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News & links about Python programming.
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From Boring Object-Oriented to INSANE Functional Code

This video demonstrates that there's a place for both object-oriented and functional code. In Python, these two approaches can be combined effectively, allowing you to leverage the strengths of each for the best results.

https://www.youtube.com/watch?v=DvdZv_DD0DY
Cloudflare R2 x Django. Static Files. User uploads, css, images, js and more. Production-ready.

The video covers setting up and managing Django files, including static and user-uploaded files, using Cloudflare's R2 object storage. It emphasizes best practices for configuring environment variables, securing API keys, and managing static and media files in Django with advanced validation and customization options.

https://www.youtube.com/watch?v=VU3MAN1gs1s
Gemma for Streaming ML with Dataflow

The article demonstrates how to integrate Google's Gemma 2 language model into a Dataflow pipeline for real-time sentiment analysis and response generation in customer support chats. It provides a practical example of using Gemma to process streaming data, including code snippets for creating prompts, running inference, and handling model outputs within a scalable data processing framework.

https://developers.googleblog.com/en/gemma-for-streaming-ml-with-dataflow/
Coding a Multimodal (Vision) Language Model from scratch in PyTorch with full explanation

The video explains how to code a visual language model from scratch using PyTorch, covering topics such as vision transformers, contrastive learning, and language models. It provides a detailed walkthrough of implementing various components, including the vision encoder, language model, and how to combine image and text embeddings, with explanations of key concepts like attention mechani...

https://www.youtube.com/watch?v=vAmKB7iPkWw
Saving Scrapy Crawl Stats to PostgreSQL with a Custom Extension and SQLAlchemy

The post explains how to extend Scrapy to save crawl statistics directly into a PostgreSQL database, detailing the implementation process and configuration needed. It provides a guide for integrating Scrapy with PostgreSQL to enhance data management and analysis.

https://www.xiegerts.com/post/scrapy-extension-save-crawlstats-postgres/
Python's Preprocessor

Every now and then you hear outrageous claims such as “Python has no preprocessor”. This is simply not true. In fact, Python has the best preprocessor of all languages - it quite literally allows us to do whatever we want, and a lot more. It’s just a little tricky to (ab)use.

https://pydong.org/posts/PythonsPreprocessor/
PromptMage - simplifies the process of creating and managing LLM workflows

"PromptMage" is designed to offer an intuitive interface that simplifies the process of creating and managing LLM workflows. It facilitates prompt testing and comparison, and version control.

https://github.com/tsterbak/promptmage
Try LangChain with Python and Upstash Vector

The video covers setting up a Lang chain for custom data sets using a variety of tools like Python, Jupyter, and OpenAI, demonstrating API creation, embedding models, and vector database integration. It also discusses implementing rate limiting in a FastAPI application and setting up agents for querying and handling data.

https://www.youtube.com/watch?v=FjKMnszG8Dk
How to build a query language in Python

The article discusses the complexities and challenges of building a custom query language, highlighting key considerations such as syntax design, parsing, and execution. It provides insights and practical tips for developers looking to create or improve their own query languages.

https://jamesg.blog/2024/08/17/build-a-query-language/
Qik

Qik is a command runner that understands the import graph, allowing you to cache commands and only run the things that matter. Can dramatically speed up CI/dev in large monorepos.

https://github.com/Opus10/qik