D What's the most promising successor to the Transformer?
All I know about is MAMBA, which looks promising from an efficiency perspective (inference is linear instead of quadratic), but AFAIK nobody's trained a big model yet. There's also xLSTM and Aaren.
What do y'all think is the most promising alternative architecture to the transformer?
/r/MachineLearning
https://redd.it/1ipvau4
All I know about is MAMBA, which looks promising from an efficiency perspective (inference is linear instead of quadratic), but AFAIK nobody's trained a big model yet. There's also xLSTM and Aaren.
What do y'all think is the most promising alternative architecture to the transformer?
/r/MachineLearning
https://redd.it/1ipvau4
D Is my company missing out by avoiding deep learning?
Disclaimer: obviously it does not make sense to use a neural network if a linear regression is enough.
I work at a company that strictly adheres to mathematical, explainable models. Their stance is that methods like Neural Networks or even Gradient Boosting Machines are too "black-box" and thus unreliable for decision-making. While I understand the importance of interpretability (especially in mission critical scenarios) I can't help but feel that this approach is overly restrictive.
I see a lot of research and industry adoption of these methods, which makes me wonder: are they really just black boxes, or is this an outdated view? Surely, with so many people working in this field, there must be ways to gain insights into these models and make them more trustworthy.
Am I also missing out on them, since I do not have work experience with such models?
EDIT: Context is formula one! However, races are a thing and support tools another. I too would avoid such models in anything strictly related to a race, unless completely necessary. I just feels that there's a bias that is context-independent here.
/r/MachineLearning
https://redd.it/1iq9gtk
Disclaimer: obviously it does not make sense to use a neural network if a linear regression is enough.
I work at a company that strictly adheres to mathematical, explainable models. Their stance is that methods like Neural Networks or even Gradient Boosting Machines are too "black-box" and thus unreliable for decision-making. While I understand the importance of interpretability (especially in mission critical scenarios) I can't help but feel that this approach is overly restrictive.
I see a lot of research and industry adoption of these methods, which makes me wonder: are they really just black boxes, or is this an outdated view? Surely, with so many people working in this field, there must be ways to gain insights into these models and make them more trustworthy.
Am I also missing out on them, since I do not have work experience with such models?
EDIT: Context is formula one! However, races are a thing and support tools another. I too would avoid such models in anything strictly related to a race, unless completely necessary. I just feels that there's a bias that is context-independent here.
/r/MachineLearning
https://redd.it/1iq9gtk
Reddit
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Struggling to see the point of rotating JWT tokens.
I implemented rotating JWT tokens with SimpleJWT. But in my eyes there is a huge flaw with this, which somewhat makes me think is it really worth the hassle?
So the point of rotating JWT tokens from my understanding is that if a hacker compromises the crown jewel, your refresh token, then when you next refresh your tokens, this will invalidate both access and refresh, therefore your hacker can no longer use the refresh token anymore.
But what if a hacker decides to immediately refresh the token once he's stolen it? He will get 2 brand new tokens, access and refresh, and these tokens will never ever be a part of the victims history of tokens, as they never originated from the victim. So the victim tries to navigate to a protected route, only to be prompted to log in (due to the fact they are using the old refresh token which was stolen and invalidated). They log in again, and get a fresh pair of tokens themselves. Now you have the user and the hacker with two completely different refresh tokens, and neither effect the other. The hacker can continue refreshing his tokens, and will only be affecting his line of
/r/django
https://redd.it/1iqefgk
I implemented rotating JWT tokens with SimpleJWT. But in my eyes there is a huge flaw with this, which somewhat makes me think is it really worth the hassle?
So the point of rotating JWT tokens from my understanding is that if a hacker compromises the crown jewel, your refresh token, then when you next refresh your tokens, this will invalidate both access and refresh, therefore your hacker can no longer use the refresh token anymore.
