Stable Code 3B: Coding on the Edge

This page summarizes the projects mentioned and recommended in the original post on news.ycombinator.com

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  • can-ai-code

    Self-evaluating interview for AI coders

  • Here is a leader board of some models

    https://huggingface.co/spaces/mike-ravkine/can-ai-code-resul...

    Don't know how biased this leaderboard is, but I guess you could just give some of them a try and see for yourself.

  • DeepSeek-Coder

    DeepSeek Coder: Let the Code Write Itself

  • https://github.com/deepseek-ai/deepseek-coder

    33B Instruct doesn’t beat 6.7B Instruct by much but maybe those % improvements mean more for your usage.

    I run 6.7B since I have 16GB RAM.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • code-llama-for-vscode

    Use Code Llama with Visual Studio Code and the Continue extension. A local LLM alternative to GitHub Copilot.

  • How are people using codellama and this in their workflows?

    I found one option: https://github.com/xNul/code-llama-for-vscode

    But I'm guessing there are others, and they might differ in how they provide context to the model.

  • ComfyUI

    The most powerful and modular stable diffusion GUI, api and backend with a graph/nodes interface.

  • I use Stable Diffusion family models for innovative art products.

    On a small scale, you have to professionalize ComfyUI’s development. My PR to make it installable and to make a plugin ecosystem that makes sense should not be sitting unmerged (https://github.com/comfyanonymous/ComfyUI/pull/298).

    On a medium scale, CLIP is holding you back. I would eagerly buy a 48GB card to accommodate a batch size 1, gradient checkpointed LoRA-trainable model with T5 for conditioning. I want PixArt-a or DeepFloyd/IF with the SDXL dataset and training. I get I can achieve so much with SDXL on 24GB, including just barely a fine tuning, I understand the engineering decisions here, but it’s too weak on prompts.

    On a large scale, I’m willing to spend a little money up front. In those conditions you can be far more innovative, you don’t have to make everything for $0. Shane Carruth didn’t make Primer for $0. I’m sure you’ve seen this movie, you get how astoundingly good it is. But he still spent something. He spent only slightly more than an RTX 6000 Ada.

    Innovators have budgets. It’s still worth releasing the most powerful possible model for expensive hardware, this is why everyone is talking about Mixtral, but it’s especially true of visual art.

  • tabby

    Self-hosted AI coding assistant

  • sd-webui-lobe-theme

    🅰️ Lobe theme - The modern theme for stable diffusion webui, exquisite interface design, highly customizable UI, and efficiency boosting features.

  • You might be thinking of Fooocus: https://github.com/lllyasviel/Fooocus

    The Stable Diffusion web interface that got a lot of people's attention originally was Automatic1111: https://github.com/AUTOMATIC1111/stable-diffusion-webui

    Fooocus is definitely more beginner friendly. It does a lot of the prompt engineering for you. Automatic1111 has a ton of plugins, most notably ControlNet which gives you fine grained control over the images, but there is a learning curve.

  • Fooocus

    Focus on prompting and generating

  • You might be thinking of Fooocus: https://github.com/lllyasviel/Fooocus

    The Stable Diffusion web interface that got a lot of people's attention originally was Automatic1111: https://github.com/AUTOMATIC1111/stable-diffusion-webui

    Fooocus is definitely more beginner friendly. It does a lot of the prompt engineering for you. Automatic1111 has a ton of plugins, most notably ControlNet which gives you fine grained control over the images, but there is a learning curve.

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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