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Saturday Daily Thread: Resource Request and Sharing! Daily Thread

# Weekly Thread: Resource Request and Sharing 📚

Stumbled upon a useful Python resource? Or are you looking for a guide on a specific topic? Welcome to the Resource Request and Sharing thread!

## How it Works:

1. Request: Can't find a resource on a particular topic? Ask here!
2. Share: Found something useful? Share it with the community.
3. Review: Give or get opinions on Python resources you've used.

## Guidelines:

Please include the type of resource (e.g., book, video, article) and the topic.
Always be respectful when reviewing someone else's shared resource.

## Example Shares:

1. Book: "Fluent Python" \- Great for understanding Pythonic idioms.
2. Video: Python Data Structures \- Excellent overview of Python's built-in data structures.
3. Article: Understanding Python Decorators \- A deep dive into decorators.

## Example Requests:

1. Looking for: Video tutorials on web scraping with Python.
2. Need: Book recommendations for Python machine learning.

Share the knowledge, enrich the community. Happy learning! 🌟

/r/Python
https://redd.it/1kix1lf
What's New in Wagtail is NEXT week!

/r/django
https://redd.it/1khxegv
I uploaded my flask app in a shared hosting with cpanel, but getting 404 error

I uploaded my flask app and install that app as a package. I have no terminal access beacuse of shared hosting. All i can do is run script through cpanel run-script interface.

if i include blueprint or routing in __init__.py, at the root of the package where passenger_wsgi.py located all routing works without any error. But if i have routing or blueprints in app.py, even in that same directory, i get 404 error.

what is the solution, is there will be any problem if i use __init__.py
thanks in advance.

/r/flask
https://redd.it/1kizc3x
Kamal deploy makes database upgrades effortless.

/r/django
https://redd.it/1kj6xkj
D Best Way to Incorporate Edge Scores into Transformer After GNN?

Hi everyone,

I’m working on a social recommendation system using GNNs for link prediction. I want to add a Transformer after the GNN to refine embeddings and include score ratings (edge features).

I haven’t found papers that show how to pass score ratings into the Transformer. Some mention projecting the scalar into an embedding. Does adding the score rating or the relation scalar is not recommended ?

Has anyone dealt with this before please?

/r/MachineLearning
https://redd.it/1kj7ylw
🚀 I Built a Django App to Track Income, Expenses, Crypto & Bank Accounts – Django Income Tracking

# Hey everyone!

I'm excited to share a personal project I've been working on: **Django Income Tracking** – a web app built with Django to help you get a comprehensive overview of your finances.


Check out how it looks here -> [https://www.youtube.com/watch?v=piMv2jAwbo8](https://www.youtube.com/watch?v=piMv2jAwbo8)

Get the code here -> [https://github.com/vic-cieslak/portfolio-income-manager](https://github.com/vic-cieslak/portfolio-income-manager)

Let me know what you think! No strings attached ;p



# 💼 What can it do?

* **Track Income**: Log income from multiple sources, categorize it, and calculate totals based on hourly rates.
* **Manage Expenses**: Track and categorize your spending to stay on top of your budget.
* **Oversee Your Portfolio**: Monitor cryptocurrency investments (real-time prices via CoinGecko) and bank account balances.
* **Interactive Dashboard**: View your net worth, monthly summaries, portfolio breakdowns, and recent transactions – all visualized with dynamic charts.
* **User Settings**: Personalize your experience (currency preferences coming soon!).
* **Modern UI**: Cyberpunk-inspired, responsive design for both desktop and mobile.

# 🛠 Tech Stack

* **Backend**: Django, Python
* **Frontend**: HTML, CSS, JavaScript, Bootstrap 5
* **Database**: SQLite (default)
* **Charts**: Chart.js
* **Package Management**: Poetry

I built this to manage my own finances in one place and decided to share it with the community. It’s still evolving, with future features planned like advanced forecasting and client management.

The [`README.md`](http://README.md) includes full feature descriptions and

/r/django
https://redd.it/1kj9a50
Is there any huge diference between django 4 and 5?

Hello, I've just started learning django and I was looking for books to get deeper, and the question remains is, is there any huge diference between django 4 and 5, because all the books I've got is for django 4.

/r/djangolearning
https://redd.it/1kh75fp
I fully developed and deployed my first website!

\# What My Project Does

I've been learning to code for a few years now but all projects I've developed have either been too inconsequential or abandoned. That changed a few months back when a relative asked me to help him make a portfolio. I had three ways of going about it.

1. Make the project completely static and hard code every message and image in the HTML.
2. Use WordPress.
3. Fully develop it from scratch.

I decided to go with option 3 for three main reasons, making it fully static means every change they want to make to the site they would need me, WordPress would have been nice but the plugins ecosystem seemed way too expensive for the budget we were working with, and making it from scratch also means portfolio for myself so we both get a benefit out of it.

The website is an Interior Design portfolio. Content-wise it isn't too demanding, just images and text related to those images. The biggest issue came from making it fully editable, I had to develop an editor from scratch and it's the main reason I don't want to touch CSS ever again 😛.