But what if a hacker decides to immediately refresh the token once he's stolen it? He will get 2 brand new tokens, access and refresh, and these tokens will never ever be a part of the victims history of tokens, as they never originated from the victim. So the victim tries to navigate to a protected route, only to be prompted to log in (due to the fact they are using the old refresh token which was stolen and invalidated). They log in again, and get a fresh pair of tokens themselves. Now you have the user and the hacker with two completely different refresh tokens, and neither effect the other. The hacker can continue refreshing his tokens, and will only be affecting his line of
/r/django
https://redd.it/1iqefgk
Reddit
[deleted by user] : r/django
14 votes, 19 comments. 155K subscribers in the django community. News and links for the Django community.
How bad does logging impact performance?
I run django channels in my application with heavy server-client communication and every message from a client triggers a log. Is that too bad?
/r/django
https://redd.it/1iq7703
I run django channels in my application with heavy server-client communication and every message from a client triggers a log. Is that too bad?
/r/django
https://redd.it/1iq7703
Reddit
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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/1iqf81z
# 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/1iqf81z
Reddit
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Drf vs Django ninja for new enterprise project?
Going to be working on a migration away from a legacy platform. I’ve decided on Django + react - but I’m not sure on the current landscape when it comes to Django ninja vs drf and which I should start the project with. Would love to hear thoughts or input on which to go with for a successful business moving away from a legacy php stack.
/r/django
https://redd.it/1iqnpgy
Going to be working on a migration away from a legacy platform. I’ve decided on Django + react - but I’m not sure on the current landscape when it comes to Django ninja vs drf and which I should start the project with. Would love to hear thoughts or input on which to go with for a successful business moving away from a legacy php stack.
/r/django
https://redd.it/1iqnpgy
Reddit
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For those who are good at cython, how did you learn it?
I found that cython docs is not the best and missing many information.
I also tried to search google but only found little results.
/r/Python
https://redd.it/1iqpkab
I found that cython docs is not the best and missing many information.
I also tried to search google but only found little results.
/r/Python
https://redd.it/1iqpkab
Reddit
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D Self-Promotion Thread
Please post your personal projects, startups, product placements, collaboration needs, blogs etc.
Please mention the payment and pricing requirements for products and services.
Please do not post link shorteners, link aggregator websites , or auto-subscribe links.
--
Any abuse of trust will lead to bans.
Encourage others who create new posts for questions to post here instead!
Thread will stay alive until next one so keep posting after the date in the title.
--
Meta: This is an experiment. If the community doesnt like this, we will cancel it. This is to encourage those in the community to promote their work by not spamming the main threads.
/r/MachineLearning
https://redd.it/1iqiy4x
Please post your personal projects, startups, product placements, collaboration needs, blogs etc.
Please mention the payment and pricing requirements for products and services.
Please do not post link shorteners, link aggregator websites , or auto-subscribe links.
--
Any abuse of trust will lead to bans.
Encourage others who create new posts for questions to post here instead!
Thread will stay alive until next one so keep posting after the date in the title.
--
Meta: This is an experiment. If the community doesnt like this, we will cancel it. This is to encourage those in the community to promote their work by not spamming the main threads.
