# nihui/qwenimage-ncnn-vulkan > Portable ncnn/Vulkan implementation of Qwen-Image-2.1 for text-to-image generation and image editing without Python, PyTorch or CUDA. Runs on Intel, AMD, NVIDIA and Apple Silicon GPUs. - Magnitude: 3.9 out of 10 — Early signal - Stars: 95 total · +0 stars today, ≈ 25 by evening - Star trust: star growth looks organic - Category: Generative media · Language: C++ · License: Apache-2.0 · Created: 2026-09-21 · Last push: 2026-09-23 - GitHub: https://github.com/nihui/qwenimage-ncnn-vulkan · Page: https://gitnova.dev/en/r/nihui/qwenimage-ncnn-vulkan ## Useful for - Generate an image from a text prompt on a machine without CUDA or PyTorch - Edit a photo by instruction, e.g. change clothes to a blue jacket - Combine several reference images (subject, clothing, background) into one ## Why it’s here - 0 stars so far today, about 25 expected by the end of the day. - The spike has held for 3 days in a row — not a one-off blip. - The repository is 3 days old and already has 95 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #175. - Recent forks include notable developers: @0xSojalSec (999 followers), @vic4key (338 followers). ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 5 - Issues and pull requests: 3 - Watchers: 0 - Average over the last week: 30 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 0 - Latest release: 20260923 (2026-09-23) ## Stars per day, last 5 days (oldest → newest, today is partial) 2026-09-20 … 2026-09-24: 0, 5, 58, 32, 0 ## Spotted in now - Top new repositories this week: #175 ## Similar by description 1. **QwenLM/Qwen-Image-2.1** — 4.3 · Early signal · Generative media · Python · +0 stars today, ≈ 64 by evening Qwen's open-source text-to-image generation and image editing model, including transparent RGBA output and up to 10 reference images. 7B generation component, 2K support, integrations with Diffusers, ComfyUI, vLLM, SGLang. Full card: https://gitnova.dev/en/r/QwenLM/Qwen-Image-2.1.md 2. **leejet/stable-diffusion.cpp** — 2.2 · Steady · Generative media · C++ · +0 stars today, ≈ 16 by evening Diffusion model inference (Stable Diffusion, FLUX, Wan, Qwen Image, etc.) implemented in pure C/C++ on top of ggml — like llama.cpp but for image and video generation. Runs without external dependencies on CPU, CUDA, Vulkan, Metal and… Full card: https://gitnova.dev/en/r/leejet/stable-diffusion.cpp.md --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-09-24 02:50 UTC, updated every 30 minutes.