Le Chat
The multilingual AI assistant powered by Europe's premier frontier models.
Optimized cloud-based image generation and model training via Google Colab with persistent storage.
Fast Stable Diffusion, primarily maintained by TheLastBen, is a high-performance distribution of the Stable Diffusion web UI (AUTOMATIC1111/ComfyUI) specifically architected for Google Colab environments. In the 2026 landscape, it remains a critical infrastructure piece for researchers and independent creators who require the power of NVIDIA A100 or L4 GPUs without the overhead of local hardware maintenance. The technical architecture leverages custom-built shell scripts to bypass the standard, slower installation processes of Stable Diffusion, typically reducing boot times from 15 minutes to under 4 minutes. It features a deep integration with Google Drive, allowing for persistent storage of models (CKPT/Safetensors), outputs, and fine-tuned weights (LoRAs). By utilizing Gradio or NGROK tunneling, it provides a secure, web-accessible interface for complex generative tasks. As localized compute costs rise, this Colab-optimized version provides a flexible, 'pay-as-you-go' alternative to managed SaaS platforms, offering unrestricted access to NSFW-filtered content (where allowed by Google's TOS) and full control over the underlying Python environment and Xformers optimizations.
Uses pre-compiled wheels for Xformers and Triton to bypass the 15-minute compilation process.
The multilingual AI assistant powered by Europe's premier frontier models.
The industry-standard framework for building context-aware, reasoning applications with Large Language Models.
Real-time, few-step image synthesis for high-throughput generative AI pipelines.
Professional-grade Generative AI for Landscape Architecture and Site Design.
Verified feedback from the global deployment network.
Post queries, share implementation strategies, and help other users.
Symlinks Google Drive directories to the Colab local instance to prevent re-downloading multi-gigabyte models.
Integrated 'Fast Dreambooth' scripts designed for 16GB VRAM limits (T4 GPUs).
Automatic installation of ControlNet extensions and pre-trained models for structural image guidance.
Uses NGROK to bypass Gradio's 72-hour link limit and provide more stable websocket connections.
Accepts direct Civitai or Hugging Face URLs to fetch models directly into the Colab environment.
Forces the use of memory-efficient attention mechanisms to allow larger batch sizes on lower-tier GPUs.
Artists needing high-fidelity textures without owning a $2,000 GPU.
Registry Updated:2/7/2026
Save direct to Drive for Unity import.
Creating a consistent character for a digital comic or marketing campaign.
Transforming 2D sketches into photorealistic 3D renders.