/r/MachineLearning
https://redd.it/1iqiy4x
Reddit
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HELP: django.core.exceptions.SuspiciousFileOperation: Detected path traversal attempt
In a nutshell, I'm trying to convert user-uploaded images in the admin page to .webp format and then re-save it, overwriting the non-webp image file in the specific DB row. This is done by passing the execution off to Celery/Rabbitmq after the admin hits save. I have the code working to convert the image, and I can see the new webp image in the MEDIA\_ROOT dir, but when it comes time to save the new image back into the DB and overwrite the current non-webp image, I'm getting a path traversal error. Here is my model's save method I am overwriting:
def save(self, *args, **kwargs):
image_fields = {
'main_product_img': self.main_product_img,
'product_img_2': self.product_img_2,
'product_img_3': self.product_img_3,
/r/django
https://redd.it/1iqdi46
In a nutshell, I'm trying to convert user-uploaded images in the admin page to .webp format and then re-save it, overwriting the non-webp image file in the specific DB row. This is done by passing the execution off to Celery/Rabbitmq after the admin hits save. I have the code working to convert the image, and I can see the new webp image in the MEDIA\_ROOT dir, but when it comes time to save the new image back into the DB and overwrite the current non-webp image, I'm getting a path traversal error. Here is my model's save method I am overwriting:
def save(self, *args, **kwargs):
image_fields = {
'main_product_img': self.main_product_img,
'product_img_2': self.product_img_2,
'product_img_3': self.product_img_3,
/r/django
https://redd.it/1iqdi46
Reddit
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RedCoffee: A Personal PyPi Project That Crossed 6K+ Downloads
Hi everyone,
I hope you are doing well.
I just wanted to take a moment to say thank you to everyone in this community. When I first built [RedCoffee](https://pypi.org/project/redcoffee/), it was just a hobby project—something that solved a personal need. I never imagined it would cross 6,000 downloads or that so many of you would find it useful. Seeing the response, the feedback, and the feature requests has been incredibly motivating, and I truly appreciate all the support.
# What my project does ?
Just a quick recap - RedCoffee is a CLI tool that generates PDF reports from SonarQube Community Edition’s code analysis, which lacks a native PDF export feature. While some GitHub projects addressed this need, they are no longer actively maintained. This was my pain point while working with my fellow developers and hence I built this solution.
With that, I’ve just pushed v1.8, which includes a few important fixes:
* Fixed: Duplication % was always showing as 0—this has now been corrected.
* Resolved: The last issue from the API response wasn’t appearing—this is now fixed.
* UI Tweaks: Minor improvements to the PDF formatting.
# Lessons Learned & What’s Next
While building this, I made some classic mistakes—ones that I often advise others to
/r/Python
https://redd.it/1iqsb0k
Hi everyone,
I hope you are doing well.
I just wanted to take a moment to say thank you to everyone in this community. When I first built [RedCoffee](https://pypi.org/project/redcoffee/), it was just a hobby project—something that solved a personal need. I never imagined it would cross 6,000 downloads or that so many of you would find it useful. Seeing the response, the feedback, and the feature requests has been incredibly motivating, and I truly appreciate all the support.
# What my project does ?
Just a quick recap - RedCoffee is a CLI tool that generates PDF reports from SonarQube Community Edition’s code analysis, which lacks a native PDF export feature. While some GitHub projects addressed this need, they are no longer actively maintained. This was my pain point while working with my fellow developers and hence I built this solution.
With that, I’ve just pushed v1.8, which includes a few important fixes:
* Fixed: Duplication % was always showing as 0—this has now been corrected.
* Resolved: The last issue from the API response wasn’t appearing—this is now fixed.
* UI Tweaks: Minor improvements to the PDF formatting.
# Lessons Learned & What’s Next
While building this, I made some classic mistakes—ones that I often advise others to
/r/Python
https://redd.it/1iqsb0k
PyPI
redcoffee
A command-line tool to generate PDF for SonarQube Reports
Arkalos - Modern Python Framework for AI & Data Artisans
I've open-sourced my latest side project and it was the first time I was building a framework from scratch in Python. I do have a lot of experience in other languages and systems though.
# Comparison
Using Python over many years mostly for data analysis and now with the global AI, agents, RAG trend, I always struggled with basic stuff like just setting up a new Python project.
It could be a bunch of organized Jupyter notebooks that later grow into a more complex structure. And even for cluster analysis, I had to import 10+ modules and write so much code, when it could be just one line.
Over the past months I needed a simple local data warehouse and AI agent to talk to it, and fine-tune a model and do anything locally for privacy reasons. And I couldn't get it done easily. Had to try different tools, read bad documentation and still had to write code that doesn't look beautiful and natural.
