsafe import Markup

class Image:
    def __init__(self, url):
        self.url = url

    def __html__(self):
        return f'<img src="{self.url}">'

>>> img = Image("/static/logo.png")
>>> Markup(img)
Markup('<img src="/static/logo.png">')
from markupsafe import Markup, escape

class User:
    def __init__(self, id, name):
        self.id = id
        self.name = name

    def __html__(self):
        return f'<a href="/user/{self.id}">{escape(self.name)}</a>'

>>> user = User(3, "<script>")
>>> escape(user)
Markup('<a href="/users/3">&lt;script&gt;</a>')

Create and Upload Python Package to PyPI

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ติดตั้ง Package

build – ใช้ build

twine – ใช้อัพโหลด

python -m pip install --upgrade pip
python -m pip install --upgrade build
python -m pip install --upgrade twine

สร้างโปรเจ็กส์ตัวอย่าง

packaging_tutorial/
├── LICENSE
├── pyproject.toml
├── README.md
├── src/
│   └── example_package_phaisarn/
│       ├── __init__.py
│       └── example.py
└── tests/

ไฟล์ __init__.py เป็นไฟล์เปล่า

ไฟล์ example.py

def add_one(number):
    return number + 1

ไดเร็กทอรี่ tests/ เป็นไดเร็กทอรี่ว่างๆ

ไฟล์ pyproject.toml

[build-system]
requires = ["setuptools>=61.0"]
build-backend = "setuptools.build_meta"

[project]
name = "example_package_phaisarn"
version = "0.0.1"
authors = [
  { name="Phaisarn", email="phaisarn@example.com" },
]
description = "A small example package"
readme = "README.md"
requires-python = ">=3.7"
classifiers = [
    "Programming Language :: Python :: 3",
    "License :: OSI Approved :: MIT License",
    "Operating System :: OS Independent",
]

[project.urls]
"Homepage" = "https://github.com/pypa/phaisarn"
"Bug Tracker" = "https://github.com/pypa/phaisarn/issues"

ไฟล์ README.md

# Example Package

This is a simple example package. You can use
[Github-flavored Markdown](https://guides.github.com/features/mastering-markdown/)
to write your content.

ไฟล์ LICENSE

Copyright (c) 2018 The Python Packaging Authority

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.

Generating distribution archives

Now run this command from the same directory where pyproject.toml is located:

python -m build

This command should output a lot of text and once completed should generate two files in the dist directory:

dist/
├── example_package_phaisarn-0.0.1-py3-none-any.whl
└── example_package_phaisarn-0.0.1.tar.gz

Uploading the distribution archives

สร้าง Account ของ TestPyPI ก่อนที่ https://test.pypi.org/account/register/

อัพโหลดด้วย twine

python -m twine upload --repository testpypi dist/*

เข้าดูได้ที่ https://test.pypi.org/project/example-package-phaisarn

Installing your newly uploaded package

สร้าง virtual environment และทำการ activate

> python -m venv venv
> .\venv\Scripts\activate

ติดตั้ง package จาก TestPyPI แบบไม่มี dependencies ด้วย --no-deps

python -m pip install -i https://test.pypi.org/simple/ --no-deps example-package-phaisarn

ทดสอบใช้งาน

>>> from example_package_phaisarn import example
>>> example.add_one(2)
3

Upgrade package

อัพเกรดจากเวอร์ชัน 0.0.1 เป็นเวอร์ชัน 0.0.2 โดยแก้ไขไฟล์ pyproject.toml

[build-system]
requires = ["setuptools>=61.0"]
build-backend = "setuptools.build_meta"

[project]
name = "example_package_phaisarn"
version = "0.0.2"
authors = [
  { name="Phaisarn", email="phaisarn@example.com" },
]
description = "A small example package"
readme = "README.md"
requires-python = ">=3.7"
classifiers = [
    "Programming Language :: Python :: 3",
    "License :: OSI Approved :: MIT License",
    "Operating System :: OS Independent",
]

