giga-embeddings-10B-A1.8B_hybrid
GGUF port and imatrix-guided IQ4_XS/Q5_K quantization of Giga-Embeddings-instruct-10B-A1.8B, a 10B MoE embedding model for Russian, English and code, running on a single 16 GB GPU with stock llama.cpp. Pipeline, llama.cpp patches, and every measurement.
Details
- External ID
- 1387395819
- Source
- GITHUB
- Company
- —
- Product
- giga-embeddings-10B-A1.8B_hybrid
- Website domain
- github.com
- Launched
- Sept. 25, 2026
- Cohort
- —
- Upvotes
- 41
- Upvotes percentile
- 0.7869587496797336
- Tags
- —
- Fetched at
- Sept. 29, 2026, 5:02 p.m.
- Updated at
- Sept. 29, 2026, 5:02 p.m.
Enrichment
- Theme
- scientific computing and deep tech tools
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- quantized embedding model port for llama.cpp
- Manually corrected
- False
Could you build this?
No This project involves low-level C++/CUDA quantization engineering, custom GGML/llama.cpp kernel patching for Mixture-of-Experts architectures, and importance matrix (imatrix) calibration for a 10B parameter embedding model. This demands specialized knowledge of low-level machine learning systems, quantized tensor formats, and GGML internals.
What it would actually take: Requires deep C++/CUDA systems programming, fork/modification of llama.cpp/ggml tensor computation graphs, custom imatrix dataset generation in Russian and English, and benchmarking embedding cosine similarity regressions across quantization types (IQ4_XS vs Q5_K). Requires a GPU engineering specialist who understands low-level tensor quantization algorithms.
Competitors
Other products that read as similar to this one — 170 launches clear the similarity bar, closest 8 shown.
Attention rank: #34 of 171 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 325 days after the earliest competitor.
- genpark-reed-solomon-error-correcting-code-skill · github · 2026-09-28 · 7 upvotes · similarity 0.46
- genpark-reed-solomon-error-correcting-code-skill · github · 2026-09-28 · 7 upvotes · similarity 0.46
- Z80-μLM, a 'Conversational AI' That Fits in 40KB · hn · 2025-12-29 · 514 upvotes · similarity 0.44
- DenseK3 · github · 2026-09-15 · 8 upvotes · similarity 0.42
- TurboQuant · ph · 2026-03-25 · 295 upvotes · similarity 0.42
- open-jev-fast · github · 2026-09-27 · 87 upvotes · similarity 0.41
- OpenGraviton · hn · 2026-03-07 · 13 upvotes · similarity 0.40
- RunNburn · hn · 2026-07-30 · 11 upvotes · similarity 0.40
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a model & infra tool for Fintech yet.