So, I just scratched my own itch.
Introducing Arkalos - an easy-to-use modern Python framework for data analysis, building data apps, warehouses, AI agents, robots, ML, training LLMs with elegant syntax. It just works.
# What My Project Does
* 🚀 **Modern Python Workflo**w:
/r/Python
https://redd.it/1iqumjr
I've open-sourced my latest side project and it was the first time I was building a framework from scratch in Python. I do have a lot of experience in other languages and systems though.
# Comparison
Using Python over many years mostly for data analysis and now with the global AI, agents, RAG trend, I always struggled with basic stuff like just setting up a new Python project.
It could be a bunch of organized Jupyter notebooks that later grow into a more complex structure. And even for cluster analysis, I had to import 10+ modules and write so much code, when it could be just one line.
Over the past months I needed a simple local data warehouse and AI agent to talk to it, and fine-tune a model and do anything locally for privacy reasons. And I couldn't get it done easily. Had to try different tools, read bad documentation and still had to write code that doesn't look beautiful and natural.
So, I just scratched my own itch.
Introducing Arkalos - an easy-to-use modern Python framework for data analysis, building data apps, warehouses, AI agents, robots, ML, training LLMs with elegant syntax. It just works.
# What My Project Does
* 🚀 **Modern Python Workflo**w:
/r/Python
https://redd.it/1iqumjr
Reddit
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doubts about storing and using environment variables
I'm really too confused. I'm trying to securely save some environment variables like the SECRET_KEY so I can later deploy my flask app to pythonanywhere. I found some guides that say to use .gitignore to allow ignoring some files when cloning the github repository. Isn't that wrong? I mean, how does the app, when launched, assign the SECRET_KEY variable with os.getenv from the .env if this file is not present in the project I have deployed in pythoanywhere? I think I understood badly, actually English is not my first language so I have difficulty understanding everything well.
/r/flask
https://redd.it/1iqpf5v
I'm really too confused. I'm trying to securely save some environment variables like the SECRET_KEY so I can later deploy my flask app to pythonanywhere. I found some guides that say to use .gitignore to allow ignoring some files when cloning the github repository. Isn't that wrong? I mean, how does the app, when launched, assign the SECRET_KEY variable with os.getenv from the .env if this file is not present in the project I have deployed in pythoanywhere? I think I understood badly, actually English is not my first language so I have difficulty understanding everything well.
/r/flask
https://redd.it/1iqpf5v
Reddit
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Where do you store reusable code snippets?
Hey folks! Curios where do you store your code snippets? If you work in a team how do you manage it?
/r/django
https://redd.it/1iqwb7j
Hey folks! Curios where do you store your code snippets? If you work in a team how do you manage it?
/r/django
https://redd.it/1iqwb7j
Reddit
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Looking for a famous video about Python
There’s this well-known video about the "Pythonic way." In it, a famous python expert gives a speach on conference. He shares how he was hired by a large company to revise a Python wrapper built on top of Java libraries. At one point, he shows a sample of code to the audience and asks if they think it’s Python code. They all agree that it is, but then he reveals that it’s actually Java code. And yes that python is ugly and just look like java. He then goes on to explain how he transforms it into a more Pythonic approach, adding methods for
This video is a great language agnostic example,, and I need it for a presentation where I plan to convince people that a some go project is essentially just Java Spring, but rewritten in Go. If anyone knows this video, please share it!
/r/Python
https://redd.it/1iqvcec
There’s this well-known video about the "Pythonic way." In it, a famous python expert gives a speach on conference. He shares how he was hired by a large company to revise a Python wrapper built on top of Java libraries. At one point, he shows a sample of code to the audience and asks if they think it’s Python code. They all agree that it is, but then he reveals that it’s actually Java code. And yes that python is ugly and just look like java. He then goes on to explain how he transforms it into a more Pythonic approach, adding methods for
with and for, among other changes. And he completely transform code so it's python.This video is a great language agnostic example,, and I need it for a presentation where I plan to convince people that a some go project is essentially just Java Spring, but rewritten in Go. If anyone knows this video, please share it!