[project.urls]
"Homepage" = "https://github.com/pypa/phaisarn"
"Bug Tracker" = "https://github.com/pypa/phaisarn/issues"

สั่ง build

python -m build

จะได้ไฟล์

dist/
├── example_package_phaisarn-0.0.1-py3-none-any.whl
├── example_package_phaisarn-0.0.1.tar.gz
├── example_package_phaisarn-0.0.2-py3-none-any.whl
└── example_package_phaisarn-0.0.2.tar.gz

ให้ลบไฟล์เวอร์ชัน 0.0.1 ออกไป ไม่งั้น twine จะอัพโหลดเวอร์ชัน 0.0.1 แล้วจะ error แบบนี้

Uploading example_package_phaisarn-0.0.1-py3-none-any.whl
100% ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 6.2/6.2 kB • 00:00 • ?
WARNING  Error during upload. Retry with the --verbose option for more details.
ERROR    HTTPError: 400 Bad Request from https://test.pypi.org/legacy/
         File already exists. See https://test.pypi.org/help/#file-name-reuse for more
         information.

จะเหลือไฟล์เท่านี้

dist/
├── example_package_phaisarn-0.0.2-py3-none-any.whl
└── example_package_phaisarn-0.0.2.tar.gz

อัพโหลดด้วย twine

python -m twine upload --repository testpypi dist/*

ทดสอบใช้งานเวอร์ชันล่าสุด

สั่งอัพเกรด example_package_phaisarn

python -m pip install -i https://test.pypi.org/simple/ --upgrade example_package_phaisarn

ติดตั้ง Apache Spark บน Ubuntu 22.04

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ติดตั้ง java

update packages

$ sudo apt update

ติดตั้ง Java JDK (openjdk)

$ sudo apt install default-jdk

ตรวจสอบการติดตั้งบน Ubuntu 22.04.2

$ java --version
openjdk 11.0.19 2023-04-18
OpenJDK Runtime Environment (build 11.0.19+7-post-Ubuntu-0ubuntu122.04.1)
OpenJDK 64-Bit Server VM (build 11.0.19+7-post-Ubuntu-0ubuntu122.04.1, mixed mode, sharing)

ติดตั้ง Apache Spark

ติดตั้ง package curl , mlocate , git , scala

$ sudo apt install curl mlocate git scala

ดาว์นโหลด Apache Spark จาก Download Apache Spark™

$ wget https://dlcdn.apache.org/spark/spark-3.3.2/spark-3.3.2-bin-hadoop3.tgz

แตกไฟล์

$ tar xvf spark-3.3.2-bin-hadoop3.tgz

ย้ายไฟล์

$ sudo mv spark-3.3.2-bin-hadoop3/ /opt/spark

Set Spark environment

$ sudo nano ~/.bashrc

ใส่ค่านี้ต่อที่ด้านล่างของไฟล์ .bashrc

export SPARK_HOME=/opt/spark

export PATH=$PATH:$SPARK_HOME/bin:$SPARK_HOME/sbin

export SPARK_LOCAL_IP=localhost

export PYSPARK_PYTHON=/usr/bin/python3

export PYTHONPATH=$(ZIPS=("$SPARK_HOME"/python/lib/*.zip); IFS=:; echo "${ZIPS[*]}"):$PYTHONPATH

$ source .bashrc

run Spark shell

$ spark-shell

run Pyspark

$ pyspark
Python 3.10.6 (main, Nov 14 2022, 16:10:14) [GCC 11.3.0] on linux
Type "help", "copyright", "credits" or "license" for more information.
Setting default log level to "WARN".
To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).
23/07/28 23:41:19 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
Welcome to
      ____              __
     / __/__  ___ _____/ /__
    _\ \/ _ \/ _ `/ __/  '_/
   /__ / .__/\_,_/_/ /_/\_\   version 3.3.2
      /_/

Using Python version 3.10.6 (main, Nov 14 2022 16:10:14)
Spark context Web UI available at http://localhost:4040
Spark context available as 'sc' (master = local[*], app id = local-1690562479751).
SparkSession available as 'spark'.
>>>

Start a standalone master server

$ start-master.sh
starting org.apache.spark.deploy.master.Master, logging to /opt/spark/logs/spark-jack-org.apache.spark.deploy.master.Master-1-jack22042.out

The process will be listening on TCP port 8080.