The full stack is as follows. Everything is dockerized and put

/r/Python
https://redd.it/1kjdt6n
No matter what i do, database record will not update while testing.

Hi, I'm trying to develop a simple crud app where user can save their contacts. Using django and htmx.

Naturally there must be a view to edit individual contacts. So the view works fine. Upon click, a htmx request is sent, a modal shows that will be populated with a form, and the form itself is prepopulated with that specific record data.

Upon submitting, a htmx post request is sent, record is updated, i trigger an event (using HX-Trigger) to clean up the form, close the modal, and refresh the table.

Everything is OK so far.

The problem is when i try to test this view. Using pytest (for fixtures) and pytest-django (for database access). The status code will return 200, but the record itself will NOT update (i check the record before and after the request).

Here is the code:

View (Contact is my model):

@loginrequired
def contact
edit(request: HttpRequest, pk: int) -> HttpResponse:
    context = {}
    try:
        item = Contact.objects.get(pk=pk)
        if item.user != request.user:
            raise Contact.DoesNotExist("Such

/r/django
https://redd.it/1kjimw2
are non-SPA websites outdated?

I am learning django, fairly new, developing a big project right now slowly to put on my resume and as a hobby in general, i have notice that to make the user experience smoother and to beat the dull atmosphere i'd need to incorporate alot of JS that i have never used, i've actually never touched js code which makes me intimidated by web development now, my question i guess is are non-SPA websites still fine where you wouldnt have all these cool transitions in the website and instead have a bunch of pages linking to each other and whatnot, because i dont want to rely on chatgpt to give me js code that i cant even read and put on a passion project.

/r/django
https://redd.it/1kj5x0i
fastAPI & flask

Has anyone ever built an end-to-end web app using fastAPI(to build the APIs) and flask(for the templates, ie frontend)?

I was wondering how this even looks like in practice. Say you're using the create app factory-blueprint method for your flask side. You need to register routes and all that stuff. How will you tie this to your API that uses fastAPI?
Putting a reverse proxy like caddy further complicates things(I think). Do you run the fastAPI app and the flask app separately??

I understand that you can technically build everything using fastAPI as it supports templating using Jinja. But I'm just wondering if fastAPI and flask is even possible.

/r/flask
https://redd.it/1kjmdlp
Bootstrap 5 + Jinja + Forms

Can somebody recommend any decent library / macro set that will render Django form in jinja templates ? I don’t want to reinvent the wheel…

/r/django
https://redd.it/1kjbr9r
Sunday Daily Thread: What's everyone working on this week?

# Weekly Thread: What's Everyone Working On This Week? 🛠️

Hello /r/Python! It's time to share what you've been working on! Whether it's a work-in-progress, a completed masterpiece, or just a rough idea, let us know what you're up to!

## How it Works:

1. Show & Tell: Share your current projects, completed works, or future ideas.
2. Discuss: Get feedback, find collaborators, or just chat about your project.
3. Inspire: Your project might inspire someone else, just as you might get inspired here.

## Guidelines:

Feel free to include as many details as you'd like. Code snippets, screenshots, and links are all welcome.
Whether it's your job, your hobby, or your passion project, all Python-related work is welcome here.

## Example Shares:

1. Machine Learning Model: Working on a ML model to predict stock prices. Just cracked a 90% accuracy rate!
2. Web Scraping: Built a script to scrape and analyze news articles. It's helped me understand media bias better.
3. Automation: Automated my home lighting with Python and Raspberry Pi. My life has never been easier!

Let's build and grow together! Share your journey and learn from others. Happy coding! 🌟

/r/Python
https://redd.it/1kjnxrz
Announcing Traeger 0.2.0, now with Rust bindings (and Python and Go).

Traeger is a portable Actor System written in C++ 17 with bindings for Python, Go and now Rust.

https://github.com/tigrux/traeger

The notable feature since version 0.1.0 is that it now provides bindings for Rust.

The Quickstart has been updated to show examples in the supported languages.

https://github.com/tigrux/traeger?tab=readme-ov-file#quick-start

For version 0.3.0 the plan is to provide support for loadable modules i.e. to instantiate actors from shared objects.

/r/Python
https://redd.it/1kjlcqm
cybersecurity project using python

heyo! I tried to make a keylogger using python, it works well, any suggestion to make it better.

source: https://github.com/Debang5hu/Keylogger

btw im planning to just focus on windows and rewrite it using c++

kudos

/r/Python
https://redd.it/1kjvs81
🚀 I built a lightweight task management system for Django projects

Hey r/django community!

I wanted to share a library I've been working on called **django-async-manager** \- a lightweight, database-backed task management system for Django projects.