/r/Python
https://redd.it/1iqvcec
Reddit
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21 Projects to Master Flask - Let's learn together 🌟
Hey Flask enthusiasts! 👋
Whether you're just starting out with Flask or looking to deepen your skills, I've put together a comprehensive list of 21 projects that will take you from beginner to advanced Flask developer. I have personally curated this list and am currently following it myself.
# Why Projects?
I believe learning by doing is the best way to internalize concepts, and Flask is no exception. By working through these projects, I am gradually gaining hands-on experience with Flask's core features, as well as advanced topics like authentication, caching, WebSocket communication, and deployment.
# The 21 Projects
# Week 1: Basic Flask Web Development
1. Hello Routes Flask App : Your first Flask app with simple routes.
2. Personal Portfolio Website : Build a multi-page static site with Jinja2 templates.
3. Weather App : Fetch and display weather data using an external API.
4. To-Do List App : Create a basic task manager (no database yet).
5. Blogging Platform (Basic) : A simple blog where users can create and view posts (SQLite for storage).
6. User Authentication System : Implement user registration, login, and protected routes.
7. File Upload Service : Allow users to upload files and display them.
# Week 2: Intermediate Flask & API Development
1. RESTful API for
/r/flask
https://redd.it/1iprq9e
Hey Flask enthusiasts! 👋
Whether you're just starting out with Flask or looking to deepen your skills, I've put together a comprehensive list of 21 projects that will take you from beginner to advanced Flask developer. I have personally curated this list and am currently following it myself.
# Why Projects?
I believe learning by doing is the best way to internalize concepts, and Flask is no exception. By working through these projects, I am gradually gaining hands-on experience with Flask's core features, as well as advanced topics like authentication, caching, WebSocket communication, and deployment.
# The 21 Projects
# Week 1: Basic Flask Web Development
1. Hello Routes Flask App : Your first Flask app with simple routes.
2. Personal Portfolio Website : Build a multi-page static site with Jinja2 templates.
3. Weather App : Fetch and display weather data using an external API.
4. To-Do List App : Create a basic task manager (no database yet).
5. Blogging Platform (Basic) : A simple blog where users can create and view posts (SQLite for storage).
6. User Authentication System : Implement user registration, login, and protected routes.
7. File Upload Service : Allow users to upload files and display them.
# Week 2: Intermediate Flask & API Development
1. RESTful API for
/r/flask
https://redd.it/1iprq9e
Reddit
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PaaS host with best developer experience and reasonable pricing?
Hey all, I'm starting to evaluate PaaS providers for a django/postgres app for the MVP of a startup. I'll be a single developer working on this for now
I've started experimenting with Railway for a few days now and I'm unsure how easy it will be to work with long-term. I'm not sure if the node based architecture designer will be annoying or not. The documentation seems like it could be lacking/outdated. The pricing model isn't clear about how much it will cost monthly once we start to see a bit of usage.
I've considered Fly.io, Digital Ocean App Platform, and Heroku. I don't want to use a VPS because I want to spend as little time as possible managing the server so I can focus on building the application.
Main needs are easy deployment, visibility into any issues when it comes to debugging, and a price point of less than $80/month for 2 app servers & 2 database servers
No need for HIPAA/SOC 2/etc compliance/certifications.
Does anybody have medium to long term experience working with any of the services mentioned or any others you'd recommend?
Thanks!
