Hierarchos-Native
A native rust-vulkan backend for training hierarchos and modern transformer model architectures, supporting PEFT finetuning, full training, and inference
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GITHUB · launched Sep 16, 2026 · 17 upvotes (top 46%) · 0 views
Niche: deep learning frameworks · 48 launches, 0 in the last 7 days ▼ -100% · Explore this niche →
Category and tags
- Horizontal
- Model & infra
- Developer
- AI-native
- Hobby / open-source project
Visit website ↗ Source listing ↗
More like this: all 48 launches in deep learning frameworks →
Could you build this?
No Writing a native transformer training and PEFT backend from scratch in Rust and Vulkan requires advanced GPU compute programming and deep ML systems engineering.
What it would actually take: Requires writing custom Vulkan compute shaders (SPIR-V) for matrix multiplication and attention mechanisms, along with an autograd engine, memory allocators, and parameter-efficient fine-tuning (PEFT) algorithms in Rust. This necessitates ML compiler engineers with deep expertise in Vulkan compute APIs and low-level GPU acceleration.
Competitors
Other products that read as similar to this one : 4296 launches clear the similarity bar, closest 8 shown.
Attention rank: #1913 of 4297 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 322 days after the earliest competitor.
- saber-engine · github · 2026-11-05 · 59 upvotes · similarity 0.65
- OpenDLSS-NR · github · 2026-09-20 · 371 upvotes · similarity 0.63
- ncnn.rust · github · 2026-11-08 · 25 upvotes · similarity 0.63
- solidcore · github · 2026-10-12 · 73 upvotes · similarity 0.61
- GitHub · hn · 2026-01-16 · 6 upvotes · similarity 0.60
- NeuralScript · hn · 2026-05-04 · 5 upvotes · similarity 0.59
- TandemLLM · github · 2026-09-28 · 21 upvotes · similarity 0.59
- rdx · github · 2026-09-21 · 57 upvotes · similarity 0.58
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