$ sudo ss -tunelp | grep 8080
tcp   LISTEN 0      1      [::ffff:127.0.0.1]:8080             *:*    users:(("java",pid=6346,fd=283)) uid:1000 ino:63398 sk:e cgroup:/user.slice/user-1000.slice/session-4.scope v6only:0 <->

The Web UI looks like below. http://localhost:8080

Starting Spark Worker Process

$ start-worker.sh spark://jack22042:7077
starting org.apache.spark.deploy.worker.Worker, logging to /opt/spark/logs/spark-jack-org.apache.spark.deploy.worker.Worker-1-jack22042.out

 shut down the master and slave Spark processes

$ stop-worker.sh
$ stop-master.sh

ติดตั้ง Flask

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Flask ใช้ Jinja เป็น HTML templates

Install Flask

สร้าง folder สำหรับโปรเจ็กส์

> mkdir myproject ; cd myproject

สร้างไฟล์ requirements.txt

Flask==2.0.2

พิมพ์คำสั่งตามนี้

python -m venv venv
.\venv\scripts\activate
pip install -r requirements.txt

สร้างไฟล์ app.py หรือชื่ออื่นก็ได้ เช่น hello.py แต่ห้ามชื่อ flask.py

from flask import Flask

app = Flask(__name__)

@app.route("/")
def hello_world():
    return "<p>Hello, World!</p>"

ไฟล์ชื่อ app.py สั่งรัน Flask แบบนี้

flask run

แต่ถ้าไฟล์ชื่ออื่น เช่น ไฟล์ชื่อ hello.py สั่งรันแบบนี้

flask --app hello run

รันแบบ debug –  restarts the server whenever you make changes to the code.

flask run --debug

เปิด browser ไปที่ http://127.0.0.1:5000/

HTML Escaping

from flask import Flask
from markupsafe import escape

app = Flask(__name__)

@app.route("/")
def hello_world():
    return "<p>Hello, World!</p>"

@app.route("/<name>")
def hello(name):
    return f"Hello, {escape(name)}!"

ไปที่ http://127.0.0.1:5000/jack

จะได้ Hello, jack!

Routing

from flask import Flask
from markupsafe import escape

app = Flask(__name__)

@app.route('/')
def index():
    return 'Index Page'

@app.route('/hello')
def hello_world():
    return 'Hello, World'

@app.route("/<name>")
def hello(name):
    return f"Hello, {escape(name)}!"

Variable Rules

from flask import Flask
from markupsafe import escape

app = Flask(__name__)

@app.route('/')
def index():
    return 'Index Page'

@app.route('/hello')
def hello_world():
    return 'Hello, World'

@app.route("/<name>")
def hello(name):
    return f"Hello, {escape(name)}!"

@app.route('/user/<username>')
def show_user_profile(username):
    # show the user profile for that user
    return f'User {escape(username)}'

@app.route('/post/<int:post_id>')
def show_post(post_id):
    # show the post with the given id, the id is an integer
    return f'Post {post_id}'

@app.route('/path/<path:subpath>')
def show_subpath(subpath):
    # show the subpath after /path/
    return f'Subpath {escape(subpath)}'

Converter types:

string(default) accepts any text without a slash
intaccepts positive integers
floataccepts positive floating point values
pathlike string but also accepts slashes
uuidaccepts UUID strings