/r/django
https://redd.it/1ir3wfd
Hey all, I'm starting to evaluate PaaS providers for a django/postgres app for the MVP of a startup. I'll be a single developer working on this for now
I've started experimenting with Railway for a few days now and I'm unsure how easy it will be to work with long-term. I'm not sure if the node based architecture designer will be annoying or not. The documentation seems like it could be lacking/outdated. The pricing model isn't clear about how much it will cost monthly once we start to see a bit of usage.
I've considered Fly.io, Digital Ocean App Platform, and Heroku. I don't want to use a VPS because I want to spend as little time as possible managing the server so I can focus on building the application.
Main needs are easy deployment, visibility into any issues when it comes to debugging, and a price point of less than $80/month for 2 app servers & 2 database servers
No need for HIPAA/SOC 2/etc compliance/certifications.
Does anybody have medium to long term experience working with any of the services mentioned or any others you'd recommend?
Thanks!
/r/django
https://redd.it/1ir3wfd
Reddit
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Search a Developer to build project in hackathon
hello I search for a web developer have a experience in frontend or backend in django, and have age under 19 years old, we need him in hackathon if he want to work in team send me in private
/r/django
https://redd.it/1ir4yfa
hello I search for a web developer have a experience in frontend or backend in django, and have age under 19 years old, we need him in hackathon if he want to work in team send me in private
/r/django
https://redd.it/1ir4yfa
Reddit
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Send and Receive RCS Messages...help?
I want to create a tool that allows me to communicate with my database via RCS messaging. Is there a way to do this with Django? I found some options online but it seemed like they were paid apis. I'm wondering what it takes to implement my own API that can handle RCS messaging.
/r/django
https://redd.it/1ir8lrw
I want to create a tool that allows me to communicate with my database via RCS messaging. Is there a way to do this with Django? I found some options online but it seemed like they were paid apis. I'm wondering what it takes to implement my own API that can handle RCS messaging.
/r/django
https://redd.it/1ir8lrw
Reddit
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Cloudinary Upload Issue on PythonAnywhere: MaxRetryError
Hello everyone,
I'm developing a Django application that uses Cloudinary for image storage. When running the project locally, everything works fine, and images upload successfully.
However, when I deploy the project on PythonAnywhere, I get the following error when trying to upload an image from the admin panel:
https://preview.redd.it/4uu7mysdmlje1.png?width=1846&format=png&auto=webp&s=2a37fb91aa8e70527be9658581f14b47822b8e4f
Configuration in
https://preview.redd.it/scavz51hmlje1.png?width=835&format=png&auto=webp&s=41e350b3870f11b91426d978de283ce59f5478af
# Things I've already checked:
The credentials (`CLOUD_NAME`, `API_KEY`, `API_SECRET`) are correctly set.
In my local environment, images upload successfully to Cloudinary.
In PythonAnywhere, the connection is refused.
I tried removing the
#
Do I need to configure anything extra to allow the connection?
I’d really appreciate any suggestions or solutions. Thanks in advance!
/r/django
https://redd.it/1ir7rwp
Hello everyone,
I'm developing a Django application that uses Cloudinary for image storage. When running the project locally, everything works fine, and images upload successfully.
However, when I deploy the project on PythonAnywhere, I get the following error when trying to upload an image from the admin panel:
https://preview.redd.it/4uu7mysdmlje1.png?width=1846&format=png&auto=webp&s=2a37fb91aa8e70527be9658581f14b47822b8e4f
Configuration in
settings.py:https://preview.redd.it/scavz51hmlje1.png?width=835&format=png&auto=webp&s=41e350b3870f11b91426d978de283ce59f5478af
# Things I've already checked:
The credentials (`CLOUD_NAME`, `API_KEY`, `API_SECRET`) are correctly set.
In my local environment, images upload successfully to Cloudinary.
In PythonAnywhere, the connection is refused.
I tried removing the
'API_PROXY' setting, but the error persists.#
Do I need to configure anything extra to allow the connection?
I’d really appreciate any suggestions or solutions. Thanks in advance!
/r/django
https://redd.it/1ir7rwp