# Why I built this

While working on Django projects, I often needed to run tasks asynchronously but found that Celery was sometimes overkill for simpler projects. I wanted something that:

* Didn't require additional infrastructure like Redis or RabbitMQ
* Was easy to set up and integrate with existing Django projects
* Provided essential task management features without complexity
* Used the database as a reliable task queue

# Key Features

* **Background Tasks**: Run Django functions asynchronously
* **Task Scheduling**: Schedule tasks using cron-like syntax
* **Task Dependencies**: Define dependencies between tasks
* **Priority Queues**: Process important tasks first
* **Automatic Retries**: Configure retries with exponential backoff
* **Multiple Workers**: Run workers using threads or processes
* **Task Timeouts**: Set timeouts for long-running tasks
* **Monitoring**: Track task status, execution time, and errors

# Super Easy to Use

Setting up is straightforward:

# 1. Install
pip install django-async-manager

# 2. Add to INSTALLED_APPS
# 3. Run migrations
python manage.py migrate django_async_manager

# 4. Define a

/r/django
https://redd.it/1kjx8o5
I Shared 290+ Python Data Science Videos on YouTube (Tutorials, Projects and Full-Courses)

Hello, I am sharing free Python Data Science Tutorials for over 2 years on YouTube and I wanted to share my playlists. I believe they are great for learning the field, I am sharing them below. Thanks for reading!


Data Science Full Courses & Projects: https://youtube.com/playlist?list=PLTsu3dft3CWiow7L7WrCd27ohlra\_5PGH&si=UTJdXl12Y559xJWj



End-to-End Data Science Projects: https://youtube.com/playlist?list=PLTsu3dft3CWg69zbIVUQtFSRx\_UV80OOg&si=xIU-ja-l-1ys9BmU



AI Tutorials (LangChain, LLMs & OpenAI Api): https://youtube.com/playlist?list=PLTsu3dft3CWhAAPowINZa5cMZ5elpfrxW&si=GyQj2QdJ6dfWjijQ



Machine Learning Tutorials: https://youtube.com/playlist?list=PLTsu3dft3CWhSJh3x5T6jqPWTTg2i6jp1&si=6EqpB3yhCdwVWo2l



Deep Learning Tutorials: https://youtube.com/playlist?list=PLTsu3dft3CWghrjn4PmFZlxVBileBpMjj&si=H6grlZjgBFTpkM36



Natural Language Processing Tutorials: https://youtube.com/playlist?list=PLTsu3dft3CWjYPJi5RCCVAF6DxE28LoKD&si=BDEZb2Bfox27QxE4



Time Series Analysis Tutorials: https://youtube.com/playlist?list=PLTsu3dft3CWibrBga4nKVEl5NELXnZ402&si=sLvdV59dP-j1QFW2



Streamlit Based Web App Development Tutorials: https://youtube.com/playlist?list=PLTsu3dft3CWhBViLMhL0Aqb75rkSz\_CL-&si=G10eO6-uh2TjjBiW



Data Cleaning Tutorials: https://youtube.com/playlist?list=PLTsu3dft3CWhOUPyXdLw8DGy\_1l2oK1yy&si=WoKkxjbfRDKJXsQ1



Data Analysis Tutorials: https://youtube.com/playlist?list=PLTsu3dft3CWhwPJcaAc-k6a8vAqBx2\_0t&si=gCRR8sW7-f7fquc9



/r/Python
https://redd.it/1kk1hx5
Streamlit Alternatives with better State Management

Hi everyone,

I’m a developer at a small company (max 20 users), focusing on internal projects. I’ve built full applications using Python with FastAPI for the backend and React for the frontend. I also have experience with state management tools like Redux (Thunks, Sagas), Zustand, and Tanstack Query.

While FastAPI + React is powerful, it comes with significant overhead. You have to manage endpoints, handle server and client state separately in two different languages, and ensure schema alignment. This becomes cumbersome and slow.

Streamlit, on the other hand, is great for rapid prototyping. Everything is in Python, which is great for our analytics-heavy workflows. The challenge arises when the app gets more complex, mainly due to Streamlit's core principle of full-page re-renders on user input. It impacts speed, interactivity, and the ghost UI elements that make apps look hacky and unprofessional—poor UX overall. The newer versions with fragments help with rerenders, but only to a degree. Workarounds to avoid rerenders often lead to messy, hard-to-maintain code.

I’ve come across Reflex, which seems more state-centric than Streamlit. However, its user base is smaller, and I’m curious if there’s a reason for that. Does anyone have experience with Reflex and can share their insights? Or

/r/Python
https://redd.it/1kk3xtn
SmolML: Machine Learning from scratch, explained!

# What my project does

Hello everyone! Some months ago I implemented a whole machine learning library from scratch in Python for educational purposes, just looking at the concepts and math behind. No external libraries used.

I've recently added comprehensive guides explaining every concept from the ground up – from automatic differentiation to backpropagation, n-dimensional arrays and tree-based algorithms. This isn't meant to replace production libraries (it's purposely slow since it's pure Python!), but rather to serve as a learning resource for anyone wanting to understand how ML actually works beneath all the abstractions.

The code is fully open source and available here: https://github.com/rodmarkun/SmolML

# Target audience

Students, developers, educators, or basically anyone who wants to learn how ML works on the inside. If you're learning ML or just curious about the inner workings of libraries like Scikit-learn or PyTorch, I'd love to hear your thoughts or feedback!

# Comparison

While other similar projects use already established libraries like NumPy or Scikit-learn, everything in SmolML is made from scratch. Guides are also provided in order to understand every concept included.

/r/Python
https://redd.it/1kjznn4